https://ehu.eus/ccwintco/api.php?action=feedcontributions&feedformat=atom&user=Borja.ayerdi Grupo de Inteligencia Computacional (GIC) - Contribuciones del usuario [es] 2026-04-19T19:04:46Z Contribuciones del usuario MediaWiki 1.38.6 https://ehu.eus/ccwintco/index.php?title=Usuario:Borja.ayerdi&diff=19411 Usuario:Borja.ayerdi 2018-09-03T11:30:32Z <p>Borja.ayerdi: </p> <hr /> <div>[[Imagen:Borja-Color.jpg | right | 350px | alt=Borja Ayerdi photo]]<br /> <br /> == Borja Ayerdi Vilches ==<br /> <br /> ''Imagine the future, change the present''<br /> <br /> &lt;h3&gt;Personal Data&lt;/h3&gt;<br /> <br /> * &lt;b&gt;E-mail:&lt;/b&gt; borja.ayerdi@ehu.es <br /> <br /> * &lt;b&gt;Address:&lt;/b&gt;<br /> :Computational Intelligence Group <br /> :Computer Science Faculty - Lab. 307 <br /> :University Of The Basque Country (UPV/EHU) <br /> :Paseo Manuel Lardizabal 1 - CP: 20018 Donostia/San Sebastián (GIPUZKOA) - Spain<br /> <br /> * &lt;b&gt;Tfno.:&lt;/b&gt; (+34) 943.01.80.47<br /> <br /> == Studies ==<br /> <br /> * PhD Thesis: ''Contributions to Ensemble Classifiers with Image Analysis Applications''. Director: Prof. Manuel Graña Romay. (18/Dec/2015)<br /> ** [[media:Tesis-Borja-Ayerdi-2015-12-14.pdf|PhD Thesis]]<br /> ** [[media:Borja-Ayerdi-slides tesis.pdf|Dissertation slides]]<br /> * [http://www.kisa.ehu.es/ Masters Degree in Computational Engineering and Intelligent Systems] (2011/2012) - Universidad del País Vasco (UPV/EHU).<br /> * Computer Science Engineer (2009/2011) - Universidad del País Vasco (UPV/EHU).<br /> * Technical Engineering in Information Management (2006/2009) - Universidad del País Vasco (UPV/EHU).<br /> <br /> <br /> == Accreditations ==<br /> <br /> * PhD assistant Lecturer ([http://www.aneca.es/eng ANECA], The National Agency for Quality Assessment and Accreditation of Spain) <br /> <br /> <br /> == Research Areas ==<br /> <br /> * Medical Image segmentation and registration.<br /> * Machine Learning application to medical image processing.<br /> * Extreme Learning Machines.<br /> * Hyperspectral imaging.<br /> * Social Networks.<br /> * Big data.<br /> * Active learning.<br /> * Hybrid classification ensembles.<br /> <br /> <br /> == Working experience ==<br /> <br /> * Dec 2016 - ongoing: Data Scientist @ [https://www.iberdrola.com Iberdrola]<br /> <br /> * Nov 2016 - Dec 2016: Java Architect @ [http://www.ide-website.net/ IDE.]<br /> <br /> * May 2016 - Oct 2016: Data Engineer @ [http://www.nemsolutions.com/es NEM Solutions]<br /> <br /> * January 2016 - May 2016: Beca postdoctoral / Postdoctoral fellowship granted by University of the Basque Country<br /> <br /> * January 2012 - December 2015: [http://www.hezkuntza.ejgv.euskadi.net/r43-5552/es/contenidos/informacion/dib4/es_2035/bfi2_c.html Beca predoctoral / Predoctoral fellowship] granted by Gobierno Vasco / Basque Government.<br /> <br /> * September 2011 - December 2011: Personal Investigador Contratado / Hired researcher at Universidad del País Vasco (UPV/EHU), [http://www.ehu.es/ccwintco/ Computational Intelligence Group].<br /> : Project: EVARTRAC CIRUGÍA GUIADA POR IMAGEN: APLICACIÓN A LA REPARACIÓN ENDOVASCULAR DE ANEURISMAS DE AORTA.<br /> <br /> == Teaching ==<br /> <br /> * Computer Vision (UPV/EHU 2015/2016)<br /> * Computer Vision (UPV/EHU 2014/2015)<br /> * Machine Learning and Neural Networks (UPV/EHU 2013/2014)<br /> <br /> == Courses ==<br /> <br /> * Vitoria-Gasteiz 2009 - (Intensive Programme) Network Security and 4n6<br /> <br /> <br /> == Intership ==<br /> <br /> * 2013 - [http://www.kssk.pwr.wroc.pl/machine-learning-team/1469/?lang=en Machine Learning Group], Wrocław University of Technology, Poland with Prof. Michal Wozniak<br /> <br /> <br /> == Research projects participation ==<br /> <br /> * Proyecto: Aprendizaje cooperativo inter e intragrupal en el submodulo de escructura y arquitectura de computadores.<br /> ** Entidad adjudicataria: UPV/EHU, Proyecto de Innovación Educativa 6719.<br /> ** Investigador principal: Jose Manuel Lopez Guede.<br /> ** Fechas: 2014 – 2015.<br /> <br /> <br /> * Proyecto: Técnicas de inteligencia computacional en el proceso de imagen hiperespectral y aplicaciones.<br /> ** Entidad adjudicataria: Ministerio de Ciencia e Innovación del Gobierno Español, TIN2011-28753-C02-02.<br /> ** Investigador principal: Prof. Alicia d'Anjou.<br /> ** Fechas: 2011 – 2013.<br /> <br /> <br /> == Publications ==<br /> <br /> &lt;h3&gt;<br /> 2016<br /> &lt;/h3&gt;<br /> <br /> * J. David Nuñez-Gonzalez, Borja Ayerdi, Manuel Graña, Michał Wozniak<br /> : &quot;A New Heuristic for Influence Maximization in Social Networks&quot;<br /> : ''Logic journal of the IGPL''<br /> : JCR 2015 - 0.461<br /> <br /> <br /> * Borja Ayerdi, Manuel Grana<br /> : &quot;Anticipative Hybrid Extreme Rotation Forest&quot;<br /> : ''ICCS 2016, San Diego, June 2016 [http://www.iccs-meeting.org/iccs2016/]''<br /> <br /> <br /> <br /> &lt;h3&gt;<br /> 2015<br /> &lt;/h3&gt;<br /> <br /> * Borja Ayerdi, Manuel Graña<br /> : &quot;Hyperspectral Image Analysis by Spectral-Spatial Processing and Anticipatively Tuned Hybrid Extreme Rotation Forest Classification&quot;<br /> : ''IEEE Transactions on Geoscience and Remote Sensing (TGARS)''<br /> : JCR 2014 - 3.514<br /> <br /> <br /> <br /> * Ariadna Besga, Itxaso González-Ortega, Enrique Echeburúa, Alexandre Savio, Borja Ayerdi, Darya Chyzhyk, Jose LM Madrigal, Juan C. Leza, Manuel Graña, Ana González-Pinto<br /> : &quot;Discrimination between Alzheimer’s Disease and Late Onset Bipolar Disorder using multivariate analysis&quot;<br /> : ''Frontiers in Aging Neuroscience''<br /> : JCR 2014 - 4.000<br /> <br /> <br /> * A Besga-Basterra, B Ayerdi, G Alcalde-Behold, A Manzano-Ramirez, P Lopetegui-Eraso, M Graña, A González-Pinto-Arrillaga<br /> : &quot;Risk factors for emergency department short time readmission in stratified population&quot;<br /> : ''Biomed Research International''<br /> : JCR 2014 - 1.579<br /> <br /> <br /> * Borja Ayerdi, Oier Echaniz, Alexandre Savio, Manuel Graña <br /> : “Automated segmentation of subcutaneous and visceral adipose tissues from MRI”<br /> : ''InMed 2015''<br /> <br /> <br /> * Borja Ayerdi, Manuel Graña<br /> : &quot;Random Forest Active Learning for Detecting Blood Vessels in Angiography&quot;<br /> : ''CORES 2015''<br /> <br /> <br /> * Ariadna Besga-Basterra, Darya Chyzhyk, Itxaso González-Ortega, Alexandre Savio, Borja Ayerdi, Jon Echeveste, Manuel Graña, Ana González-Pinto<br /> : &quot;White matter anatomical correlates with biomarkers discriminating between Alzheimer’s Disease and Late Onset Bipolar Disorder by eigenanatomy on fractional anisotropy imaging&quot;<br /> : ''Current Alzheimer Research''<br /> : JCR 2014 - 3.889 (Q1 Clin Neurol, T1 Neurosciences)<br /> <br /> <br /> * Borja Ayerdi, Manuel Graña<br /> : &quot;Hyperspectral Image Nonlinear Unmixing and Reconstruction by ELM Regression Ensemble&quot;<br /> : ''Neurocomputing''<br /> : JCR 2014 - 2.083 (Q1 CSAI) / [5-Year Impact Factor: 2.292]<br /> <br /> <br /> &lt;h3&gt;<br /> 2014<br /> &lt;/h3&gt;<br /> <br /> * Borja Ayerdi, Manuel Graña<br /> : &quot;Hyperspectral Image Nonlinear Unmixing by Ensemble ELM Regression&quot;<br /> : Jiuwen Cao et al. (Eds.): Proceedings of ELM-2014 Volume 2, Proceedings in Adaptation, Learning and Optimization1, pp. 289-297. Springer. <br /> <br /> <br /> * Borja Ayerdi, Ion Marqués and Manuel Grana<br /> : &quot;Spatially regularized semisupervised Ensembles of Extreme Learning Machines for hyperspectral image segmentation&quot;<br /> : ''Neurocomputing''<br /> : JCR 2014 - 2.083 (Q1 CSAI) / [5-Year Impact Factor: 2.292]<br /> <br /> <br /> * Borja Ayerdi, Manuel Grana<br /> : &quot;Hybrid Extreme Rotation Forest&quot;<br /> : ''Neural Networks''<br /> : JCR 2014 - 2.708 (Q1 CSAI) / [5-Year Impact Factor: 2.729]<br /> <br /> <br /> * Pawel Ksieniewicz, Dariusz Jankowski, Borja Ayerdi, Konrad Jackowski, Michal Wozniak and Manuel Graña<br /> : &quot;A Novel Hyperspectral Segmentation Algorithm - Concept and Evaluation&quot;<br /> : ''Logic Journal of the IGPL''<br /> : JCR 2012 - 1.136 (Q1 MATHEMATICS, Q1 APPLIED MATHEMATICS, Q1 LOGIC) / [5-Year Impact Factor: 0.79]<br /> <br /> <br /> &lt;h3&gt;<br /> 2013<br /> &lt;/h3&gt;<br /> <br /> * Borja Ayerdi, Ion Marqués and Manuel Grana<br /> : &quot;Spectral-spatial semi-supervised hyperspectral image segmentation using Ensembles of Extreme Learning Machines&quot;<br /> : ''ELM 2013, Beijing, October 15-17, 2013.''<br /> <br /> <br /> * J. Maiora , G. García , B. Ayerdi , M. Graña , M. De Blas<br /> : &quot;Active Learning enhanced with Expert Knowledge for Computed Tomography Image Segmentation&quot;<br /> : ''InMed 2013, Greece, 17-19 July, 2013.''<br /> <br /> <br /> * Borja Ayerdi, Josu Maiora, Manuel Graña<br /> : &quot;Aplications of Hybrid Extreme Rotation Forests for Image Segmentation&quot;<br /> : ''Journal of Hybrid Intelligent Systems''<br /> <br /> <br /> * Borja Ayerdi, Josu Maiora, Manuel Graña<br /> : &quot;Enhancing Active Learning Computed Tomography Image Segmentation with Domain Knowledge&quot;<br /> : ''HAIS 2013, Salamanca, 11-13 September, 2013.''<br /> <br /> <br /> * Borja Ayerdi, Alexandre Savio, Manuel Graña<br /> : &quot;Meta-ensembles of classifiers for Alzheimer's disease detection using independent ROI features&quot;<br /> : J.M. Ferrandez et al. (Eds.): IWINAC 2013, Part II, LNCS 7931, pp. 122--130. Springer, Heidelberg (2013) <br /> <br /> <br /> * Borja Ayerdi, Manuel Graña<br /> : &quot;On Spatial Regularization for Semisupervised Hyperspectral Image Segmentation Using Hybrid Extreme Rotation Forest&quot;<br /> : ''WHISPERS 2013, Gainesville, USA, 25-28 June, 2013.''<br /> <br /> <br /> * Darya Chyzhyk, Borja Ayerdi, Josu Maiora<br /> : &quot;Active Learning with Bootstrapped Dendritic Classifier applied to medical image segmentation&quot;<br /> : ''Pattern Recognition Letters''<br /> : JCR 2013 - 1.062 (T1, Q2 CSAI) / [5-Year Impact Factor: 1.466]<br /> <br /> <br /> * Josu Maiora, Borja Ayerdi, Manuel Graña<br /> : &quot;Random Forest Active Learning for Computed Tomography Angiography Image Segmentation&quot;<br /> : ''Neurocomputing''<br /> : JCR 2013 - 2.005 (Q1 CSAI) / [5-Year Impact Factor: 2.102]<br /> <br /> <br /> &lt;h3&gt;<br /> 2012<br /> &lt;/h3&gt;<br /> <br /> * Borja Ayerdi Vilches, Manuel Graña<br /> : &quot;Hybrid Extreme Rotation Forest&quot;.<br /> : ''ELM 2012, Singapore, 11-13 December, 2012''. <br /> <br /> <br /> * Borja Ayerdi, Josu Maiora, Manuel Graña<br /> : &quot;Active learning of Hybrid Extreme Rotation Forests for CTA image segmentation&quot;.<br /> : ''Hybrid Intelligent Systems (HIS), 2012 12th International Conference on (pp. 543-548)''. IEEE.<br /> <br /> <br /> &lt;h3&gt;<br /> 2010<br /> &lt;/h3&gt;<br /> <br /> * Ekaitz Zulueta Guerrero, Naiara Telleria Garay, Jose Manuel Lopez-Guede, Borja Ayerdi Vilches, Eider Egilegor Iragorri, David Lecumberri Castaños, Ana Belén de la Hoz Rastrollo and Carlos Pertusa Peña<br /> : &quot;Prediction of Bladder Cancer Recurrences Using Artificial Neural Networks&quot;<br /> : ''Lecture Notes in Computer Science, 2010, Volume 6076, Hybrid Artificial Intelligence Systems, Pages 492-499''.<br /> <br /> == Conferences ==<br /> <br /> * PyData 2014, Berlin ,25-27 July 2014.<br /> * Europython 2014, Berlin ,21-27 July 2014.<br /> * ELM 2013, Beijing, October 15-17, 2013.<br /> * HAIS 2013, Salamanca, 11-13 September, 2013. <br /> * WHISPERS 2013, Gainesville, USA, 25-28 June, 2013. <br /> * IWINAC 2013, Mallorca, 10-14 June, 2013. <br /> * FIA 2013, Dublin, 8-10 May, 2013. <br /> * ELM 2012, Singapore, 11-13 December 2012.<br /> * HIS 2012, Pune (India), 04-07 December 2012.<br /> <br /> == Reviewer ==<br /> <br /> * KES 2012<br /> * Pattern Recognition Letters<br /> * Neurocomputing<br /> * IEEE Journal of Selected Topics in Applied Earth Observations and Remote Sensing (JSTARS)<br /> * Pattern Analysis and Applications<br /> * InMed 2014<br /> <br /> == Organizer ==<br /> <br /> * Local organizing committee member of Europython 2015 ([http://ep2015.europython.eu/ Europython 2015])<br /> * Local organizing committee member of Python San Sebastian 2014 ([http://www.pyss.org Pyss14])<br /> * Local organizing committee member of the KES International Conference on Innovation in Medicine and Healthcare - ([http://inmed-14.innovationkt.org/ INMED 2014]) 7, 8 &amp; 9 July 2014, San Sebastian, Spain.<br /> * Local organizing committee member of the 16th International Conference on Knowledge-Based and Intelligent Information &amp; Engineering Systems – ([http://www.mirlabs.net/nwesp12/ KES 2012]) 10, 11 &amp; 12 September 2012, San Sebastian, Spain.<br /> <br /> == Other activities ==<br /> <br /> * Treasurer and board member of the non-profit Python San Sebastian society (ACPySS)<br /> * Treasurer and board member of the non-profit Euskopython society<br /> * Treasurer and board member of the non-profit Europython society (EPS)<br /> <br /> == Awards ==<br /> <br /> * Premio Extraordinario de Doctorado (UPV/EHU) [https://www.ehu.eus/es/web/estudiosdeposgrado-graduondokoikasketak/doktoregoko-sari-bereziak]<br /> <br /> * Videos [https://www.youtube.com/watch?v=_VUSjxMkxCo Euskadinnova] [https://www.youtube.com/watch?v=-0eNpmyOTxA Premios Toribio Echeverria]<br /> <br /> * Alexandre Savio, Borja Ayerdi y Manuel Graña: XIII Premio Manuel Laborde Werlinden, 2013 [http://entreprenari.com/html/cast/premios/mlaborde1.htm][http://www.basqueresearch.com/berria_irakurri.asp?Berri_Kod=4843&amp;hizk=I#.Ut475RC0qUk][http://www.diariovasco.com/20131211/economia/recibe-premio-manuel-laborde-201312111847.html][http://www.abc.es/agencias/noticia.asp?noticia=1549703][http://www.ehu.es/p200-content/es/contenidos/noticia/20131211_premio_laborde/es_laborde/20131211_premio_laborde.html]<br /> <br /> * Alexandre Savio, Borja Ayerdi y Manuel Graña: XXIV Premio Toribio Echevarria, 2014 [http://www.noticiasdegipuzkoa.com/2014/05/29/economia/los-toribio-premian-proyectos-de-tecnologia-computacional][http://www.toribioechevarria.com/eu/2013-2014ko-irabazleak/] [https://www.youtube.com/watch?v=gthFBCrw2VQ&amp;t=62m]<br /> <br /> * Videos [https://www.youtube.com/watch?v=_VUSjxMkxCo Euskadinnova] [https://www.youtube.com/watch?v=-0eNpmyOTxA Premios Toribio Echeverria]<br /> <br /> == Semana de la ciencia ==<br /> <br /> * XI Semana de la Ciencia 2011 ([http://www.diariovasco.com/v/20111112/al-dia-local/cientificos-20111112.html Diario Vasco])<br /> * XII Semana de la Ciencia 2012<br /> <br /> <br /> == Software ==<br /> * [http://www.ehu.es/ccwintco/index.php/GIC-source-code-free-libre GIC Source Code]<br /> * [http://www.ehu.es/ccwintco/uploads/6/69/HERF.tar.gz Hybrid Extreme Rotation Forest (HERF) basic code]<br /> * [http://www.ehu.es/ccwintco/uploads/c/c9/Farzad.zip Basic ELM code example]<br /> * [http://www.ehu.es/ccwintco/uploads/2/26/AdaHERF.zip Adaptative Extreme Rotation Forest (AdaHERF) python code]<br /> * [http://www.ehu.eus/ccwintco/uploads/1/1a/RotationForest-master.zip Rotation Forest python code]<br /> * [http://www.ehu.eus/ccwintco/index.php?title=Hyperspectral_Image_Nonlinear_Unmixing_and_Reconstruction_by_ELM_Regression_Ensemble_(MATLAB) Unmixing matlab code]<br /> <br /> == Datasets ==<br /> <br /> &lt;h3&gt;General Datasets&lt;/h3&gt;<br /> <br /> * [http://www.eecs.berkeley.edu/Research/Projects/CS/vision/grouping/segbench/ The Berkeley Segmentation Dataset and Benchmark]<br /> * [http://www.ehu.es/ccwintco/index.php/Hyperspectral_Remote_Sensing_Scenes Hyperspectral Remote Sensing Images (Salinas A, Salinas C, Indian Pines, Pavia University)]<br /> * [http://archive.ics.uci.edu/ml/ UCI Machine Learning Repository]<br /> * [[GIC-experimental-databases | Post-processed datasets by Alex Savio.]]<br /> <br /> <br /> &lt;h3&gt;Hyperspectral Datasets&lt;/h3&gt;<br /> <br /> * [http://www.ehu.es/ccwintco/index.php/Hyperspectral_Remote_Sensing_Scenes Hyperspectral Remote Sensing Scenes]<br /> * [http://www.ehu.es/ccwintco/index.php/Hyperspectral_Camera_SOC710_Nature_Datasets Our own dataset!]<br /> * [http://personalpages.manchester.ac.uk/staff/david.foster/Hyperspectral_images_of_natural_scenes_04.html Foster Hyperspectral Images]<br /> * [http://www.foi.se/FOI/templates/Page____9189.aspx FOI HyperSpectral Images]<br /> * [http://www.spectir.com/download.html Spectir Hyperspectral Images]<br /> * [http://www.cvc.uab.es/color_calibration/Bristol_Hyper/ Bristol Hyperspecrtal Images]<br /> * [https://sourceforge.net/p/hyperspectralim/wiki/Home/ SourceForge repository]<br /> * [https://sourceforge.net/projects/hyperspectralim/ SourceForge Hyperspectral repository]<br /> <br /> <br /> &lt;h3&gt;Medical Datasets&lt;/h3&gt;<br /> <br /> * [http://www.oasis-brains.org OASIS]<br /> * [http://fcon_1000.projects.nitrc.org/index.html INDI - 1000 Functional Connectomes Project]<br /> * [http://adni.loni.ucla.edu/ ADNI]<br /> * [http://www.nitrc.org/projects/brainmap BrainMap]<br /> * [http://rad.med.hokudai.ac.jp/research/fa/index_e.php Fractional Anisotropy Database]<br /> * [http://insight-journal.org/midas MIDAS]<br /> * [http://www.childmind.org/en/healthy-brain-network/abide/ ABIDE]<br /> * [http://fcon_1000.projects.nitrc.org/indi/retro/cobre.html COBRE-Schizophrenia]<br /> <br /> <br /> == Target journals ==<br /> <br /> * [http://ieeexplore.ieee.org/xpl/RecentIssue.jsp?punumber=91 IEEE Transactions on Fuzzy Systems (IF 5.484)]<br /> * [http://ieeexplore.ieee.org/xpl/RecentIssue.jsp?reload=true&amp;punumber=34 IEEE Transactions on Pattern Analysis and Machine Intelligence (IF 4.795)]<br /> * [http://www.journals.elsevier.com/knowledge-based-systems/ Knowledge-Based Systems (IF 4.104)]<br /> * [http://www.journals.elsevier.com/information-sciences/ Information Sciences (IF 3.643)]<br /> * [http://ieeexplore.ieee.org/xpl/RecentIssue.jsp?punumber=36 IEEE Transactions on Geoscience and Remote Sensing (IF 3.467)]<br /> * [http://ieeexplore.ieee.org/xpl/RecentIssue.jsp?punumber=4609443 IEEE Journal of Selected Topics in Applied Earth Observations and Remote Sensing (IF 2.874))]<br /> * [http://www.springer.com/computer/ai/journal/11063 Neural Processing Letters (IF 1.240)]<br /> <br /> <br /> == Utilities ==<br /> <br /> * [http://www.ehu.es/ccwintco/uploads/2/2d/Vision_20140908.pdf Intro 08/09/2014]<br /> * [https://www.accesowok.fecyt.es/jcr JCR]<br /> * [https://www.accesowok.fecyt.es/?page_id=658 Web of Knowledge]<br /> * [https://gestion-empleado.ehu.es Gestión de empleados UPV/EHU]<br /> * [http://gestioncvb.ehu.es Gestión de aulas virtuales]<br /> * [http://moodle5.ehu.es/ MOODLE]<br /> * [https://gestion.ehu.es/gaur GAUR]<br /> * [http://www.tic.ehu.es/p265-shintrct/es/contenidos/informacion/wifi/es_wifi/wifi_manual.html Eduroam UPV/EHU]<br /> * [http://www.tic.ehu.es/p265-shintrct/es/contenidos/enlace/vpn_indice/es_indizea/vpn_indizea.html VPN UPV/EHU]<br /> * [https://github.com/borjaayerdi My github]<br /> * [https://www.linkedin.com/pub/borja-ayerdi-vilches/3a/b87/12b My LinkedIn]<br /> * [http://scholar.google.es/citations?user=bVAL794AAAAJ My Google Scholar]<br /> * [http://braincloudcomputing.com Brain Cloud Computing (BCC)]<br /> * [http://bcig.eu/ BCIG]<br /> * [http://gitlab.braincloudcomputing.com/ Gitlab]<br /> * [http://www.cpt.univ-mrs.fr/~masson/latex/Beamer-appearance-cheat-sheet.pdf Beamer appearance cheat sheet]<br /> * [https://github.com/neurita Neurita free software]<br /> * [https://github.com/pyjokes PyJokes]<br /> <br /> == Tutorials ==<br /> <br /> * [[Media:Git for dummies.png | Git Cheat sheet for Dummies.]]<br /> * [http://roundhere.net/journal/virtualenv-ubuntu-12-10/ Virtual enviroment (Ubuntu)]<br /> * [http://sebastianraschka.com/Articles/2014_matrix_cheatsheet.html Matrix Cheat Sheet MATLAB, Python NumPy, R, and Julia]<br /> * [http://bioinformatiquillo.wordpress.com/2009/06/17/beamerposter-posters-elegantes-con-la-clase-latex-beamer-en-lyx-y-presentaciones-en-formato-panoramico/ Beamer poster LyX]<br /> * [http://nbviewer.ipython.org/url/jakevdp.github.com/downloads/notebooks/XKCD_plots.ipynb XKCD plots]<br /> * [https://github.com/mwaskom/ziegler Ziegler: fMRI Reporting Webapp]</div> Borja.ayerdi https://ehu.eus/ccwintco/index.php?title=Miembros&diff=18878 Miembros 2016-12-19T22:30:51Z <p>Borja.ayerdi: /* Doctores egresados que no son profesores de la UPV/EHU */</p> <hr /> <div>==Profesorado UPV/EHU==<br /> <br /> *[[usuario:fx.albizuri | Albizuri, Xabier]]<br /> *[[usuario:Alicia.danjou | D'Anjou, Alicia]]<br /> *[[usuario:Bortx | Fernandez, Borja]]<br /> *[[usuario:josune.gallego | Gallego, Josune]]<br /> *[[usuario:AI.Gonzalez | González, Ana Isabel]]<br /> *[[usuario:manuel.grana | Graña, Manuel]]<br /> *[[usuario:Eloy.irigoyen| Irigoyen, Eloy]]<br /> *[[usuario:joseluis.jimenez | Jiménez, José Luis]]<br /> *[[usuario:juantonio.jimenezdevicuna | Jiménez de Vicuña, Juan Antonio]]<br /> *[[usuario:jm.lopez | López Guede, José Manuel]]<br /> *[[usuario:jmaiora | Maiora Oria, Josu]]<br /> *[[usuario:mariaeugenia.martinez | Martínez, Maria Eugenia]]<br /> *[[usuario:jibmomoa | Moujahid, Abdelmalik]]<br /> *[[usuario:Ekaitz.Zulueta | Zulueta, Ekaitz]]<br /> <br /> == Jubilados ==<br /> *[[usuario:Fernando.Ferreres | Ferreres, Fernando]]<br /> *[[usuario:Francisco.torrealdea | Torrealdea, Francisco Javier]]<br /> <br /> ==Doctorandos==<br /> <br /> <br /> * [[usuario:david.nunez | Jose David Nuñez Gonzalez]]<br /> <br /> * [[usuario:leire.ozaeta | Leire Ozaeta]]<br /> <br /> * [[usuario:oier.echaniz | Oier Echaniz]]<br /> <br /> * Julian Estevez<br /> <br /> * Maider<br /> <br /> * Eduardo Carrasco<br /> <br /> ==Doctores egresados que no son profesores de la UPV/EHU==<br /> *[[usuario:Borja.ayerdi | Borja Ayerdi]] ‎Data Scientist - [https://www.iberdrola.com Iberdrola]<br /> *[[usuario:ion.marques | Marqués, Ion]]<br /> *[[usuario:Alexsavio | Savio, Alexandre]] post doc, promotor de Neurita, Brain Cloud Computing, post doc en la Technische Universitaet Muenchen<br /> *[http://www.cvc.uab.es/personal2.asp?id=287 Bogdan Raducanu]<br /> *[[usuario:orlmaldonado | Maldonado, Orlando]] actualmente en la Universidad de Pamplona en Colombia<br /> * Imanol Echave, trabaja en RSI internacional con sede en Paris.<br /> *[[usuario:Andoni.beristain | Beristain, Andoni]] actualmente en Vicomtech<br /> *[[usuario:zechegoyen | Echegoyen, Zelmar]] actualmente en Tecnalia. [http://www.ehu.es/ccwintco/groupware/index.php?menuaction=phpbrain.uikb.view_article&amp;art_id=165&amp;query=zelmar]<br /> *[[usuario:Ctoro | Toro, Carlos]] en Vicomtech<br /> *[[Macia, Ivan ]] en Vicomtech<br /> *[[Ramón Moreno Jiménez | Moreno Jiménez, Ramón]] postdoc en el GIC hasta diciembre 2012<br /> *[[usuario:maitelasarte | García-Sebastián, Maite]] <br /> *[[usuario:i.rebollo | Rebollo, Israel]] en Informatica 68 I+D S.L.<br /> *[[usuario:ivan.villaverde | Villaverde, Ivan]], actualmente en Tecnalia. [http://www.ehu.es/ccwintco/groupware/index.php?menuaction=phpbrain.uikb.view_article&amp;art_id=159]<br /> *[[usuario:maveganzones | Veganzones, Miguel Ángel]] en GIPSA-Lab, INP Universidad de Grenoble<br /> *[[usuario:ibarandiaran | Barandiarán, Iñigo]] en Vicomtech<br /> *[[usuario:daria.chizhik | Chyzhyk, Darya]] postodoc en la UPV/EHU<br /> *[[usuario:Elsa.Fernandez | Fernández, Elsa]]<br /> *[[usuario:eider.sanchez | Eider Sanchez]]<br /> * [[usuario:Rosalia | Rosalia Dacosta Aguayo]]<br /> <br /> == antiguos alumnos que no han realizado la tesis ==<br /> <br /> *[[usuario:pablo.ayala | Ayala, Pablo]]<br /> *[[usuario:josu.larranaga | Larrañaga, Josu]]<br /> *[[usuario:mikel.pajares | Pajares, Mikel]]<br /> *[[usuario:mai.termenon | Termenón, Maite]]<br /> *[[usuario:David.vicente | Vicente, David]]<br /> <br /> ==Grupos y personas con las que el grupo mantiene contacto==<br /> <br /> * Aalto University<br /> ** Francesco Corona [http://users.ics.tkk.fi/fcorona/]<br /> <br /> * Amparo Alonso Betanzos [http://aliana.dc.fi.udc.es/www-lidia/]<br /> <br /> * [http://bisite.usal.es/ Biomedicina, Sistemas Informáticos Inteligentes y Tecnología Educativa (BISITE)]<br /> ** Juan Corchado<br /> * [http://gti.upf.edu/catala/equip/00index_html Josep Blat]<br /> <br /> *[http://www.brahnam.info/index.php Sheryl Brhanam]<br /> <br /> * [http://www.icm.csic.es/ Instituto de Ciencias del Mar, CSIC]<br /> ** Emilio R. García Ladona<br /> <br /> * [http://www.cvc.uab.es/ Computer Vision Center]<br /> ** Bogdan Raducanu<br /> ** Juan J. Villanueva<br /> ** [http://www.cvc.uab.es/personal2.asp?id=76 Jordi Vitriá]<br /> <br /> * Javie de Lope Asian, UPM, [http://www.dia.fi.upm.es/~jdlope/publications.html]<br /> * [http://www2.ubu.es/gicap/ Emilio Corchado]<br /> <br /> <br /> * [http://home.utad.pt/~floresta Departamento Florestal - Universidade de Trás-os-Montes e Alto Douro]<br /> ** Domingos Lopes<br /> ** Leonia Nunes<br /> * Depto. Tecnología Informática y Computación, Universidad de Alicante<br /> ** [http://www.dtic.ua.es/~jgarcia José García]<br /> * [http://www.gii.udc.es Grupo Integrado de Ingeniería, Universidad de A Coruña]<br /> ** Richard J. Duro<br /> <br /> * Hatami, Nima [http://inls.ucsd.edu/~nima/]<br /> <br /> *INSTEC [http://www.instec.cu/]<br /> * [http://gici.uab.es/index.html Group of Interactive Coding of Images]<br /> ** Joan Serra<br /> * [http://www.ucm.es/info/QCAFCAII/grupos%20de%20investigacion.htm Instituto de Estudios Biofuncionales UCM]<br /> ** Manuel Cortijo<br /> ** Jesús Ruíz-Cabello<br /> * [http://www.innovaevision.com/ Innovae Vision]<br /> * [http://iiu.teikav.edu.gr/users/vgkabs Vassilis G. Kaburlasos]<br /> <br /> *KES International, Robert Howlett [http://www.rjhowlett.co.uk/]<br /> * Li-Wei Kuo, National Health Research Institutes, Taiwan <br /> <br /> * [http://www.fmri.uji.es/ Laboratorio de Neuroimagen funcional UJI] [http://www.ehu.es/ccwintco/groupware/index.php?menuaction=phpbrain.uikb.view_article&amp;art_id=408 en el groupware]<br /> ** Cesar Avila<br /> ** Alfonso Roberto Barrós Loscertales<br /> <br /> * [http://www2.hud.ac.uk/staffprofiles/staffcv.php?staffid=67 Joan Lu]<br /> * [http://www.umbc.edu/rssipl/people/aplaza/ Antonio Plaza] [http://www.unex.es/investigacion/grupos/hypercomp Grupo Hypercomp, Universidad de Extremadura]<br /> * [http://www3.uji.es/~pobil/ Angel P. del Pobil]<br /> * [http://atc.ugr.es/~aprieto/ Alberto Prieto]<br /> * [http://www.upriss.org.uk/top/research.html Uta Priss]<br /> * [http://www.ccd.uab.es/~josep/ Josep Rifá]<br /> * [http://www.cise.ufl.edu/~ritter/ Gerhard X. Ritter]<br /> <br /> *Dimitri Solomatine, Professor, Head of the Hydroinformatics Chair Group, UNESCO-IHE Institute for Water Education Web page: http://www.unesco-ihe.org/hi/sol<br /> <br /> <br /> *[http://samos.univ-paris1.fr/spip/ SAMOS Universite Paris 1]<br /> ** [http://samos.univ-paris1.fr/spip/COTTRELL-Marie?var_recherche=marie%20cottrell Marie Cottrell]<br /> * [http://www.multimag.es/grupo_UNED_02_detalle.php?User_Session=3a15fe34e375c95cf069c8aafd4948d7 Manuel Sebastian, Grupo de Investigación en Envejecimiento y Enfermedades Neurodegenerativas.UNED.]<br /> * Ann K. Shinn [http://www.ehu.es/ccwintco/groupware/index.php?menuaction=phpbrain.uikb.view_article&amp;art_id=406 sobre los datos]<br /> * [http://www.ime.unicamp.br/~sussner/ Peter Sussner]<br /> * Harri Valpola<br /> * [http://www.dice.ucl.ac.be/~verleyse/ Michael Verleysen]<br /> *P.P. Wang, Duke University, Prof. emeritus<br /> <br /> ==Visitantes==<br /> ; Provenientes del [http://www.isbs.fr/ ISBS] de la Universidad Paris XII<br /> <br /> * Mayo-Julio 2008: Jean Luc Lor, Charlotte Rosak [[lor-rosak-working-page|Working page]] sus cosas en el groupware están en[http://www.ehu.es/ccwintco/groupware/index.php?menuaction=phpbrain.uikb.view_article&amp;art_id=137] Cosas de skull stripping [http://www.ehu.es/ccwintco/groupware/index.php?menuaction=phpbrain.uikb.view_article&amp;art_id=124&amp;query=skull%2Bstripping]<br /> * Mayo-Julio 2010: Juliette Charpentier, trabajando sobre imagen de resonancia magnética de difusión DTI<br /> <br /> ==Redes de las que el grupo es miembro==<br /> * [http://www.redaf.es/ Red de Agentes Físicos] (Miembro del GIC de contacto con la red: José Manuel López Guede)</div> Borja.ayerdi https://ehu.eus/ccwintco/index.php?title=Usuario:Borja.ayerdi&diff=18877 Usuario:Borja.ayerdi 2016-12-19T22:29:57Z <p>Borja.ayerdi: /* Working experience */</p> <hr /> <div>[[Imagen:Borja-Color.jpg | right | 350px | alt=Borja Ayerdi photo]]<br /> <br /> == Borja Ayerdi Vilches ==<br /> <br /> ''Imagine the future, change the present''<br /> <br /> &lt;h3&gt;Personal Data&lt;/h3&gt;<br /> <br /> * &lt;b&gt;E-mail:&lt;/b&gt; borja.ayerdi@ehu.es <br /> <br /> * &lt;b&gt;Address:&lt;/b&gt;<br /> :Computational Intelligence Group <br /> :Computer Science Faculty - Lab. 307 <br /> :University Of The Basque Country (UPV/EHU) <br /> :Paseo Manuel Lardizabal 1 - CP: 20018 Donostia/San Sebastián (GIPUZKOA) - Spain<br /> <br /> * &lt;b&gt;Tfno.:&lt;/b&gt; (+34) 943.01.80.47<br /> <br /> == Studies ==<br /> <br /> * PhD Thesis: ''Contributions to Ensemble Classifiers with Image Analysis Applications''. Director: Prof. Manuel Graña Romay. (18/Dec/2015)<br /> ** [[media:Tesis-Borja-Ayerdi-2015-12-14.pdf|PhD Thesis]]<br /> ** [[media:Borja-Ayerdi-slides tesis.pdf|Dissertation slides]]<br /> * [http://www.kisa.ehu.es/ Masters Degree in Computational Engineering and Intelligent Systems] (2011/2012) - Universidad del País Vasco (UPV/EHU).<br /> * Computer Science Engineer (2009/2011) - Universidad del País Vasco (UPV/EHU).<br /> * Technical Engineering in Information Management (2006/2009) - Universidad del País Vasco (UPV/EHU).<br /> <br /> <br /> == Accreditations ==<br /> <br /> * PhD assistant Lecturer ([http://www.aneca.es/eng ANECA], The National Agency for Quality Assessment and Accreditation of Spain) <br /> <br /> <br /> == Research Areas ==<br /> <br /> * Medical Image segmentation and registration.<br /> * Machine Learning application to medical image processing.<br /> * Extreme Learning Machines.<br /> * Hyperspectral imaging.<br /> * Social Networks.<br /> * Big data.<br /> * Active learning.<br /> * Hybrid classification ensembles.<br /> <br /> <br /> == Working experience ==<br /> <br /> * Dec 2016 - ongoing: Data Scientist @ [https://www.iberdrola.com Iberdrola]<br /> <br /> * Nov 2016 - Dec 2016: Java Architect @ [http://www.ide-website.net/ IDE.]<br /> <br /> * May 2016 - Oct 2016: Data Engineer @ [http://www.nemsolutions.com/es NEM Solutions]<br /> <br /> * January 2016 - May 2016: Beca postdoctoral / Postdoctoral fellowship granted by University of the Basque Country<br /> <br /> * January 2012 - December 2015: [http://www.hezkuntza.ejgv.euskadi.net/r43-5552/es/contenidos/informacion/dib4/es_2035/bfi2_c.html Beca predoctoral / Predoctoral fellowship] granted by Gobierno Vasco / Basque Government.<br /> <br /> * September 2011 - December 2011: Personal Investigador Contratado / Hired researcher at Universidad del País Vasco (UPV/EHU), [http://www.ehu.es/ccwintco/ Computational Intelligence Group].<br /> : Project: EVARTRAC CIRUGÍA GUIADA POR IMAGEN: APLICACIÓN A LA REPARACIÓN ENDOVASCULAR DE ANEURISMAS DE AORTA.<br /> <br /> == Teaching ==<br /> <br /> * Computer Vision (UPV/EHU 2015/2016)<br /> * Computer Vision (UPV/EHU 2014/2015)<br /> * Machine Learning and Neural Networks (UPV/EHU 2013/2014)<br /> <br /> == Courses ==<br /> <br /> * Vitoria-Gasteiz 2009 - (Intensive Programme) Network Security and 4n6<br /> <br /> <br /> == Intership ==<br /> <br /> * 2013 - [http://www.kssk.pwr.wroc.pl/machine-learning-team/1469/?lang=en Machine Learning Group], Wrocław University of Technology, Poland with Prof. Michal Wozniak<br /> <br /> <br /> == Research projects participation ==<br /> <br /> * Proyecto: Aprendizaje cooperativo inter e intragrupal en el submodulo de escructura y arquitectura de computadores.<br /> ** Entidad adjudicataria: UPV/EHU, Proyecto de Innovación Educativa 6719.<br /> ** Investigador principal: Jose Manuel Lopez Guede.<br /> ** Fechas: 2014 – 2015.<br /> <br /> <br /> * Proyecto: Técnicas de inteligencia computacional en el proceso de imagen hiperespectral y aplicaciones.<br /> ** Entidad adjudicataria: Ministerio de Ciencia e Innovación del Gobierno Español, TIN2011-28753-C02-02.<br /> ** Investigador principal: Prof. Alicia d'Anjou.<br /> ** Fechas: 2011 – 2013.<br /> <br /> <br /> == Publications ==<br /> <br /> &lt;h3&gt;<br /> 2016<br /> &lt;/h3&gt;<br /> <br /> * J. David Nuñez-Gonzalez, Borja Ayerdi, Manuel Graña, Michał Wozniak<br /> : &quot;A New Heuristic for Influence Maximization in Social Networks&quot;<br /> : ''Logic journal of the IGPL''<br /> : JCR 2015 - 0.461<br /> <br /> <br /> * Borja Ayerdi, Manuel Grana<br /> : &quot;Anticipative Hybrid Extreme Rotation Forest&quot;<br /> : ''ICCS 2016, San Diego, June 2016 [http://www.iccs-meeting.org/iccs2016/]''<br /> <br /> <br /> <br /> &lt;h3&gt;<br /> 2015<br /> &lt;/h3&gt;<br /> <br /> * Borja Ayerdi, Manuel Graña<br /> : &quot;Hyperspectral Image Analysis by Spectral-Spatial Processing and Anticipatively Tuned Hybrid Extreme Rotation Forest Classification&quot;<br /> : ''IEEE Transactions on Geoscience and Remote Sensing (TGARS)''<br /> : JCR 2014 - 3.514<br /> <br /> <br /> <br /> * Ariadna Besga, Itxaso González-Ortega, Enrique Echeburúa, Alexandre Savio, Borja Ayerdi, Darya Chyzhyk, Jose LM Madrigal, Juan C. Leza, Manuel Graña, Ana González-Pinto<br /> : &quot;Discrimination between Alzheimer’s Disease and Late Onset Bipolar Disorder using multivariate analysis&quot;<br /> : ''Frontiers in Aging Neuroscience''<br /> : JCR 2014 - 4.000<br /> <br /> <br /> * A Besga-Basterra, B Ayerdi, G Alcalde-Behold, A Manzano-Ramirez, P Lopetegui-Eraso, M Graña, A González-Pinto-Arrillaga<br /> : &quot;Risk factors for emergency department short time readmission in stratified population&quot;<br /> : ''Biomed Research International''<br /> : JCR 2014 - 1.579<br /> <br /> <br /> * Borja Ayerdi, Oier Echaniz, Alexandre Savio, Manuel Graña <br /> : “Automated segmentation of subcutaneous and visceral adipose tissues from MRI”<br /> : ''InMed 2015''<br /> <br /> <br /> * Borja Ayerdi, Manuel Graña<br /> : &quot;Random Forest Active Learning for Detecting Blood Vessels in Angiography&quot;<br /> : ''CORES 2015''<br /> <br /> <br /> * Ariadna Besga-Basterra, Darya Chyzhyk, Itxaso González-Ortega, Alexandre Savio, Borja Ayerdi, Jon Echeveste, Manuel Graña, Ana González-Pinto<br /> : &quot;White matter anatomical correlates with biomarkers discriminating between Alzheimer’s Disease and Late Onset Bipolar Disorder by eigenanatomy on fractional anisotropy imaging&quot;<br /> : ''Current Alzheimer Research''<br /> : JCR 2014 - 3.889 (Q1 Clin Neurol, T1 Neurosciences)<br /> <br /> <br /> * Borja Ayerdi, Manuel Graña<br /> : &quot;Hyperspectral Image Nonlinear Unmixing and Reconstruction by ELM Regression Ensemble&quot;<br /> : ''Neurocomputing''<br /> : JCR 2014 - 2.083 (Q1 CSAI) / [5-Year Impact Factor: 2.292]<br /> <br /> <br /> &lt;h3&gt;<br /> 2014<br /> &lt;/h3&gt;<br /> <br /> * Borja Ayerdi, Manuel Graña<br /> : &quot;Hyperspectral Image Nonlinear Unmixing by Ensemble ELM Regression&quot;<br /> : Jiuwen Cao et al. (Eds.): Proceedings of ELM-2014 Volume 2, Proceedings in Adaptation, Learning and Optimization1, pp. 289-297. Springer. <br /> <br /> <br /> * Borja Ayerdi, Ion Marqués and Manuel Grana<br /> : &quot;Spatially regularized semisupervised Ensembles of Extreme Learning Machines for hyperspectral image segmentation&quot;<br /> : ''Neurocomputing''<br /> : JCR 2014 - 2.083 (Q1 CSAI) / [5-Year Impact Factor: 2.292]<br /> <br /> <br /> * Borja Ayerdi, Manuel Grana<br /> : &quot;Hybrid Extreme Rotation Forest&quot;<br /> : ''Neural Networks''<br /> : JCR 2014 - 2.708 (Q1 CSAI) / [5-Year Impact Factor: 2.729]<br /> <br /> <br /> * Pawel Ksieniewicz, Dariusz Jankowski, Borja Ayerdi, Konrad Jackowski, Michal Wozniak and Manuel Graña<br /> : &quot;A Novel Hyperspectral Segmentation Algorithm - Concept and Evaluation&quot;<br /> : ''Logic Journal of the IGPL''<br /> : JCR 2012 - 1.136 (Q1 MATHEMATICS, Q1 APPLIED MATHEMATICS, Q1 LOGIC) / [5-Year Impact Factor: 0.79]<br /> <br /> <br /> &lt;h3&gt;<br /> 2013<br /> &lt;/h3&gt;<br /> <br /> * Borja Ayerdi, Ion Marqués and Manuel Grana<br /> : &quot;Spectral-spatial semi-supervised hyperspectral image segmentation using Ensembles of Extreme Learning Machines&quot;<br /> : ''ELM 2013, Beijing, October 15-17, 2013.''<br /> <br /> <br /> * J. Maiora , G. García , B. Ayerdi , M. Graña , M. De Blas<br /> : &quot;Active Learning enhanced with Expert Knowledge for Computed Tomography Image Segmentation&quot;<br /> : ''InMed 2013, Greece, 17-19 July, 2013.''<br /> <br /> <br /> * Borja Ayerdi, Josu Maiora, Manuel Graña<br /> : &quot;Aplications of Hybrid Extreme Rotation Forests for Image Segmentation&quot;<br /> : ''Journal of Hybrid Intelligent Systems''<br /> <br /> <br /> * Borja Ayerdi, Josu Maiora, Manuel Graña<br /> : &quot;Enhancing Active Learning Computed Tomography Image Segmentation with Domain Knowledge&quot;<br /> : ''HAIS 2013, Salamanca, 11-13 September, 2013.''<br /> <br /> <br /> * Borja Ayerdi, Alexandre Savio, Manuel Graña<br /> : &quot;Meta-ensembles of classifiers for Alzheimer's disease detection using independent ROI features&quot;<br /> : J.M. Ferrandez et al. (Eds.): IWINAC 2013, Part II, LNCS 7931, pp. 122--130. Springer, Heidelberg (2013) <br /> <br /> <br /> * Borja Ayerdi, Manuel Graña<br /> : &quot;On Spatial Regularization for Semisupervised Hyperspectral Image Segmentation Using Hybrid Extreme Rotation Forest&quot;<br /> : ''WHISPERS 2013, Gainesville, USA, 25-28 June, 2013.''<br /> <br /> <br /> * Darya Chyzhyk, Borja Ayerdi, Josu Maiora<br /> : &quot;Active Learning with Bootstrapped Dendritic Classifier applied to medical image segmentation&quot;<br /> : ''Pattern Recognition Letters''<br /> : JCR 2013 - 1.062 (T1, Q2 CSAI) / [5-Year Impact Factor: 1.466]<br /> <br /> <br /> * Josu Maiora, Borja Ayerdi, Manuel Graña<br /> : &quot;Random Forest Active Learning for Computed Tomography Angiography Image Segmentation&quot;<br /> : ''Neurocomputing''<br /> : JCR 2013 - 2.005 (Q1 CSAI) / [5-Year Impact Factor: 2.102]<br /> <br /> <br /> &lt;h3&gt;<br /> 2012<br /> &lt;/h3&gt;<br /> <br /> * Borja Ayerdi Vilches, Manuel Graña<br /> : &quot;Hybrid Extreme Rotation Forest&quot;.<br /> : ''ELM 2012, Singapore, 11-13 December, 2012''. <br /> <br /> <br /> * Borja Ayerdi, Josu Maiora, Manuel Graña<br /> : &quot;Active learning of Hybrid Extreme Rotation Forests for CTA image segmentation&quot;.<br /> : ''Hybrid Intelligent Systems (HIS), 2012 12th International Conference on (pp. 543-548)''. IEEE.<br /> <br /> <br /> &lt;h3&gt;<br /> 2010<br /> &lt;/h3&gt;<br /> <br /> * Ekaitz Zulueta Guerrero, Naiara Telleria Garay, Jose Manuel Lopez-Guede, Borja Ayerdi Vilches, Eider Egilegor Iragorri, David Lecumberri Castaños, Ana Belén de la Hoz Rastrollo and Carlos Pertusa Peña<br /> : &quot;Prediction of Bladder Cancer Recurrences Using Artificial Neural Networks&quot;<br /> : ''Lecture Notes in Computer Science, 2010, Volume 6076, Hybrid Artificial Intelligence Systems, Pages 492-499''.<br /> <br /> == Conferences ==<br /> <br /> * PyData 2014, Berlin ,25-27 July 2014.<br /> * Europython 2014, Berlin ,21-27 July 2014.<br /> * ELM 2013, Beijing, October 15-17, 2013.<br /> * HAIS 2013, Salamanca, 11-13 September, 2013. <br /> * WHISPERS 2013, Gainesville, USA, 25-28 June, 2013. <br /> * IWINAC 2013, Mallorca, 10-14 June, 2013. <br /> * FIA 2013, Dublin, 8-10 May, 2013. <br /> * ELM 2012, Singapore, 11-13 December 2012.<br /> * HIS 2012, Pune (India), 04-07 December 2012.<br /> <br /> == Reviewer ==<br /> <br /> * KES 2012<br /> * Pattern Recognition Letters<br /> * Neurocomputing<br /> * IEEE Journal of Selected Topics in Applied Earth Observations and Remote Sensing (JSTARS)<br /> * Pattern Analysis and Applications<br /> * InMed 2014<br /> <br /> == Organizer ==<br /> <br /> * Local organizing committee member of Europython 2015 ([http://ep2015.europython.eu/ Europython 2015])<br /> * Local organizing committee member of Python San Sebastian 2014 ([http://www.pyss.org Pyss14])<br /> * Local organizing committee member of the KES International Conference on Innovation in Medicine and Healthcare - ([http://inmed-14.innovationkt.org/ INMED 2014]) 7, 8 &amp; 9 July 2014, San Sebastian, Spain.<br /> * Local organizing committee member of the 16th International Conference on Knowledge-Based and Intelligent Information &amp; Engineering Systems – ([http://www.mirlabs.net/nwesp12/ KES 2012]) 10, 11 &amp; 12 September 2012, San Sebastian, Spain.<br /> <br /> == Other activities ==<br /> <br /> * Treasurer and board member of the non-profit Python San Sebastian society (ACPySS)<br /> * Treasurer and board member of the non-profit Euskopython society<br /> * Treasurer and board member of the non-profit Europython society (EPS)<br /> <br /> == Awards ==<br /> <br /> * Alexandre Savio, Borja Ayerdi y Manuel Graña: XIII Premio Manuel Laborde Werlinden, 2013 [http://entreprenari.com/html/cast/premios/mlaborde1.htm][http://www.basqueresearch.com/berria_irakurri.asp?Berri_Kod=4843&amp;hizk=I#.Ut475RC0qUk][http://www.diariovasco.com/20131211/economia/recibe-premio-manuel-laborde-201312111847.html][http://www.abc.es/agencias/noticia.asp?noticia=1549703][http://www.ehu.es/p200-content/es/contenidos/noticia/20131211_premio_laborde/es_laborde/20131211_premio_laborde.html]<br /> <br /> * Alexandre Savio, Borja Ayerdi y Manuel Graña: XXIV Premio Toribio Echevarria, 2014 [http://www.noticiasdegipuzkoa.com/2014/05/29/economia/los-toribio-premian-proyectos-de-tecnologia-computacional][http://www.toribioechevarria.com/eu/2013-2014ko-irabazleak/] [https://www.youtube.com/watch?v=gthFBCrw2VQ&amp;t=62m]<br /> <br /> * Videos [https://www.youtube.com/watch?v=_VUSjxMkxCo Euskadinnova] [https://www.youtube.com/watch?v=-0eNpmyOTxA Premios Toribio Echeverria]<br /> <br /> == Semana de la ciencia ==<br /> <br /> * XI Semana de la Ciencia 2011 ([http://www.diariovasco.com/v/20111112/al-dia-local/cientificos-20111112.html Diario Vasco])<br /> * XII Semana de la Ciencia 2012<br /> <br /> <br /> == Software ==<br /> * [http://www.ehu.es/ccwintco/index.php/GIC-source-code-free-libre GIC Source Code]<br /> * [http://www.ehu.es/ccwintco/uploads/6/69/HERF.tar.gz Hybrid Extreme Rotation Forest (HERF) basic code]<br /> * [http://www.ehu.es/ccwintco/uploads/c/c9/Farzad.zip Basic ELM code example]<br /> * [http://www.ehu.es/ccwintco/uploads/2/26/AdaHERF.zip Adaptative Extreme Rotation Forest (AdaHERF) python code]<br /> * [http://www.ehu.eus/ccwintco/uploads/1/1a/RotationForest-master.zip Rotation Forest python code]<br /> * [http://www.ehu.eus/ccwintco/index.php?title=Hyperspectral_Image_Nonlinear_Unmixing_and_Reconstruction_by_ELM_Regression_Ensemble_(MATLAB) Unmixing matlab code]<br /> <br /> == Datasets ==<br /> <br /> &lt;h3&gt;General Datasets&lt;/h3&gt;<br /> <br /> * [http://www.eecs.berkeley.edu/Research/Projects/CS/vision/grouping/segbench/ The Berkeley Segmentation Dataset and Benchmark]<br /> * [http://www.ehu.es/ccwintco/index.php/Hyperspectral_Remote_Sensing_Scenes Hyperspectral Remote Sensing Images (Salinas A, Salinas C, Indian Pines, Pavia University)]<br /> * [http://archive.ics.uci.edu/ml/ UCI Machine Learning Repository]<br /> * [[GIC-experimental-databases | Post-processed datasets by Alex Savio.]]<br /> <br /> <br /> &lt;h3&gt;Hyperspectral Datasets&lt;/h3&gt;<br /> <br /> * [http://www.ehu.es/ccwintco/index.php/Hyperspectral_Remote_Sensing_Scenes Hyperspectral Remote Sensing Scenes]<br /> * [http://www.ehu.es/ccwintco/index.php/Hyperspectral_Camera_SOC710_Nature_Datasets Our own dataset!]<br /> * [http://personalpages.manchester.ac.uk/staff/david.foster/Hyperspectral_images_of_natural_scenes_04.html Foster Hyperspectral Images]<br /> * [http://www.foi.se/FOI/templates/Page____9189.aspx FOI HyperSpectral Images]<br /> * [http://www.spectir.com/download.html Spectir Hyperspectral Images]<br /> * [http://www.cvc.uab.es/color_calibration/Bristol_Hyper/ Bristol Hyperspecrtal Images]<br /> * [https://sourceforge.net/p/hyperspectralim/wiki/Home/ SourceForge repository]<br /> * [https://sourceforge.net/projects/hyperspectralim/ SourceForge Hyperspectral repository]<br /> <br /> <br /> &lt;h3&gt;Medical Datasets&lt;/h3&gt;<br /> <br /> * [http://www.oasis-brains.org OASIS]<br /> * [http://fcon_1000.projects.nitrc.org/index.html INDI - 1000 Functional Connectomes Project]<br /> * [http://adni.loni.ucla.edu/ ADNI]<br /> * [http://www.nitrc.org/projects/brainmap BrainMap]<br /> * [http://rad.med.hokudai.ac.jp/research/fa/index_e.php Fractional Anisotropy Database]<br /> * [http://insight-journal.org/midas MIDAS]<br /> * [http://www.childmind.org/en/healthy-brain-network/abide/ ABIDE]<br /> * [http://fcon_1000.projects.nitrc.org/indi/retro/cobre.html COBRE-Schizophrenia]<br /> <br /> <br /> == Target journals ==<br /> <br /> * [http://ieeexplore.ieee.org/xpl/RecentIssue.jsp?punumber=91 IEEE Transactions on Fuzzy Systems (IF 5.484)]<br /> * [http://ieeexplore.ieee.org/xpl/RecentIssue.jsp?reload=true&amp;punumber=34 IEEE Transactions on Pattern Analysis and Machine Intelligence (IF 4.795)]<br /> * [http://www.journals.elsevier.com/knowledge-based-systems/ Knowledge-Based Systems (IF 4.104)]<br /> * [http://www.journals.elsevier.com/information-sciences/ Information Sciences (IF 3.643)]<br /> * [http://ieeexplore.ieee.org/xpl/RecentIssue.jsp?punumber=36 IEEE Transactions on Geoscience and Remote Sensing (IF 3.467)]<br /> * [http://ieeexplore.ieee.org/xpl/RecentIssue.jsp?punumber=4609443 IEEE Journal of Selected Topics in Applied Earth Observations and Remote Sensing (IF 2.874))]<br /> * [http://www.springer.com/computer/ai/journal/11063 Neural Processing Letters (IF 1.240)]<br /> <br /> <br /> == Utilities ==<br /> <br /> * [http://www.ehu.es/ccwintco/uploads/2/2d/Vision_20140908.pdf Intro 08/09/2014]<br /> * [https://www.accesowok.fecyt.es/jcr JCR]<br /> * [https://www.accesowok.fecyt.es/?page_id=658 Web of Knowledge]<br /> * [https://gestion-empleado.ehu.es Gestión de empleados UPV/EHU]<br /> * [http://gestioncvb.ehu.es Gestión de aulas virtuales]<br /> * [http://moodle5.ehu.es/ MOODLE]<br /> * [https://gestion.ehu.es/gaur GAUR]<br /> * [http://www.tic.ehu.es/p265-shintrct/es/contenidos/informacion/wifi/es_wifi/wifi_manual.html Eduroam UPV/EHU]<br /> * [http://www.tic.ehu.es/p265-shintrct/es/contenidos/enlace/vpn_indice/es_indizea/vpn_indizea.html VPN UPV/EHU]<br /> * [https://github.com/borjaayerdi My github]<br /> * [https://www.linkedin.com/pub/borja-ayerdi-vilches/3a/b87/12b My LinkedIn]<br /> * [http://scholar.google.es/citations?user=bVAL794AAAAJ My Google Scholar]<br /> * [http://braincloudcomputing.com Brain Cloud Computing (BCC)]<br /> * [http://bcig.eu/ BCIG]<br /> * [http://gitlab.braincloudcomputing.com/ Gitlab]<br /> * [http://www.cpt.univ-mrs.fr/~masson/latex/Beamer-appearance-cheat-sheet.pdf Beamer appearance cheat sheet]<br /> * [https://github.com/neurita Neurita free software]<br /> * [https://github.com/pyjokes PyJokes]<br /> <br /> == Tutorials ==<br /> <br /> * [[Media:Git for dummies.png | Git Cheat sheet for Dummies.]]<br /> * [http://roundhere.net/journal/virtualenv-ubuntu-12-10/ Virtual enviroment (Ubuntu)]<br /> * [http://sebastianraschka.com/Articles/2014_matrix_cheatsheet.html Matrix Cheat Sheet MATLAB, Python NumPy, R, and Julia]<br /> * [http://bioinformatiquillo.wordpress.com/2009/06/17/beamerposter-posters-elegantes-con-la-clase-latex-beamer-en-lyx-y-presentaciones-en-formato-panoramico/ Beamer poster LyX]<br /> * [http://nbviewer.ipython.org/url/jakevdp.github.com/downloads/notebooks/XKCD_plots.ipynb XKCD plots]<br /> * [https://github.com/mwaskom/ziegler Ziegler: fMRI Reporting Webapp]</div> Borja.ayerdi https://ehu.eus/ccwintco/index.php?title=Miembros&diff=18873 Miembros 2016-12-05T11:32:02Z <p>Borja.ayerdi: /* Doctores egresados que no son profesores de la UPV/EHU */</p> <hr /> <div>==Profesorado UPV/EHU==<br /> <br /> *[[usuario:fx.albizuri | Albizuri, Xabier]]<br /> *[[usuario:Alicia.danjou | D'Anjou, Alicia]]<br /> *[[usuario:Bortx | Fernandez, Borja]]<br /> *[[usuario:josune.gallego | Gallego, Josune]]<br /> *[[usuario:AI.Gonzalez | González, Ana Isabel]]<br /> *[[usuario:manuel.grana | Graña, Manuel]]<br /> *[[usuario:Eloy.irigoyen| Irigoyen, Eloy]]<br /> *[[usuario:joseluis.jimenez | Jiménez, José Luis]]<br /> *[[usuario:juantonio.jimenezdevicuna | Jiménez de Vicuña, Juan Antonio]]<br /> *[[usuario:jm.lopez | López Guede, José Manuel]]<br /> *[[usuario:jmaiora | Maiora Oria, Josu]]<br /> *[[usuario:mariaeugenia.martinez | Martínez, Maria Eugenia]]<br /> *[[usuario:jibmomoa | Moujahid, Abdelmalik]]<br /> *[[usuario:Ekaitz.Zulueta | Zulueta, Ekaitz]]<br /> <br /> == Jubilados ==<br /> *[[usuario:Fernando.Ferreres | Ferreres, Fernando]]<br /> *[[usuario:Francisco.torrealdea | Torrealdea, Francisco Javier]]<br /> <br /> ==Doctorandos==<br /> <br /> <br /> * [[usuario:david.nunez | Jose David Nuñez Gonzalez]]<br /> <br /> * [[usuario:leire.ozaeta | Leire Ozaeta]]<br /> <br /> * [[usuario:oier.echaniz | Oier Echaniz]]<br /> <br /> * Julian Estevez<br /> <br /> * Maider<br /> <br /> * Eduardo Carrasco<br /> <br /> ==Doctores egresados que no son profesores de la UPV/EHU==<br /> *[[usuario:Borja.ayerdi | Borja Ayerdi]] ‎Java Architect - [http://www.ide-website.net/ IDE.]<br /> *[[usuario:ion.marques | Marqués, Ion]]<br /> *[[usuario:Alexsavio | Savio, Alexandre]] post doc, promotor de Neurita, Brain Cloud Computing, post doc en la Technische Universitaet Muenchen<br /> *[http://www.cvc.uab.es/personal2.asp?id=287 Bogdan Raducanu]<br /> *[[usuario:orlmaldonado | Maldonado, Orlando]] actualmente en la Universidad de Pamplona en Colombia<br /> * Imanol Echave, trabaja en RSI internacional con sede en Paris.<br /> *[[usuario:Andoni.beristain | Beristain, Andoni]] actualmente en Vicomtech<br /> *[[usuario:zechegoyen | Echegoyen, Zelmar]] actualmente en Tecnalia. [http://www.ehu.es/ccwintco/groupware/index.php?menuaction=phpbrain.uikb.view_article&amp;art_id=165&amp;query=zelmar]<br /> *[[usuario:Ctoro | Toro, Carlos]] en Vicomtech<br /> *[[Macia, Ivan ]] en Vicomtech<br /> *[[Ramón Moreno Jiménez | Moreno Jiménez, Ramón]] postdoc en el GIC hasta diciembre 2012<br /> *[[usuario:maitelasarte | García-Sebastián, Maite]] <br /> *[[usuario:i.rebollo | Rebollo, Israel]] en Informatica 68 I+D S.L.<br /> *[[usuario:ivan.villaverde | Villaverde, Ivan]], actualmente en Tecnalia. [http://www.ehu.es/ccwintco/groupware/index.php?menuaction=phpbrain.uikb.view_article&amp;art_id=159]<br /> *[[usuario:maveganzones | Veganzones, Miguel Ángel]] en GIPSA-Lab, INP Universidad de Grenoble<br /> *[[usuario:ibarandiaran | Barandiarán, Iñigo]] en Vicomtech<br /> *[[usuario:daria.chizhik | Chyzhyk, Darya]] postodoc en la UPV/EHU<br /> *[[usuario:Elsa.Fernandez | Fernández, Elsa]]<br /> *[[usuario:eider.sanchez | Eider Sanchez]]<br /> * [[usuario:Rosalia | Rosalia Dacosta Aguayo]]<br /> <br /> == antiguos alumnos que no han realizado la tesis ==<br /> <br /> *[[usuario:pablo.ayala | Ayala, Pablo]]<br /> *[[usuario:josu.larranaga | Larrañaga, Josu]]<br /> *[[usuario:mikel.pajares | Pajares, Mikel]]<br /> *[[usuario:mai.termenon | Termenón, Maite]]<br /> *[[usuario:David.vicente | Vicente, David]]<br /> <br /> ==Grupos y personas con las que el grupo mantiene contacto==<br /> <br /> * Aalto University<br /> ** Francesco Corona [http://users.ics.tkk.fi/fcorona/]<br /> <br /> * Amparo Alonso Betanzos [http://aliana.dc.fi.udc.es/www-lidia/]<br /> <br /> * [http://bisite.usal.es/ Biomedicina, Sistemas Informáticos Inteligentes y Tecnología Educativa (BISITE)]<br /> ** Juan Corchado<br /> * [http://gti.upf.edu/catala/equip/00index_html Josep Blat]<br /> <br /> *[http://www.brahnam.info/index.php Sheryl Brhanam]<br /> <br /> * [http://www.icm.csic.es/ Instituto de Ciencias del Mar, CSIC]<br /> ** Emilio R. García Ladona<br /> <br /> * [http://www.cvc.uab.es/ Computer Vision Center]<br /> ** Bogdan Raducanu<br /> ** Juan J. Villanueva<br /> ** [http://www.cvc.uab.es/personal2.asp?id=76 Jordi Vitriá]<br /> <br /> * Javie de Lope Asian, UPM, [http://www.dia.fi.upm.es/~jdlope/publications.html]<br /> * [http://www2.ubu.es/gicap/ Emilio Corchado]<br /> <br /> <br /> * [http://home.utad.pt/~floresta Departamento Florestal - Universidade de Trás-os-Montes e Alto Douro]<br /> ** Domingos Lopes<br /> ** Leonia Nunes<br /> * Depto. Tecnología Informática y Computación, Universidad de Alicante<br /> ** [http://www.dtic.ua.es/~jgarcia José García]<br /> * [http://www.gii.udc.es Grupo Integrado de Ingeniería, Universidad de A Coruña]<br /> ** Richard J. Duro<br /> <br /> * Hatami, Nima [http://inls.ucsd.edu/~nima/]<br /> <br /> *INSTEC [http://www.instec.cu/]<br /> * [http://gici.uab.es/index.html Group of Interactive Coding of Images]<br /> ** Joan Serra<br /> * [http://www.ucm.es/info/QCAFCAII/grupos%20de%20investigacion.htm Instituto de Estudios Biofuncionales UCM]<br /> ** Manuel Cortijo<br /> ** Jesús Ruíz-Cabello<br /> * [http://www.innovaevision.com/ Innovae Vision]<br /> * [http://iiu.teikav.edu.gr/users/vgkabs Vassilis G. Kaburlasos]<br /> <br /> *KES International, Robert Howlett [http://www.rjhowlett.co.uk/]<br /> * Li-Wei Kuo, National Health Research Institutes, Taiwan <br /> <br /> * [http://www.fmri.uji.es/ Laboratorio de Neuroimagen funcional UJI] [http://www.ehu.es/ccwintco/groupware/index.php?menuaction=phpbrain.uikb.view_article&amp;art_id=408 en el groupware]<br /> ** Cesar Avila<br /> ** Alfonso Roberto Barrós Loscertales<br /> <br /> * [http://www2.hud.ac.uk/staffprofiles/staffcv.php?staffid=67 Joan Lu]<br /> * [http://www.umbc.edu/rssipl/people/aplaza/ Antonio Plaza] [http://www.unex.es/investigacion/grupos/hypercomp Grupo Hypercomp, Universidad de Extremadura]<br /> * [http://www3.uji.es/~pobil/ Angel P. del Pobil]<br /> * [http://atc.ugr.es/~aprieto/ Alberto Prieto]<br /> * [http://www.upriss.org.uk/top/research.html Uta Priss]<br /> * [http://www.ccd.uab.es/~josep/ Josep Rifá]<br /> * [http://www.cise.ufl.edu/~ritter/ Gerhard X. Ritter]<br /> <br /> *Dimitri Solomatine, Professor, Head of the Hydroinformatics Chair Group, UNESCO-IHE Institute for Water Education Web page: http://www.unesco-ihe.org/hi/sol<br /> <br /> <br /> *[http://samos.univ-paris1.fr/spip/ SAMOS Universite Paris 1]<br /> ** [http://samos.univ-paris1.fr/spip/COTTRELL-Marie?var_recherche=marie%20cottrell Marie Cottrell]<br /> * [http://www.multimag.es/grupo_UNED_02_detalle.php?User_Session=3a15fe34e375c95cf069c8aafd4948d7 Manuel Sebastian, Grupo de Investigación en Envejecimiento y Enfermedades Neurodegenerativas.UNED.]<br /> * Ann K. Shinn [http://www.ehu.es/ccwintco/groupware/index.php?menuaction=phpbrain.uikb.view_article&amp;art_id=406 sobre los datos]<br /> * [http://www.ime.unicamp.br/~sussner/ Peter Sussner]<br /> * Harri Valpola<br /> * [http://www.dice.ucl.ac.be/~verleyse/ Michael Verleysen]<br /> *P.P. Wang, Duke University, Prof. emeritus<br /> <br /> ==Visitantes==<br /> ; Provenientes del [http://www.isbs.fr/ ISBS] de la Universidad Paris XII<br /> <br /> * Mayo-Julio 2008: Jean Luc Lor, Charlotte Rosak [[lor-rosak-working-page|Working page]] sus cosas en el groupware están en[http://www.ehu.es/ccwintco/groupware/index.php?menuaction=phpbrain.uikb.view_article&amp;art_id=137] Cosas de skull stripping [http://www.ehu.es/ccwintco/groupware/index.php?menuaction=phpbrain.uikb.view_article&amp;art_id=124&amp;query=skull%2Bstripping]<br /> * Mayo-Julio 2010: Juliette Charpentier, trabajando sobre imagen de resonancia magnética de difusión DTI<br /> <br /> ==Redes de las que el grupo es miembro==<br /> * [http://www.redaf.es/ Red de Agentes Físicos] (Miembro del GIC de contacto con la red: José Manuel López Guede)</div> Borja.ayerdi https://ehu.eus/ccwintco/index.php?title=Usuario:Borja.ayerdi&diff=18872 Usuario:Borja.ayerdi 2016-12-05T11:30:12Z <p>Borja.ayerdi: /* Working experience */</p> <hr /> <div>[[Imagen:Borja-Color.jpg | right | 350px | alt=Borja Ayerdi photo]]<br /> <br /> == Borja Ayerdi Vilches ==<br /> <br /> ''Imagine the future, change the present''<br /> <br /> &lt;h3&gt;Personal Data&lt;/h3&gt;<br /> <br /> * &lt;b&gt;E-mail:&lt;/b&gt; borja.ayerdi@ehu.es <br /> <br /> * &lt;b&gt;Address:&lt;/b&gt;<br /> :Computational Intelligence Group <br /> :Computer Science Faculty - Lab. 307 <br /> :University Of The Basque Country (UPV/EHU) <br /> :Paseo Manuel Lardizabal 1 - CP: 20018 Donostia/San Sebastián (GIPUZKOA) - Spain<br /> <br /> * &lt;b&gt;Tfno.:&lt;/b&gt; (+34) 943.01.80.47<br /> <br /> == Studies ==<br /> <br /> * PhD Thesis: ''Contributions to Ensemble Classifiers with Image Analysis Applications''. Director: Prof. Manuel Graña Romay. (18/Dec/2015)<br /> ** [[media:Tesis-Borja-Ayerdi-2015-12-14.pdf|PhD Thesis]]<br /> ** [[media:Borja-Ayerdi-slides tesis.pdf|Dissertation slides]]<br /> * [http://www.kisa.ehu.es/ Masters Degree in Computational Engineering and Intelligent Systems] (2011/2012) - Universidad del País Vasco (UPV/EHU).<br /> * Computer Science Engineer (2009/2011) - Universidad del País Vasco (UPV/EHU).<br /> * Technical Engineering in Information Management (2006/2009) - Universidad del País Vasco (UPV/EHU).<br /> <br /> <br /> == Accreditations ==<br /> <br /> * PhD assistant Lecturer ([http://www.aneca.es/eng ANECA], The National Agency for Quality Assessment and Accreditation of Spain) <br /> <br /> <br /> == Research Areas ==<br /> <br /> * Medical Image segmentation and registration.<br /> * Machine Learning application to medical image processing.<br /> * Extreme Learning Machines.<br /> * Hyperspectral imaging.<br /> * Social Networks.<br /> * Big data.<br /> * Active learning.<br /> * Hybrid classification ensembles.<br /> <br /> <br /> == Working experience ==<br /> <br /> * Nov 2016 - ongoing: Java Architect @ [http://www.ide-website.net/ IDE.]<br /> <br /> * May 2016 - Oct 2016: Data Engineer @ [http://www.nemsolutions.com/es NEM Solutions]<br /> <br /> * January 2016 - May 2016: Beca postdoctoral / Postdoctoral fellowship granted by University of the Basque Country<br /> <br /> * January 2012 - December 2015: [http://www.hezkuntza.ejgv.euskadi.net/r43-5552/es/contenidos/informacion/dib4/es_2035/bfi2_c.html Beca predoctoral / Predoctoral fellowship] granted by Gobierno Vasco / Basque Government.<br /> <br /> * September 2011 - December 2011: Personal Investigador Contratado / Hired researcher at Universidad del País Vasco (UPV/EHU), [http://www.ehu.es/ccwintco/ Computational Intelligence Group].<br /> : Project: EVARTRAC CIRUGÍA GUIADA POR IMAGEN: APLICACIÓN A LA REPARACIÓN ENDOVASCULAR DE ANEURISMAS DE AORTA.<br /> <br /> == Teaching ==<br /> <br /> * Computer Vision (UPV/EHU 2015/2016)<br /> * Computer Vision (UPV/EHU 2014/2015)<br /> * Machine Learning and Neural Networks (UPV/EHU 2013/2014)<br /> <br /> == Courses ==<br /> <br /> * Vitoria-Gasteiz 2009 - (Intensive Programme) Network Security and 4n6<br /> <br /> <br /> == Intership ==<br /> <br /> * 2013 - [http://www.kssk.pwr.wroc.pl/machine-learning-team/1469/?lang=en Machine Learning Group], Wrocław University of Technology, Poland with Prof. Michal Wozniak<br /> <br /> <br /> == Research projects participation ==<br /> <br /> * Proyecto: Aprendizaje cooperativo inter e intragrupal en el submodulo de escructura y arquitectura de computadores.<br /> ** Entidad adjudicataria: UPV/EHU, Proyecto de Innovación Educativa 6719.<br /> ** Investigador principal: Jose Manuel Lopez Guede.<br /> ** Fechas: 2014 – 2015.<br /> <br /> <br /> * Proyecto: Técnicas de inteligencia computacional en el proceso de imagen hiperespectral y aplicaciones.<br /> ** Entidad adjudicataria: Ministerio de Ciencia e Innovación del Gobierno Español, TIN2011-28753-C02-02.<br /> ** Investigador principal: Prof. Alicia d'Anjou.<br /> ** Fechas: 2011 – 2013.<br /> <br /> <br /> == Publications ==<br /> <br /> &lt;h3&gt;<br /> 2016<br /> &lt;/h3&gt;<br /> <br /> * J. David Nuñez-Gonzalez, Borja Ayerdi, Manuel Graña, Michał Wozniak<br /> : &quot;A New Heuristic for Influence Maximization in Social Networks&quot;<br /> : ''Logic journal of the IGPL''<br /> : JCR 2015 - 0.461<br /> <br /> <br /> * Borja Ayerdi, Manuel Grana<br /> : &quot;Anticipative Hybrid Extreme Rotation Forest&quot;<br /> : ''ICCS 2016, San Diego, June 2016 [http://www.iccs-meeting.org/iccs2016/]''<br /> <br /> <br /> <br /> &lt;h3&gt;<br /> 2015<br /> &lt;/h3&gt;<br /> <br /> * Borja Ayerdi, Manuel Graña<br /> : &quot;Hyperspectral Image Analysis by Spectral-Spatial Processing and Anticipatively Tuned Hybrid Extreme Rotation Forest Classification&quot;<br /> : ''IEEE Transactions on Geoscience and Remote Sensing (TGARS)''<br /> : JCR 2014 - 3.514<br /> <br /> <br /> <br /> * Ariadna Besga, Itxaso González-Ortega, Enrique Echeburúa, Alexandre Savio, Borja Ayerdi, Darya Chyzhyk, Jose LM Madrigal, Juan C. Leza, Manuel Graña, Ana González-Pinto<br /> : &quot;Discrimination between Alzheimer’s Disease and Late Onset Bipolar Disorder using multivariate analysis&quot;<br /> : ''Frontiers in Aging Neuroscience''<br /> : JCR 2014 - 4.000<br /> <br /> <br /> * A Besga-Basterra, B Ayerdi, G Alcalde-Behold, A Manzano-Ramirez, P Lopetegui-Eraso, M Graña, A González-Pinto-Arrillaga<br /> : &quot;Risk factors for emergency department short time readmission in stratified population&quot;<br /> : ''Biomed Research International''<br /> : JCR 2014 - 1.579<br /> <br /> <br /> * Borja Ayerdi, Oier Echaniz, Alexandre Savio, Manuel Graña <br /> : “Automated segmentation of subcutaneous and visceral adipose tissues from MRI”<br /> : ''InMed 2015''<br /> <br /> <br /> * Borja Ayerdi, Manuel Graña<br /> : &quot;Random Forest Active Learning for Detecting Blood Vessels in Angiography&quot;<br /> : ''CORES 2015''<br /> <br /> <br /> * Ariadna Besga-Basterra, Darya Chyzhyk, Itxaso González-Ortega, Alexandre Savio, Borja Ayerdi, Jon Echeveste, Manuel Graña, Ana González-Pinto<br /> : &quot;White matter anatomical correlates with biomarkers discriminating between Alzheimer’s Disease and Late Onset Bipolar Disorder by eigenanatomy on fractional anisotropy imaging&quot;<br /> : ''Current Alzheimer Research''<br /> : JCR 2014 - 3.889 (Q1 Clin Neurol, T1 Neurosciences)<br /> <br /> <br /> * Borja Ayerdi, Manuel Graña<br /> : &quot;Hyperspectral Image Nonlinear Unmixing and Reconstruction by ELM Regression Ensemble&quot;<br /> : ''Neurocomputing''<br /> : JCR 2014 - 2.083 (Q1 CSAI) / [5-Year Impact Factor: 2.292]<br /> <br /> <br /> &lt;h3&gt;<br /> 2014<br /> &lt;/h3&gt;<br /> <br /> * Borja Ayerdi, Manuel Graña<br /> : &quot;Hyperspectral Image Nonlinear Unmixing by Ensemble ELM Regression&quot;<br /> : Jiuwen Cao et al. (Eds.): Proceedings of ELM-2014 Volume 2, Proceedings in Adaptation, Learning and Optimization1, pp. 289-297. Springer. <br /> <br /> <br /> * Borja Ayerdi, Ion Marqués and Manuel Grana<br /> : &quot;Spatially regularized semisupervised Ensembles of Extreme Learning Machines for hyperspectral image segmentation&quot;<br /> : ''Neurocomputing''<br /> : JCR 2014 - 2.083 (Q1 CSAI) / [5-Year Impact Factor: 2.292]<br /> <br /> <br /> * Borja Ayerdi, Manuel Grana<br /> : &quot;Hybrid Extreme Rotation Forest&quot;<br /> : ''Neural Networks''<br /> : JCR 2014 - 2.708 (Q1 CSAI) / [5-Year Impact Factor: 2.729]<br /> <br /> <br /> * Pawel Ksieniewicz, Dariusz Jankowski, Borja Ayerdi, Konrad Jackowski, Michal Wozniak and Manuel Graña<br /> : &quot;A Novel Hyperspectral Segmentation Algorithm - Concept and Evaluation&quot;<br /> : ''Logic Journal of the IGPL''<br /> : JCR 2012 - 1.136 (Q1 MATHEMATICS, Q1 APPLIED MATHEMATICS, Q1 LOGIC) / [5-Year Impact Factor: 0.79]<br /> <br /> <br /> &lt;h3&gt;<br /> 2013<br /> &lt;/h3&gt;<br /> <br /> * Borja Ayerdi, Ion Marqués and Manuel Grana<br /> : &quot;Spectral-spatial semi-supervised hyperspectral image segmentation using Ensembles of Extreme Learning Machines&quot;<br /> : ''ELM 2013, Beijing, October 15-17, 2013.''<br /> <br /> <br /> * J. Maiora , G. García , B. Ayerdi , M. Graña , M. De Blas<br /> : &quot;Active Learning enhanced with Expert Knowledge for Computed Tomography Image Segmentation&quot;<br /> : ''InMed 2013, Greece, 17-19 July, 2013.''<br /> <br /> <br /> * Borja Ayerdi, Josu Maiora, Manuel Graña<br /> : &quot;Aplications of Hybrid Extreme Rotation Forests for Image Segmentation&quot;<br /> : ''Journal of Hybrid Intelligent Systems''<br /> <br /> <br /> * Borja Ayerdi, Josu Maiora, Manuel Graña<br /> : &quot;Enhancing Active Learning Computed Tomography Image Segmentation with Domain Knowledge&quot;<br /> : ''HAIS 2013, Salamanca, 11-13 September, 2013.''<br /> <br /> <br /> * Borja Ayerdi, Alexandre Savio, Manuel Graña<br /> : &quot;Meta-ensembles of classifiers for Alzheimer's disease detection using independent ROI features&quot;<br /> : J.M. Ferrandez et al. (Eds.): IWINAC 2013, Part II, LNCS 7931, pp. 122--130. Springer, Heidelberg (2013) <br /> <br /> <br /> * Borja Ayerdi, Manuel Graña<br /> : &quot;On Spatial Regularization for Semisupervised Hyperspectral Image Segmentation Using Hybrid Extreme Rotation Forest&quot;<br /> : ''WHISPERS 2013, Gainesville, USA, 25-28 June, 2013.''<br /> <br /> <br /> * Darya Chyzhyk, Borja Ayerdi, Josu Maiora<br /> : &quot;Active Learning with Bootstrapped Dendritic Classifier applied to medical image segmentation&quot;<br /> : ''Pattern Recognition Letters''<br /> : JCR 2013 - 1.062 (T1, Q2 CSAI) / [5-Year Impact Factor: 1.466]<br /> <br /> <br /> * Josu Maiora, Borja Ayerdi, Manuel Graña<br /> : &quot;Random Forest Active Learning for Computed Tomography Angiography Image Segmentation&quot;<br /> : ''Neurocomputing''<br /> : JCR 2013 - 2.005 (Q1 CSAI) / [5-Year Impact Factor: 2.102]<br /> <br /> <br /> &lt;h3&gt;<br /> 2012<br /> &lt;/h3&gt;<br /> <br /> * Borja Ayerdi Vilches, Manuel Graña<br /> : &quot;Hybrid Extreme Rotation Forest&quot;.<br /> : ''ELM 2012, Singapore, 11-13 December, 2012''. <br /> <br /> <br /> * Borja Ayerdi, Josu Maiora, Manuel Graña<br /> : &quot;Active learning of Hybrid Extreme Rotation Forests for CTA image segmentation&quot;.<br /> : ''Hybrid Intelligent Systems (HIS), 2012 12th International Conference on (pp. 543-548)''. IEEE.<br /> <br /> <br /> &lt;h3&gt;<br /> 2010<br /> &lt;/h3&gt;<br /> <br /> * Ekaitz Zulueta Guerrero, Naiara Telleria Garay, Jose Manuel Lopez-Guede, Borja Ayerdi Vilches, Eider Egilegor Iragorri, David Lecumberri Castaños, Ana Belén de la Hoz Rastrollo and Carlos Pertusa Peña<br /> : &quot;Prediction of Bladder Cancer Recurrences Using Artificial Neural Networks&quot;<br /> : ''Lecture Notes in Computer Science, 2010, Volume 6076, Hybrid Artificial Intelligence Systems, Pages 492-499''.<br /> <br /> == Conferences ==<br /> <br /> * PyData 2014, Berlin ,25-27 July 2014.<br /> * Europython 2014, Berlin ,21-27 July 2014.<br /> * ELM 2013, Beijing, October 15-17, 2013.<br /> * HAIS 2013, Salamanca, 11-13 September, 2013. <br /> * WHISPERS 2013, Gainesville, USA, 25-28 June, 2013. <br /> * IWINAC 2013, Mallorca, 10-14 June, 2013. <br /> * FIA 2013, Dublin, 8-10 May, 2013. <br /> * ELM 2012, Singapore, 11-13 December 2012.<br /> * HIS 2012, Pune (India), 04-07 December 2012.<br /> <br /> == Reviewer ==<br /> <br /> * KES 2012<br /> * Pattern Recognition Letters<br /> * Neurocomputing<br /> * IEEE Journal of Selected Topics in Applied Earth Observations and Remote Sensing (JSTARS)<br /> * Pattern Analysis and Applications<br /> * InMed 2014<br /> <br /> == Organizer ==<br /> <br /> * Local organizing committee member of Europython 2015 ([http://ep2015.europython.eu/ Europython 2015])<br /> * Local organizing committee member of Python San Sebastian 2014 ([http://www.pyss.org Pyss14])<br /> * Local organizing committee member of the KES International Conference on Innovation in Medicine and Healthcare - ([http://inmed-14.innovationkt.org/ INMED 2014]) 7, 8 &amp; 9 July 2014, San Sebastian, Spain.<br /> * Local organizing committee member of the 16th International Conference on Knowledge-Based and Intelligent Information &amp; Engineering Systems – ([http://www.mirlabs.net/nwesp12/ KES 2012]) 10, 11 &amp; 12 September 2012, San Sebastian, Spain.<br /> <br /> == Other activities ==<br /> <br /> * Treasurer and board member of the non-profit Python San Sebastian society (ACPySS)<br /> * Treasurer and board member of the non-profit Euskopython society<br /> * Treasurer and board member of the non-profit Europython society (EPS)<br /> <br /> == Awards ==<br /> <br /> * Alexandre Savio, Borja Ayerdi y Manuel Graña: XIII Premio Manuel Laborde Werlinden, 2013 [http://entreprenari.com/html/cast/premios/mlaborde1.htm][http://www.basqueresearch.com/berria_irakurri.asp?Berri_Kod=4843&amp;hizk=I#.Ut475RC0qUk][http://www.diariovasco.com/20131211/economia/recibe-premio-manuel-laborde-201312111847.html][http://www.abc.es/agencias/noticia.asp?noticia=1549703][http://www.ehu.es/p200-content/es/contenidos/noticia/20131211_premio_laborde/es_laborde/20131211_premio_laborde.html]<br /> <br /> * Alexandre Savio, Borja Ayerdi y Manuel Graña: XXIV Premio Toribio Echevarria, 2014 [http://www.noticiasdegipuzkoa.com/2014/05/29/economia/los-toribio-premian-proyectos-de-tecnologia-computacional][http://www.toribioechevarria.com/eu/2013-2014ko-irabazleak/] [https://www.youtube.com/watch?v=gthFBCrw2VQ&amp;t=62m]<br /> <br /> * Videos [https://www.youtube.com/watch?v=_VUSjxMkxCo Euskadinnova] [https://www.youtube.com/watch?v=-0eNpmyOTxA Premios Toribio Echeverria]<br /> <br /> == Semana de la ciencia ==<br /> <br /> * XI Semana de la Ciencia 2011 ([http://www.diariovasco.com/v/20111112/al-dia-local/cientificos-20111112.html Diario Vasco])<br /> * XII Semana de la Ciencia 2012<br /> <br /> <br /> == Software ==<br /> * [http://www.ehu.es/ccwintco/index.php/GIC-source-code-free-libre GIC Source Code]<br /> * [http://www.ehu.es/ccwintco/uploads/6/69/HERF.tar.gz Hybrid Extreme Rotation Forest (HERF) basic code]<br /> * [http://www.ehu.es/ccwintco/uploads/c/c9/Farzad.zip Basic ELM code example]<br /> * [http://www.ehu.es/ccwintco/uploads/2/26/AdaHERF.zip Adaptative Extreme Rotation Forest (AdaHERF) python code]<br /> * [http://www.ehu.eus/ccwintco/uploads/1/1a/RotationForest-master.zip Rotation Forest python code]<br /> * [http://www.ehu.eus/ccwintco/index.php?title=Hyperspectral_Image_Nonlinear_Unmixing_and_Reconstruction_by_ELM_Regression_Ensemble_(MATLAB) Unmixing matlab code]<br /> <br /> == Datasets ==<br /> <br /> &lt;h3&gt;General Datasets&lt;/h3&gt;<br /> <br /> * [http://www.eecs.berkeley.edu/Research/Projects/CS/vision/grouping/segbench/ The Berkeley Segmentation Dataset and Benchmark]<br /> * [http://www.ehu.es/ccwintco/index.php/Hyperspectral_Remote_Sensing_Scenes Hyperspectral Remote Sensing Images (Salinas A, Salinas C, Indian Pines, Pavia University)]<br /> * [http://archive.ics.uci.edu/ml/ UCI Machine Learning Repository]<br /> * [[GIC-experimental-databases | Post-processed datasets by Alex Savio.]]<br /> <br /> <br /> &lt;h3&gt;Hyperspectral Datasets&lt;/h3&gt;<br /> <br /> * [http://www.ehu.es/ccwintco/index.php/Hyperspectral_Remote_Sensing_Scenes Hyperspectral Remote Sensing Scenes]<br /> * [http://www.ehu.es/ccwintco/index.php/Hyperspectral_Camera_SOC710_Nature_Datasets Our own dataset!]<br /> * [http://personalpages.manchester.ac.uk/staff/david.foster/Hyperspectral_images_of_natural_scenes_04.html Foster Hyperspectral Images]<br /> * [http://www.foi.se/FOI/templates/Page____9189.aspx FOI HyperSpectral Images]<br /> * [http://www.spectir.com/download.html Spectir Hyperspectral Images]<br /> * [http://www.cvc.uab.es/color_calibration/Bristol_Hyper/ Bristol Hyperspecrtal Images]<br /> * [https://sourceforge.net/p/hyperspectralim/wiki/Home/ SourceForge repository]<br /> * [https://sourceforge.net/projects/hyperspectralim/ SourceForge Hyperspectral repository]<br /> <br /> <br /> &lt;h3&gt;Medical Datasets&lt;/h3&gt;<br /> <br /> * [http://www.oasis-brains.org OASIS]<br /> * [http://fcon_1000.projects.nitrc.org/index.html INDI - 1000 Functional Connectomes Project]<br /> * [http://adni.loni.ucla.edu/ ADNI]<br /> * [http://www.nitrc.org/projects/brainmap BrainMap]<br /> * [http://rad.med.hokudai.ac.jp/research/fa/index_e.php Fractional Anisotropy Database]<br /> * [http://insight-journal.org/midas MIDAS]<br /> * [http://www.childmind.org/en/healthy-brain-network/abide/ ABIDE]<br /> * [http://fcon_1000.projects.nitrc.org/indi/retro/cobre.html COBRE-Schizophrenia]<br /> <br /> <br /> == Target journals ==<br /> <br /> * [http://ieeexplore.ieee.org/xpl/RecentIssue.jsp?punumber=91 IEEE Transactions on Fuzzy Systems (IF 5.484)]<br /> * [http://ieeexplore.ieee.org/xpl/RecentIssue.jsp?reload=true&amp;punumber=34 IEEE Transactions on Pattern Analysis and Machine Intelligence (IF 4.795)]<br /> * [http://www.journals.elsevier.com/knowledge-based-systems/ Knowledge-Based Systems (IF 4.104)]<br /> * [http://www.journals.elsevier.com/information-sciences/ Information Sciences (IF 3.643)]<br /> * [http://ieeexplore.ieee.org/xpl/RecentIssue.jsp?punumber=36 IEEE Transactions on Geoscience and Remote Sensing (IF 3.467)]<br /> * [http://ieeexplore.ieee.org/xpl/RecentIssue.jsp?punumber=4609443 IEEE Journal of Selected Topics in Applied Earth Observations and Remote Sensing (IF 2.874))]<br /> * [http://www.springer.com/computer/ai/journal/11063 Neural Processing Letters (IF 1.240)]<br /> <br /> <br /> == Utilities ==<br /> <br /> * [http://www.ehu.es/ccwintco/uploads/2/2d/Vision_20140908.pdf Intro 08/09/2014]<br /> * [https://www.accesowok.fecyt.es/jcr JCR]<br /> * [https://www.accesowok.fecyt.es/?page_id=658 Web of Knowledge]<br /> * [https://gestion-empleado.ehu.es Gestión de empleados UPV/EHU]<br /> * [http://gestioncvb.ehu.es Gestión de aulas virtuales]<br /> * [http://moodle5.ehu.es/ MOODLE]<br /> * [https://gestion.ehu.es/gaur GAUR]<br /> * [http://www.tic.ehu.es/p265-shintrct/es/contenidos/informacion/wifi/es_wifi/wifi_manual.html Eduroam UPV/EHU]<br /> * [http://www.tic.ehu.es/p265-shintrct/es/contenidos/enlace/vpn_indice/es_indizea/vpn_indizea.html VPN UPV/EHU]<br /> * [https://github.com/borjaayerdi My github]<br /> * [https://www.linkedin.com/pub/borja-ayerdi-vilches/3a/b87/12b My LinkedIn]<br /> * [http://scholar.google.es/citations?user=bVAL794AAAAJ My Google Scholar]<br /> * [http://braincloudcomputing.com Brain Cloud Computing (BCC)]<br /> * [http://bcig.eu/ BCIG]<br /> * [http://gitlab.braincloudcomputing.com/ Gitlab]<br /> * [http://www.cpt.univ-mrs.fr/~masson/latex/Beamer-appearance-cheat-sheet.pdf Beamer appearance cheat sheet]<br /> * [https://github.com/neurita Neurita free software]<br /> * [https://github.com/pyjokes PyJokes]<br /> <br /> == Tutorials ==<br /> <br /> * [[Media:Git for dummies.png | Git Cheat sheet for Dummies.]]<br /> * [http://roundhere.net/journal/virtualenv-ubuntu-12-10/ Virtual enviroment (Ubuntu)]<br /> * [http://sebastianraschka.com/Articles/2014_matrix_cheatsheet.html Matrix Cheat Sheet MATLAB, Python NumPy, R, and Julia]<br /> * [http://bioinformatiquillo.wordpress.com/2009/06/17/beamerposter-posters-elegantes-con-la-clase-latex-beamer-en-lyx-y-presentaciones-en-formato-panoramico/ Beamer poster LyX]<br /> * [http://nbviewer.ipython.org/url/jakevdp.github.com/downloads/notebooks/XKCD_plots.ipynb XKCD plots]<br /> * [https://github.com/mwaskom/ziegler Ziegler: fMRI Reporting Webapp]</div> Borja.ayerdi https://ehu.eus/ccwintco/index.php?title=Usuario:Borja.ayerdi&diff=18752 Usuario:Borja.ayerdi 2016-06-21T18:04:36Z <p>Borja.ayerdi: /* Utilities */</p> <hr /> <div>[[Imagen:Borja-Color.jpg | right | 350px | alt=Borja Ayerdi photo]]<br /> <br /> == Borja Ayerdi Vilches ==<br /> <br /> ''Imagine the future, change the present''<br /> <br /> &lt;h3&gt;Personal Data&lt;/h3&gt;<br /> <br /> * &lt;b&gt;E-mail:&lt;/b&gt; borja.ayerdi@ehu.es <br /> <br /> * &lt;b&gt;Address:&lt;/b&gt;<br /> :Computational Intelligence Group <br /> :Computer Science Faculty - Lab. 307 <br /> :University Of The Basque Country (UPV/EHU) <br /> :Paseo Manuel Lardizabal 1 - CP: 20018 Donostia/San Sebastián (GIPUZKOA) - Spain<br /> <br /> * &lt;b&gt;Tfno.:&lt;/b&gt; (+34) 943.01.80.47<br /> <br /> == Studies ==<br /> <br /> * PhD Thesis: ''Contributions to Ensemble Classifiers with Image Analysis Applications''. Director: Prof. Manuel Graña Romay. (18/Dec/2015)<br /> ** [[media:Tesis-Borja-Ayerdi-2015-12-14.pdf|PhD Thesis]]<br /> ** [[media:Borja-Ayerdi-slides tesis.pdf|Dissertation slides]]<br /> * [http://www.kisa.ehu.es/ Masters Degree in Computational Engineering and Intelligent Systems] (2011/2012) - Universidad del País Vasco (UPV/EHU).<br /> * Computer Science Engineer (2009/2011) - Universidad del País Vasco (UPV/EHU).<br /> * Technical Engineering in Information Management (2006/2009) - Universidad del País Vasco (UPV/EHU).<br /> <br /> <br /> == Accreditations ==<br /> <br /> * PhD assistant Lecturer ([http://www.aneca.es/eng ANECA], The National Agency for Quality Assessment and Accreditation of Spain) <br /> <br /> <br /> == Research Areas ==<br /> <br /> * Medical Image segmentation and registration.<br /> * Machine Learning application to medical image processing.<br /> * Extreme Learning Machines.<br /> * Hyperspectral imaging.<br /> * Social Networks.<br /> * Big data.<br /> * Active learning.<br /> * Hybrid classification ensembles.<br /> <br /> <br /> == Working experience ==<br /> <br /> * May 2016 - ongoing: Data Engineer @ [http://www.nemsolutions.com/es NEM Solutions]<br /> <br /> * January 2016 - May 2016: Beca postdoctoral / Postdoctoral fellowship granted by University of the Basque Country<br /> <br /> * January 2012 - December 2015: [http://www.hezkuntza.ejgv.euskadi.net/r43-5552/es/contenidos/informacion/dib4/es_2035/bfi2_c.html Beca predoctoral / Predoctoral fellowship] granted by Gobierno Vasco / Basque Government.<br /> <br /> * September 2011 - December 2011: Personal Investigador Contratado / Hired researcher at Universidad del País Vasco (UPV/EHU), [http://www.ehu.es/ccwintco/ Computational Intelligence Group].<br /> : Project: EVARTRAC CIRUGÍA GUIADA POR IMAGEN: APLICACIÓN A LA REPARACIÓN ENDOVASCULAR DE ANEURISMAS DE AORTA.<br /> <br /> == Teaching ==<br /> <br /> * Computer Vision (UPV/EHU 2015/2016)<br /> * Computer Vision (UPV/EHU 2014/2015)<br /> * Machine Learning and Neural Networks (UPV/EHU 2013/2014)<br /> <br /> == Courses ==<br /> <br /> * Vitoria-Gasteiz 2009 - (Intensive Programme) Network Security and 4n6<br /> <br /> <br /> == Intership ==<br /> <br /> * 2013 - [http://www.kssk.pwr.wroc.pl/machine-learning-team/1469/?lang=en Machine Learning Group], Wrocław University of Technology, Poland with Prof. Michal Wozniak<br /> <br /> <br /> == Research projects participation ==<br /> <br /> * Proyecto: Aprendizaje cooperativo inter e intragrupal en el submodulo de escructura y arquitectura de computadores.<br /> ** Entidad adjudicataria: UPV/EHU, Proyecto de Innovación Educativa 6719.<br /> ** Investigador principal: Jose Manuel Lopez Guede.<br /> ** Fechas: 2014 – 2015.<br /> <br /> <br /> * Proyecto: Técnicas de inteligencia computacional en el proceso de imagen hiperespectral y aplicaciones.<br /> ** Entidad adjudicataria: Ministerio de Ciencia e Innovación del Gobierno Español, TIN2011-28753-C02-02.<br /> ** Investigador principal: Prof. Alicia d'Anjou.<br /> ** Fechas: 2011 – 2013.<br /> <br /> <br /> == Publications ==<br /> <br /> &lt;h3&gt;<br /> 2016<br /> &lt;/h3&gt;<br /> <br /> * J. David Nuñez-Gonzalez, Borja Ayerdi, Manuel Graña, Michał Wozniak<br /> : &quot;A New Heuristic for Influence Maximization in Social Networks&quot;<br /> : ''Logic journal of the IGPL''<br /> : JCR 2015 - 0.461<br /> <br /> <br /> * Borja Ayerdi, Manuel Grana<br /> : &quot;Anticipative Hybrid Extreme Rotation Forest&quot;<br /> : ''ICCS 2016, San Diego, June 2016 [http://www.iccs-meeting.org/iccs2016/]''<br /> <br /> <br /> <br /> &lt;h3&gt;<br /> 2015<br /> &lt;/h3&gt;<br /> <br /> * Borja Ayerdi, Manuel Graña<br /> : &quot;Hyperspectral Image Analysis by Spectral-Spatial Processing and Anticipatively Tuned Hybrid Extreme Rotation Forest Classification&quot;<br /> : ''IEEE Transactions on Geoscience and Remote Sensing (TGARS)''<br /> : JCR 2014 - 3.514<br /> <br /> <br /> <br /> * Ariadna Besga, Itxaso González-Ortega, Enrique Echeburúa, Alexandre Savio, Borja Ayerdi, Darya Chyzhyk, Jose LM Madrigal, Juan C. Leza, Manuel Graña, Ana González-Pinto<br /> : &quot;Discrimination between Alzheimer’s Disease and Late Onset Bipolar Disorder using multivariate analysis&quot;<br /> : ''Frontiers in Aging Neuroscience''<br /> : JCR 2014 - 4.000<br /> <br /> <br /> * A Besga-Basterra, B Ayerdi, G Alcalde-Behold, A Manzano-Ramirez, P Lopetegui-Eraso, M Graña, A González-Pinto-Arrillaga<br /> : &quot;Risk factors for emergency department short time readmission in stratified population&quot;<br /> : ''Biomed Research International''<br /> : JCR 2014 - 1.579<br /> <br /> <br /> * Borja Ayerdi, Oier Echaniz, Alexandre Savio, Manuel Graña <br /> : “Automated segmentation of subcutaneous and visceral adipose tissues from MRI”<br /> : ''InMed 2015''<br /> <br /> <br /> * Borja Ayerdi, Manuel Graña<br /> : &quot;Random Forest Active Learning for Detecting Blood Vessels in Angiography&quot;<br /> : ''CORES 2015''<br /> <br /> <br /> * Ariadna Besga-Basterra, Darya Chyzhyk, Itxaso González-Ortega, Alexandre Savio, Borja Ayerdi, Jon Echeveste, Manuel Graña, Ana González-Pinto<br /> : &quot;White matter anatomical correlates with biomarkers discriminating between Alzheimer’s Disease and Late Onset Bipolar Disorder by eigenanatomy on fractional anisotropy imaging&quot;<br /> : ''Current Alzheimer Research''<br /> : JCR 2014 - 3.889 (Q1 Clin Neurol, T1 Neurosciences)<br /> <br /> <br /> * Borja Ayerdi, Manuel Graña<br /> : &quot;Hyperspectral Image Nonlinear Unmixing and Reconstruction by ELM Regression Ensemble&quot;<br /> : ''Neurocomputing''<br /> : JCR 2014 - 2.083 (Q1 CSAI) / [5-Year Impact Factor: 2.292]<br /> <br /> <br /> &lt;h3&gt;<br /> 2014<br /> &lt;/h3&gt;<br /> <br /> * Borja Ayerdi, Manuel Graña<br /> : &quot;Hyperspectral Image Nonlinear Unmixing by Ensemble ELM Regression&quot;<br /> : Jiuwen Cao et al. (Eds.): Proceedings of ELM-2014 Volume 2, Proceedings in Adaptation, Learning and Optimization1, pp. 289-297. Springer. <br /> <br /> <br /> * Borja Ayerdi, Ion Marqués and Manuel Grana<br /> : &quot;Spatially regularized semisupervised Ensembles of Extreme Learning Machines for hyperspectral image segmentation&quot;<br /> : ''Neurocomputing''<br /> : JCR 2014 - 2.083 (Q1 CSAI) / [5-Year Impact Factor: 2.292]<br /> <br /> <br /> * Borja Ayerdi, Manuel Grana<br /> : &quot;Hybrid Extreme Rotation Forest&quot;<br /> : ''Neural Networks''<br /> : JCR 2014 - 2.708 (Q1 CSAI) / [5-Year Impact Factor: 2.729]<br /> <br /> <br /> * Pawel Ksieniewicz, Dariusz Jankowski, Borja Ayerdi, Konrad Jackowski, Michal Wozniak and Manuel Graña<br /> : &quot;A Novel Hyperspectral Segmentation Algorithm - Concept and Evaluation&quot;<br /> : ''Logic Journal of the IGPL''<br /> : JCR 2012 - 1.136 (Q1 MATHEMATICS, Q1 APPLIED MATHEMATICS, Q1 LOGIC) / [5-Year Impact Factor: 0.79]<br /> <br /> <br /> &lt;h3&gt;<br /> 2013<br /> &lt;/h3&gt;<br /> <br /> * Borja Ayerdi, Ion Marqués and Manuel Grana<br /> : &quot;Spectral-spatial semi-supervised hyperspectral image segmentation using Ensembles of Extreme Learning Machines&quot;<br /> : ''ELM 2013, Beijing, October 15-17, 2013.''<br /> <br /> <br /> * J. Maiora , G. García , B. Ayerdi , M. Graña , M. De Blas<br /> : &quot;Active Learning enhanced with Expert Knowledge for Computed Tomography Image Segmentation&quot;<br /> : ''InMed 2013, Greece, 17-19 July, 2013.''<br /> <br /> <br /> * Borja Ayerdi, Josu Maiora, Manuel Graña<br /> : &quot;Aplications of Hybrid Extreme Rotation Forests for Image Segmentation&quot;<br /> : ''Journal of Hybrid Intelligent Systems''<br /> <br /> <br /> * Borja Ayerdi, Josu Maiora, Manuel Graña<br /> : &quot;Enhancing Active Learning Computed Tomography Image Segmentation with Domain Knowledge&quot;<br /> : ''HAIS 2013, Salamanca, 11-13 September, 2013.''<br /> <br /> <br /> * Borja Ayerdi, Alexandre Savio, Manuel Graña<br /> : &quot;Meta-ensembles of classifiers for Alzheimer's disease detection using independent ROI features&quot;<br /> : J.M. Ferrandez et al. (Eds.): IWINAC 2013, Part II, LNCS 7931, pp. 122--130. Springer, Heidelberg (2013) <br /> <br /> <br /> * Borja Ayerdi, Manuel Graña<br /> : &quot;On Spatial Regularization for Semisupervised Hyperspectral Image Segmentation Using Hybrid Extreme Rotation Forest&quot;<br /> : ''WHISPERS 2013, Gainesville, USA, 25-28 June, 2013.''<br /> <br /> <br /> * Darya Chyzhyk, Borja Ayerdi, Josu Maiora<br /> : &quot;Active Learning with Bootstrapped Dendritic Classifier applied to medical image segmentation&quot;<br /> : ''Pattern Recognition Letters''<br /> : JCR 2013 - 1.062 (T1, Q2 CSAI) / [5-Year Impact Factor: 1.466]<br /> <br /> <br /> * Josu Maiora, Borja Ayerdi, Manuel Graña<br /> : &quot;Random Forest Active Learning for Computed Tomography Angiography Image Segmentation&quot;<br /> : ''Neurocomputing''<br /> : JCR 2013 - 2.005 (Q1 CSAI) / [5-Year Impact Factor: 2.102]<br /> <br /> <br /> &lt;h3&gt;<br /> 2012<br /> &lt;/h3&gt;<br /> <br /> * Borja Ayerdi Vilches, Manuel Graña<br /> : &quot;Hybrid Extreme Rotation Forest&quot;.<br /> : ''ELM 2012, Singapore, 11-13 December, 2012''. <br /> <br /> <br /> * Borja Ayerdi, Josu Maiora, Manuel Graña<br /> : &quot;Active learning of Hybrid Extreme Rotation Forests for CTA image segmentation&quot;.<br /> : ''Hybrid Intelligent Systems (HIS), 2012 12th International Conference on (pp. 543-548)''. IEEE.<br /> <br /> <br /> &lt;h3&gt;<br /> 2010<br /> &lt;/h3&gt;<br /> <br /> * Ekaitz Zulueta Guerrero, Naiara Telleria Garay, Jose Manuel Lopez-Guede, Borja Ayerdi Vilches, Eider Egilegor Iragorri, David Lecumberri Castaños, Ana Belén de la Hoz Rastrollo and Carlos Pertusa Peña<br /> : &quot;Prediction of Bladder Cancer Recurrences Using Artificial Neural Networks&quot;<br /> : ''Lecture Notes in Computer Science, 2010, Volume 6076, Hybrid Artificial Intelligence Systems, Pages 492-499''.<br /> <br /> == Conferences ==<br /> <br /> * PyData 2014, Berlin ,25-27 July 2014.<br /> * Europython 2014, Berlin ,21-27 July 2014.<br /> * ELM 2013, Beijing, October 15-17, 2013.<br /> * HAIS 2013, Salamanca, 11-13 September, 2013. <br /> * WHISPERS 2013, Gainesville, USA, 25-28 June, 2013. <br /> * IWINAC 2013, Mallorca, 10-14 June, 2013. <br /> * FIA 2013, Dublin, 8-10 May, 2013. <br /> * ELM 2012, Singapore, 11-13 December 2012.<br /> * HIS 2012, Pune (India), 04-07 December 2012.<br /> <br /> == Reviewer ==<br /> <br /> * KES 2012<br /> * Pattern Recognition Letters<br /> * Neurocomputing<br /> * IEEE Journal of Selected Topics in Applied Earth Observations and Remote Sensing (JSTARS)<br /> * Pattern Analysis and Applications<br /> * InMed 2014<br /> <br /> == Organizer ==<br /> <br /> * Local organizing committee member of Europython 2015 ([http://ep2015.europython.eu/ Europython 2015])<br /> * Local organizing committee member of Python San Sebastian 2014 ([http://www.pyss.org Pyss14])<br /> * Local organizing committee member of the KES International Conference on Innovation in Medicine and Healthcare - ([http://inmed-14.innovationkt.org/ INMED 2014]) 7, 8 &amp; 9 July 2014, San Sebastian, Spain.<br /> * Local organizing committee member of the 16th International Conference on Knowledge-Based and Intelligent Information &amp; Engineering Systems – ([http://www.mirlabs.net/nwesp12/ KES 2012]) 10, 11 &amp; 12 September 2012, San Sebastian, Spain.<br /> <br /> == Other activities ==<br /> <br /> * Treasurer and board member of the non-profit Python San Sebastian society (ACPySS)<br /> * Treasurer and board member of the non-profit Euskopython society<br /> * Treasurer and board member of the non-profit Europython society (EPS)<br /> <br /> == Awards ==<br /> <br /> * Alexandre Savio, Borja Ayerdi y Manuel Graña: XIII Premio Manuel Laborde Werlinden, 2013 [http://entreprenari.com/html/cast/premios/mlaborde1.htm][http://www.basqueresearch.com/berria_irakurri.asp?Berri_Kod=4843&amp;hizk=I#.Ut475RC0qUk][http://www.diariovasco.com/20131211/economia/recibe-premio-manuel-laborde-201312111847.html][http://www.abc.es/agencias/noticia.asp?noticia=1549703][http://www.ehu.es/p200-content/es/contenidos/noticia/20131211_premio_laborde/es_laborde/20131211_premio_laborde.html]<br /> <br /> * Alexandre Savio, Borja Ayerdi y Manuel Graña: XXIV Premio Toribio Echevarria, 2014 [http://www.noticiasdegipuzkoa.com/2014/05/29/economia/los-toribio-premian-proyectos-de-tecnologia-computacional][http://www.toribioechevarria.com/eu/2013-2014ko-irabazleak/] [https://www.youtube.com/watch?v=gthFBCrw2VQ&amp;t=62m]<br /> <br /> * Videos [https://www.youtube.com/watch?v=_VUSjxMkxCo Euskadinnova] [https://www.youtube.com/watch?v=-0eNpmyOTxA Premios Toribio Echeverria]<br /> <br /> == Semana de la ciencia ==<br /> <br /> * XI Semana de la Ciencia 2011 ([http://www.diariovasco.com/v/20111112/al-dia-local/cientificos-20111112.html Diario Vasco])<br /> * XII Semana de la Ciencia 2012<br /> <br /> <br /> == Software ==<br /> * [http://www.ehu.es/ccwintco/index.php/GIC-source-code-free-libre GIC Source Code]<br /> * [http://www.ehu.es/ccwintco/uploads/6/69/HERF.tar.gz Hybrid Extreme Rotation Forest (HERF) basic code]<br /> * [http://www.ehu.es/ccwintco/uploads/c/c9/Farzad.zip Basic ELM code example]<br /> * [http://www.ehu.es/ccwintco/uploads/2/26/AdaHERF.zip Adaptative Extreme Rotation Forest (AdaHERF) python code]<br /> * [http://www.ehu.eus/ccwintco/uploads/1/1a/RotationForest-master.zip Rotation Forest python code]<br /> * [http://www.ehu.eus/ccwintco/index.php?title=Hyperspectral_Image_Nonlinear_Unmixing_and_Reconstruction_by_ELM_Regression_Ensemble_(MATLAB) Unmixing matlab code]<br /> <br /> == Datasets ==<br /> <br /> &lt;h3&gt;General Datasets&lt;/h3&gt;<br /> <br /> * [http://www.eecs.berkeley.edu/Research/Projects/CS/vision/grouping/segbench/ The Berkeley Segmentation Dataset and Benchmark]<br /> * [http://www.ehu.es/ccwintco/index.php/Hyperspectral_Remote_Sensing_Scenes Hyperspectral Remote Sensing Images (Salinas A, Salinas C, Indian Pines, Pavia University)]<br /> * [http://archive.ics.uci.edu/ml/ UCI Machine Learning Repository]<br /> * [[GIC-experimental-databases | Post-processed datasets by Alex Savio.]]<br /> <br /> <br /> &lt;h3&gt;Hyperspectral Datasets&lt;/h3&gt;<br /> <br /> * [http://www.ehu.es/ccwintco/index.php/Hyperspectral_Remote_Sensing_Scenes Hyperspectral Remote Sensing Scenes]<br /> * [http://www.ehu.es/ccwintco/index.php/Hyperspectral_Camera_SOC710_Nature_Datasets Our own dataset!]<br /> * [http://personalpages.manchester.ac.uk/staff/david.foster/Hyperspectral_images_of_natural_scenes_04.html Foster Hyperspectral Images]<br /> * [http://www.foi.se/FOI/templates/Page____9189.aspx FOI HyperSpectral Images]<br /> * [http://www.spectir.com/download.html Spectir Hyperspectral Images]<br /> * [http://www.cvc.uab.es/color_calibration/Bristol_Hyper/ Bristol Hyperspecrtal Images]<br /> * [https://sourceforge.net/p/hyperspectralim/wiki/Home/ SourceForge repository]<br /> * [https://sourceforge.net/projects/hyperspectralim/ SourceForge Hyperspectral repository]<br /> <br /> <br /> &lt;h3&gt;Medical Datasets&lt;/h3&gt;<br /> <br /> * [http://www.oasis-brains.org OASIS]<br /> * [http://fcon_1000.projects.nitrc.org/index.html INDI - 1000 Functional Connectomes Project]<br /> * [http://adni.loni.ucla.edu/ ADNI]<br /> * [http://www.nitrc.org/projects/brainmap BrainMap]<br /> * [http://rad.med.hokudai.ac.jp/research/fa/index_e.php Fractional Anisotropy Database]<br /> * [http://insight-journal.org/midas MIDAS]<br /> * [http://www.childmind.org/en/healthy-brain-network/abide/ ABIDE]<br /> * [http://fcon_1000.projects.nitrc.org/indi/retro/cobre.html COBRE-Schizophrenia]<br /> <br /> <br /> == Target journals ==<br /> <br /> * [http://ieeexplore.ieee.org/xpl/RecentIssue.jsp?punumber=91 IEEE Transactions on Fuzzy Systems (IF 5.484)]<br /> * [http://ieeexplore.ieee.org/xpl/RecentIssue.jsp?reload=true&amp;punumber=34 IEEE Transactions on Pattern Analysis and Machine Intelligence (IF 4.795)]<br /> * [http://www.journals.elsevier.com/knowledge-based-systems/ Knowledge-Based Systems (IF 4.104)]<br /> * [http://www.journals.elsevier.com/information-sciences/ Information Sciences (IF 3.643)]<br /> * [http://ieeexplore.ieee.org/xpl/RecentIssue.jsp?punumber=36 IEEE Transactions on Geoscience and Remote Sensing (IF 3.467)]<br /> * [http://ieeexplore.ieee.org/xpl/RecentIssue.jsp?punumber=4609443 IEEE Journal of Selected Topics in Applied Earth Observations and Remote Sensing (IF 2.874))]<br /> * [http://www.springer.com/computer/ai/journal/11063 Neural Processing Letters (IF 1.240)]<br /> <br /> <br /> == Utilities ==<br /> <br /> * [http://www.ehu.es/ccwintco/uploads/2/2d/Vision_20140908.pdf Intro 08/09/2014]<br /> * [https://www.accesowok.fecyt.es/jcr JCR]<br /> * [https://www.accesowok.fecyt.es/?page_id=658 Web of Knowledge]<br /> * [https://gestion-empleado.ehu.es Gestión de empleados UPV/EHU]<br /> * [http://gestioncvb.ehu.es Gestión de aulas virtuales]<br /> * [http://moodle5.ehu.es/ MOODLE]<br /> * [https://gestion.ehu.es/gaur GAUR]<br /> * [http://www.tic.ehu.es/p265-shintrct/es/contenidos/informacion/wifi/es_wifi/wifi_manual.html Eduroam UPV/EHU]<br /> * [http://www.tic.ehu.es/p265-shintrct/es/contenidos/enlace/vpn_indice/es_indizea/vpn_indizea.html VPN UPV/EHU]<br /> * [https://github.com/borjaayerdi My github]<br /> * [https://www.linkedin.com/pub/borja-ayerdi-vilches/3a/b87/12b My LinkedIn]<br /> * [http://scholar.google.es/citations?user=bVAL794AAAAJ My Google Scholar]<br /> * [http://braincloudcomputing.com Brain Cloud Computing (BCC)]<br /> * [http://bcig.eu/ BCIG]<br /> * [http://gitlab.braincloudcomputing.com/ Gitlab]<br /> * [http://www.cpt.univ-mrs.fr/~masson/latex/Beamer-appearance-cheat-sheet.pdf Beamer appearance cheat sheet]<br /> * [https://github.com/neurita Neurita free software]<br /> * [https://github.com/pyjokes PyJokes]<br /> <br /> == Tutorials ==<br /> <br /> * [[Media:Git for dummies.png | Git Cheat sheet for Dummies.]]<br /> * [http://roundhere.net/journal/virtualenv-ubuntu-12-10/ Virtual enviroment (Ubuntu)]<br /> * [http://sebastianraschka.com/Articles/2014_matrix_cheatsheet.html Matrix Cheat Sheet MATLAB, Python NumPy, R, and Julia]<br /> * [http://bioinformatiquillo.wordpress.com/2009/06/17/beamerposter-posters-elegantes-con-la-clase-latex-beamer-en-lyx-y-presentaciones-en-formato-panoramico/ Beamer poster LyX]<br /> * [http://nbviewer.ipython.org/url/jakevdp.github.com/downloads/notebooks/XKCD_plots.ipynb XKCD plots]<br /> * [https://github.com/mwaskom/ziegler Ziegler: fMRI Reporting Webapp]</div> Borja.ayerdi https://ehu.eus/ccwintco/index.php?title=Miembros&diff=18750 Miembros 2016-06-21T18:03:01Z <p>Borja.ayerdi: /* Doctores egresados que no son profesores de la UPV/EHU */</p> <hr /> <div>==Profesorado UPV/EHU==<br /> <br /> *[[usuario:fx.albizuri | Albizuri, Xabier]]<br /> *[[usuario:Alicia.danjou | D'Anjou, Alicia]]<br /> *[[usuario:Bortx | Fernandez, Borja]]<br /> *[[usuario:josune.gallego | Gallego, Josune]]<br /> *[[usuario:AI.Gonzalez | González, Ana Isabel]]<br /> *[[usuario:manuel.grana | Graña, Manuel]]<br /> *[[usuario:Eloy.irigoyen| Irigoyen, Eloy]]<br /> *[[usuario:joseluis.jimenez | Jiménez, José Luis]]<br /> *[[usuario:juantonio.jimenezdevicuna | Jiménez de Vicuña, Juan Antonio]]<br /> *[[usuario:jm.lopez | López Guede, José Manuel]]<br /> *[[usuario:jmaiora | Maiora Oria, Josu]]<br /> *[[usuario:mariaeugenia.martinez | Martínez, Maria Eugenia]]<br /> *[[usuario:jibmomoa | Moujahid, Abdelmalik]]<br /> *[[usuario:Ekaitz.Zulueta | Zulueta, Ekaitz]]<br /> <br /> == Jubilados ==<br /> *[[usuario:Fernando.Ferreres | Ferreres, Fernando]]<br /> *[[usuario:Francisco.torrealdea | Torrealdea, Francisco Javier]]<br /> <br /> ==Doctorandos==<br /> <br /> <br /> * [[usuario:david.nunez | Jose David Nuñez Gonzalez]]<br /> <br /> * [[usuario:leire.ozaeta | Leire Ozaeta]]<br /> <br /> * [[usuario:oier.echaniz | Oier Echaniz]]<br /> <br /> * Julian Estevez<br /> <br /> * Maider<br /> <br /> * Eduardo Carrasco<br /> <br /> ==Doctores egresados que no son profesores de la UPV/EHU==<br /> *[[usuario:Borja.ayerdi | Borja Ayerdi]] Data Engineer - [http://www.nemsolutions.com/ NEM Solutions]<br /> *[[usuario:ion.marques | Marqués, Ion]]<br /> *[[usuario:Alexsavio | Savio, Alexandre]] post doc, promotor de Neurita, Brain Cloud Computing, post doc en la Technische Universitaet Muenchen<br /> *[http://www.cvc.uab.es/personal2.asp?id=287 Bogdan Raducanu]<br /> *[[usuario:orlmaldonado | Maldonado, Orlando]] actualmente en la Universidad de Pamplona en Colombia<br /> * Imanol Echave, trabaja en RSI internacional con sede en Paris.<br /> *[[usuario:Andoni.beristain | Beristain, Andoni]] actualmente en Vicomtech<br /> *[[usuario:zechegoyen | Echegoyen, Zelmar]] actualmente en Tecnalia. [http://www.ehu.es/ccwintco/groupware/index.php?menuaction=phpbrain.uikb.view_article&amp;art_id=165&amp;query=zelmar]<br /> *[[usuario:Ctoro | Toro, Carlos]] en Vicomtech<br /> *[[Macia, Ivan ]] en Vicomtech<br /> *[[Ramón Moreno Jiménez | Moreno Jiménez, Ramón]] postdoc en el GIC hasta diciembre 2012<br /> *[[usuario:maitelasarte | García-Sebastián, Maite]] <br /> *[[usuario:i.rebollo | Rebollo, Israel]] en Informatica 68 I+D S.L.<br /> *[[usuario:ivan.villaverde | Villaverde, Ivan]], actualmente en Tecnalia. [http://www.ehu.es/ccwintco/groupware/index.php?menuaction=phpbrain.uikb.view_article&amp;art_id=159]<br /> *[[usuario:maveganzones | Veganzones, Miguel Ángel]] en GIPSA-Lab, INP Universidad de Grenoble<br /> *[[usuario:ibarandiaran | Barandiarán, Iñigo]] en Vicomtech<br /> *[[usuario:daria.chizhik | Chyzhyk, Darya]] postodoc en la UPV/EHU<br /> *[[usuario:Elsa.Fernandez | Fernández, Elsa]]<br /> *[[usuario:eider.sanchez | Eider Sanchez]]<br /> * [[usuario:Rosalia | Rosalia Dacosta Aguayo]]<br /> <br /> == antiguos alumnos que no han realizado la tesis ==<br /> <br /> *[[usuario:pablo.ayala | Ayala, Pablo]]<br /> *[[usuario:josu.larranaga | Larrañaga, Josu]]<br /> *[[usuario:mikel.pajares | Pajares, Mikel]]<br /> *[[usuario:mai.termenon | Termenón, Maite]]<br /> *[[usuario:David.vicente | Vicente, David]]<br /> <br /> ==Grupos y personas con las que el grupo mantiene contacto==<br /> <br /> * Aalto University<br /> ** Francesco Corona [http://users.ics.tkk.fi/fcorona/]<br /> <br /> * Amparo Alonso Betanzos [http://aliana.dc.fi.udc.es/www-lidia/]<br /> <br /> * [http://bisite.usal.es/ Biomedicina, Sistemas Informáticos Inteligentes y Tecnología Educativa (BISITE)]<br /> ** Juan Corchado<br /> * [http://gti.upf.edu/catala/equip/00index_html Josep Blat]<br /> <br /> *[http://www.brahnam.info/index.php Sheryl Brhanam]<br /> <br /> * [http://www.icm.csic.es/ Instituto de Ciencias del Mar, CSIC]<br /> ** Emilio R. García Ladona<br /> <br /> * [http://www.cvc.uab.es/ Computer Vision Center]<br /> ** Bogdan Raducanu<br /> ** Juan J. Villanueva<br /> ** [http://www.cvc.uab.es/personal2.asp?id=76 Jordi Vitriá]<br /> <br /> * Javie de Lope Asian, UPM, [http://www.dia.fi.upm.es/~jdlope/publications.html]<br /> * [http://www2.ubu.es/gicap/ Emilio Corchado]<br /> <br /> <br /> * [http://home.utad.pt/~floresta Departamento Florestal - Universidade de Trás-os-Montes e Alto Douro]<br /> ** Domingos Lopes<br /> ** Leonia Nunes<br /> * Depto. Tecnología Informática y Computación, Universidad de Alicante<br /> ** [http://www.dtic.ua.es/~jgarcia José García]<br /> * [http://www.gii.udc.es Grupo Integrado de Ingeniería, Universidad de A Coruña]<br /> ** Richard J. Duro<br /> <br /> * Hatami, Nima [http://inls.ucsd.edu/~nima/]<br /> <br /> *INSTEC [http://www.instec.cu/]<br /> * [http://gici.uab.es/index.html Group of Interactive Coding of Images]<br /> ** Joan Serra<br /> * [http://www.ucm.es/info/QCAFCAII/grupos%20de%20investigacion.htm Instituto de Estudios Biofuncionales UCM]<br /> ** Manuel Cortijo<br /> ** Jesús Ruíz-Cabello<br /> * [http://www.innovaevision.com/ Innovae Vision]<br /> * [http://iiu.teikav.edu.gr/users/vgkabs Vassilis G. Kaburlasos]<br /> <br /> *KES International, Robert Howlett [http://www.rjhowlett.co.uk/]<br /> * Li-Wei Kuo, National Health Research Institutes, Taiwan <br /> <br /> * [http://www.fmri.uji.es/ Laboratorio de Neuroimagen funcional UJI] [http://www.ehu.es/ccwintco/groupware/index.php?menuaction=phpbrain.uikb.view_article&amp;art_id=408 en el groupware]<br /> ** Cesar Avila<br /> ** Alfonso Roberto Barrós Loscertales<br /> <br /> * [http://www2.hud.ac.uk/staffprofiles/staffcv.php?staffid=67 Joan Lu]<br /> * [http://www.umbc.edu/rssipl/people/aplaza/ Antonio Plaza] [http://www.unex.es/investigacion/grupos/hypercomp Grupo Hypercomp, Universidad de Extremadura]<br /> * [http://www3.uji.es/~pobil/ Angel P. del Pobil]<br /> * [http://atc.ugr.es/~aprieto/ Alberto Prieto]<br /> * [http://www.upriss.org.uk/top/research.html Uta Priss]<br /> * [http://www.ccd.uab.es/~josep/ Josep Rifá]<br /> * [http://www.cise.ufl.edu/~ritter/ Gerhard X. Ritter]<br /> <br /> *Dimitri Solomatine, Professor, Head of the Hydroinformatics Chair Group, UNESCO-IHE Institute for Water Education Web page: http://www.unesco-ihe.org/hi/sol<br /> <br /> <br /> *[http://samos.univ-paris1.fr/spip/ SAMOS Universite Paris 1]<br /> ** [http://samos.univ-paris1.fr/spip/COTTRELL-Marie?var_recherche=marie%20cottrell Marie Cottrell]<br /> * [http://www.multimag.es/grupo_UNED_02_detalle.php?User_Session=3a15fe34e375c95cf069c8aafd4948d7 Manuel Sebastian, Grupo de Investigación en Envejecimiento y Enfermedades Neurodegenerativas.UNED.]<br /> * Ann K. Shinn [http://www.ehu.es/ccwintco/groupware/index.php?menuaction=phpbrain.uikb.view_article&amp;art_id=406 sobre los datos]<br /> * [http://www.ime.unicamp.br/~sussner/ Peter Sussner]<br /> * Harri Valpola<br /> * [http://www.dice.ucl.ac.be/~verleyse/ Michael Verleysen]<br /> *P.P. Wang, Duke University, Prof. emeritus<br /> <br /> ==Visitantes==<br /> ; Provenientes del [http://www.isbs.fr/ ISBS] de la Universidad Paris XII<br /> <br /> * Mayo-Julio 2008: Jean Luc Lor, Charlotte Rosak [[lor-rosak-working-page|Working page]] sus cosas en el groupware están en[http://www.ehu.es/ccwintco/groupware/index.php?menuaction=phpbrain.uikb.view_article&amp;art_id=137] Cosas de skull stripping [http://www.ehu.es/ccwintco/groupware/index.php?menuaction=phpbrain.uikb.view_article&amp;art_id=124&amp;query=skull%2Bstripping]<br /> * Mayo-Julio 2010: Juliette Charpentier, trabajando sobre imagen de resonancia magnética de difusión DTI<br /> <br /> ==Redes de las que el grupo es miembro==<br /> * [http://www.redaf.es/ Red de Agentes Físicos] (Miembro del GIC de contacto con la red: José Manuel López Guede)</div> Borja.ayerdi https://ehu.eus/ccwintco/index.php?title=Usuario:Borja.ayerdi&diff=18748 Usuario:Borja.ayerdi 2016-06-21T18:01:28Z <p>Borja.ayerdi: /* Working experience */</p> <hr /> <div>[[Imagen:Borja-Color.jpg | right | 350px | alt=Borja Ayerdi photo]]<br /> <br /> == Borja Ayerdi Vilches ==<br /> <br /> ''Imagine the future, change the present''<br /> <br /> &lt;h3&gt;Personal Data&lt;/h3&gt;<br /> <br /> * &lt;b&gt;E-mail:&lt;/b&gt; borja.ayerdi@ehu.es <br /> <br /> * &lt;b&gt;Address:&lt;/b&gt;<br /> :Computational Intelligence Group <br /> :Computer Science Faculty - Lab. 307 <br /> :University Of The Basque Country (UPV/EHU) <br /> :Paseo Manuel Lardizabal 1 - CP: 20018 Donostia/San Sebastián (GIPUZKOA) - Spain<br /> <br /> * &lt;b&gt;Tfno.:&lt;/b&gt; (+34) 943.01.80.47<br /> <br /> == Studies ==<br /> <br /> * PhD Thesis: ''Contributions to Ensemble Classifiers with Image Analysis Applications''. Director: Prof. Manuel Graña Romay. (18/Dec/2015)<br /> ** [[media:Tesis-Borja-Ayerdi-2015-12-14.pdf|PhD Thesis]]<br /> ** [[media:Borja-Ayerdi-slides tesis.pdf|Dissertation slides]]<br /> * [http://www.kisa.ehu.es/ Masters Degree in Computational Engineering and Intelligent Systems] (2011/2012) - Universidad del País Vasco (UPV/EHU).<br /> * Computer Science Engineer (2009/2011) - Universidad del País Vasco (UPV/EHU).<br /> * Technical Engineering in Information Management (2006/2009) - Universidad del País Vasco (UPV/EHU).<br /> <br /> <br /> == Accreditations ==<br /> <br /> * PhD assistant Lecturer ([http://www.aneca.es/eng ANECA], The National Agency for Quality Assessment and Accreditation of Spain) <br /> <br /> <br /> == Research Areas ==<br /> <br /> * Medical Image segmentation and registration.<br /> * Machine Learning application to medical image processing.<br /> * Extreme Learning Machines.<br /> * Hyperspectral imaging.<br /> * Social Networks.<br /> * Big data.<br /> * Active learning.<br /> * Hybrid classification ensembles.<br /> <br /> <br /> == Working experience ==<br /> <br /> * May 2016 - ongoing: Data Engineer @ [http://www.nemsolutions.com/es NEM Solutions]<br /> <br /> * January 2016 - May 2016: Beca postdoctoral / Postdoctoral fellowship granted by University of the Basque Country<br /> <br /> * January 2012 - December 2015: [http://www.hezkuntza.ejgv.euskadi.net/r43-5552/es/contenidos/informacion/dib4/es_2035/bfi2_c.html Beca predoctoral / Predoctoral fellowship] granted by Gobierno Vasco / Basque Government.<br /> <br /> * September 2011 - December 2011: Personal Investigador Contratado / Hired researcher at Universidad del País Vasco (UPV/EHU), [http://www.ehu.es/ccwintco/ Computational Intelligence Group].<br /> : Project: EVARTRAC CIRUGÍA GUIADA POR IMAGEN: APLICACIÓN A LA REPARACIÓN ENDOVASCULAR DE ANEURISMAS DE AORTA.<br /> <br /> == Teaching ==<br /> <br /> * Computer Vision (UPV/EHU 2015/2016)<br /> * Computer Vision (UPV/EHU 2014/2015)<br /> * Machine Learning and Neural Networks (UPV/EHU 2013/2014)<br /> <br /> == Courses ==<br /> <br /> * Vitoria-Gasteiz 2009 - (Intensive Programme) Network Security and 4n6<br /> <br /> <br /> == Intership ==<br /> <br /> * 2013 - [http://www.kssk.pwr.wroc.pl/machine-learning-team/1469/?lang=en Machine Learning Group], Wrocław University of Technology, Poland with Prof. Michal Wozniak<br /> <br /> <br /> == Research projects participation ==<br /> <br /> * Proyecto: Aprendizaje cooperativo inter e intragrupal en el submodulo de escructura y arquitectura de computadores.<br /> ** Entidad adjudicataria: UPV/EHU, Proyecto de Innovación Educativa 6719.<br /> ** Investigador principal: Jose Manuel Lopez Guede.<br /> ** Fechas: 2014 – 2015.<br /> <br /> <br /> * Proyecto: Técnicas de inteligencia computacional en el proceso de imagen hiperespectral y aplicaciones.<br /> ** Entidad adjudicataria: Ministerio de Ciencia e Innovación del Gobierno Español, TIN2011-28753-C02-02.<br /> ** Investigador principal: Prof. Alicia d'Anjou.<br /> ** Fechas: 2011 – 2013.<br /> <br /> <br /> == Publications ==<br /> <br /> &lt;h3&gt;<br /> 2016<br /> &lt;/h3&gt;<br /> <br /> * J. David Nuñez-Gonzalez, Borja Ayerdi, Manuel Graña, Michał Wozniak<br /> : &quot;A New Heuristic for Influence Maximization in Social Networks&quot;<br /> : ''Logic journal of the IGPL''<br /> : JCR 2015 - 0.461<br /> <br /> <br /> * Borja Ayerdi, Manuel Grana<br /> : &quot;Anticipative Hybrid Extreme Rotation Forest&quot;<br /> : ''ICCS 2016, San Diego, June 2016 [http://www.iccs-meeting.org/iccs2016/]''<br /> <br /> <br /> <br /> &lt;h3&gt;<br /> 2015<br /> &lt;/h3&gt;<br /> <br /> * Borja Ayerdi, Manuel Graña<br /> : &quot;Hyperspectral Image Analysis by Spectral-Spatial Processing and Anticipatively Tuned Hybrid Extreme Rotation Forest Classification&quot;<br /> : ''IEEE Transactions on Geoscience and Remote Sensing (TGARS)''<br /> : JCR 2014 - 3.514<br /> <br /> <br /> <br /> * Ariadna Besga, Itxaso González-Ortega, Enrique Echeburúa, Alexandre Savio, Borja Ayerdi, Darya Chyzhyk, Jose LM Madrigal, Juan C. Leza, Manuel Graña, Ana González-Pinto<br /> : &quot;Discrimination between Alzheimer’s Disease and Late Onset Bipolar Disorder using multivariate analysis&quot;<br /> : ''Frontiers in Aging Neuroscience''<br /> : JCR 2014 - 4.000<br /> <br /> <br /> * A Besga-Basterra, B Ayerdi, G Alcalde-Behold, A Manzano-Ramirez, P Lopetegui-Eraso, M Graña, A González-Pinto-Arrillaga<br /> : &quot;Risk factors for emergency department short time readmission in stratified population&quot;<br /> : ''Biomed Research International''<br /> : JCR 2014 - 1.579<br /> <br /> <br /> * Borja Ayerdi, Oier Echaniz, Alexandre Savio, Manuel Graña <br /> : “Automated segmentation of subcutaneous and visceral adipose tissues from MRI”<br /> : ''InMed 2015''<br /> <br /> <br /> * Borja Ayerdi, Manuel Graña<br /> : &quot;Random Forest Active Learning for Detecting Blood Vessels in Angiography&quot;<br /> : ''CORES 2015''<br /> <br /> <br /> * Ariadna Besga-Basterra, Darya Chyzhyk, Itxaso González-Ortega, Alexandre Savio, Borja Ayerdi, Jon Echeveste, Manuel Graña, Ana González-Pinto<br /> : &quot;White matter anatomical correlates with biomarkers discriminating between Alzheimer’s Disease and Late Onset Bipolar Disorder by eigenanatomy on fractional anisotropy imaging&quot;<br /> : ''Current Alzheimer Research''<br /> : JCR 2014 - 3.889 (Q1 Clin Neurol, T1 Neurosciences)<br /> <br /> <br /> * Borja Ayerdi, Manuel Graña<br /> : &quot;Hyperspectral Image Nonlinear Unmixing and Reconstruction by ELM Regression Ensemble&quot;<br /> : ''Neurocomputing''<br /> : JCR 2014 - 2.083 (Q1 CSAI) / [5-Year Impact Factor: 2.292]<br /> <br /> <br /> &lt;h3&gt;<br /> 2014<br /> &lt;/h3&gt;<br /> <br /> * Borja Ayerdi, Manuel Graña<br /> : &quot;Hyperspectral Image Nonlinear Unmixing by Ensemble ELM Regression&quot;<br /> : Jiuwen Cao et al. (Eds.): Proceedings of ELM-2014 Volume 2, Proceedings in Adaptation, Learning and Optimization1, pp. 289-297. Springer. <br /> <br /> <br /> * Borja Ayerdi, Ion Marqués and Manuel Grana<br /> : &quot;Spatially regularized semisupervised Ensembles of Extreme Learning Machines for hyperspectral image segmentation&quot;<br /> : ''Neurocomputing''<br /> : JCR 2014 - 2.083 (Q1 CSAI) / [5-Year Impact Factor: 2.292]<br /> <br /> <br /> * Borja Ayerdi, Manuel Grana<br /> : &quot;Hybrid Extreme Rotation Forest&quot;<br /> : ''Neural Networks''<br /> : JCR 2014 - 2.708 (Q1 CSAI) / [5-Year Impact Factor: 2.729]<br /> <br /> <br /> * Pawel Ksieniewicz, Dariusz Jankowski, Borja Ayerdi, Konrad Jackowski, Michal Wozniak and Manuel Graña<br /> : &quot;A Novel Hyperspectral Segmentation Algorithm - Concept and Evaluation&quot;<br /> : ''Logic Journal of the IGPL''<br /> : JCR 2012 - 1.136 (Q1 MATHEMATICS, Q1 APPLIED MATHEMATICS, Q1 LOGIC) / [5-Year Impact Factor: 0.79]<br /> <br /> <br /> &lt;h3&gt;<br /> 2013<br /> &lt;/h3&gt;<br /> <br /> * Borja Ayerdi, Ion Marqués and Manuel Grana<br /> : &quot;Spectral-spatial semi-supervised hyperspectral image segmentation using Ensembles of Extreme Learning Machines&quot;<br /> : ''ELM 2013, Beijing, October 15-17, 2013.''<br /> <br /> <br /> * J. Maiora , G. García , B. Ayerdi , M. Graña , M. De Blas<br /> : &quot;Active Learning enhanced with Expert Knowledge for Computed Tomography Image Segmentation&quot;<br /> : ''InMed 2013, Greece, 17-19 July, 2013.''<br /> <br /> <br /> * Borja Ayerdi, Josu Maiora, Manuel Graña<br /> : &quot;Aplications of Hybrid Extreme Rotation Forests for Image Segmentation&quot;<br /> : ''Journal of Hybrid Intelligent Systems''<br /> <br /> <br /> * Borja Ayerdi, Josu Maiora, Manuel Graña<br /> : &quot;Enhancing Active Learning Computed Tomography Image Segmentation with Domain Knowledge&quot;<br /> : ''HAIS 2013, Salamanca, 11-13 September, 2013.''<br /> <br /> <br /> * Borja Ayerdi, Alexandre Savio, Manuel Graña<br /> : &quot;Meta-ensembles of classifiers for Alzheimer's disease detection using independent ROI features&quot;<br /> : J.M. Ferrandez et al. (Eds.): IWINAC 2013, Part II, LNCS 7931, pp. 122--130. Springer, Heidelberg (2013) <br /> <br /> <br /> * Borja Ayerdi, Manuel Graña<br /> : &quot;On Spatial Regularization for Semisupervised Hyperspectral Image Segmentation Using Hybrid Extreme Rotation Forest&quot;<br /> : ''WHISPERS 2013, Gainesville, USA, 25-28 June, 2013.''<br /> <br /> <br /> * Darya Chyzhyk, Borja Ayerdi, Josu Maiora<br /> : &quot;Active Learning with Bootstrapped Dendritic Classifier applied to medical image segmentation&quot;<br /> : ''Pattern Recognition Letters''<br /> : JCR 2013 - 1.062 (T1, Q2 CSAI) / [5-Year Impact Factor: 1.466]<br /> <br /> <br /> * Josu Maiora, Borja Ayerdi, Manuel Graña<br /> : &quot;Random Forest Active Learning for Computed Tomography Angiography Image Segmentation&quot;<br /> : ''Neurocomputing''<br /> : JCR 2013 - 2.005 (Q1 CSAI) / [5-Year Impact Factor: 2.102]<br /> <br /> <br /> &lt;h3&gt;<br /> 2012<br /> &lt;/h3&gt;<br /> <br /> * Borja Ayerdi Vilches, Manuel Graña<br /> : &quot;Hybrid Extreme Rotation Forest&quot;.<br /> : ''ELM 2012, Singapore, 11-13 December, 2012''. <br /> <br /> <br /> * Borja Ayerdi, Josu Maiora, Manuel Graña<br /> : &quot;Active learning of Hybrid Extreme Rotation Forests for CTA image segmentation&quot;.<br /> : ''Hybrid Intelligent Systems (HIS), 2012 12th International Conference on (pp. 543-548)''. IEEE.<br /> <br /> <br /> &lt;h3&gt;<br /> 2010<br /> &lt;/h3&gt;<br /> <br /> * Ekaitz Zulueta Guerrero, Naiara Telleria Garay, Jose Manuel Lopez-Guede, Borja Ayerdi Vilches, Eider Egilegor Iragorri, David Lecumberri Castaños, Ana Belén de la Hoz Rastrollo and Carlos Pertusa Peña<br /> : &quot;Prediction of Bladder Cancer Recurrences Using Artificial Neural Networks&quot;<br /> : ''Lecture Notes in Computer Science, 2010, Volume 6076, Hybrid Artificial Intelligence Systems, Pages 492-499''.<br /> <br /> == Conferences ==<br /> <br /> * PyData 2014, Berlin ,25-27 July 2014.<br /> * Europython 2014, Berlin ,21-27 July 2014.<br /> * ELM 2013, Beijing, October 15-17, 2013.<br /> * HAIS 2013, Salamanca, 11-13 September, 2013. <br /> * WHISPERS 2013, Gainesville, USA, 25-28 June, 2013. <br /> * IWINAC 2013, Mallorca, 10-14 June, 2013. <br /> * FIA 2013, Dublin, 8-10 May, 2013. <br /> * ELM 2012, Singapore, 11-13 December 2012.<br /> * HIS 2012, Pune (India), 04-07 December 2012.<br /> <br /> == Reviewer ==<br /> <br /> * KES 2012<br /> * Pattern Recognition Letters<br /> * Neurocomputing<br /> * IEEE Journal of Selected Topics in Applied Earth Observations and Remote Sensing (JSTARS)<br /> * Pattern Analysis and Applications<br /> * InMed 2014<br /> <br /> == Organizer ==<br /> <br /> * Local organizing committee member of Europython 2015 ([http://ep2015.europython.eu/ Europython 2015])<br /> * Local organizing committee member of Python San Sebastian 2014 ([http://www.pyss.org Pyss14])<br /> * Local organizing committee member of the KES International Conference on Innovation in Medicine and Healthcare - ([http://inmed-14.innovationkt.org/ INMED 2014]) 7, 8 &amp; 9 July 2014, San Sebastian, Spain.<br /> * Local organizing committee member of the 16th International Conference on Knowledge-Based and Intelligent Information &amp; Engineering Systems – ([http://www.mirlabs.net/nwesp12/ KES 2012]) 10, 11 &amp; 12 September 2012, San Sebastian, Spain.<br /> <br /> == Other activities ==<br /> <br /> * Treasurer and board member of the non-profit Python San Sebastian society (ACPySS)<br /> * Treasurer and board member of the non-profit Euskopython society<br /> * Treasurer and board member of the non-profit Europython society (EPS)<br /> <br /> == Awards ==<br /> <br /> * Alexandre Savio, Borja Ayerdi y Manuel Graña: XIII Premio Manuel Laborde Werlinden, 2013 [http://entreprenari.com/html/cast/premios/mlaborde1.htm][http://www.basqueresearch.com/berria_irakurri.asp?Berri_Kod=4843&amp;hizk=I#.Ut475RC0qUk][http://www.diariovasco.com/20131211/economia/recibe-premio-manuel-laborde-201312111847.html][http://www.abc.es/agencias/noticia.asp?noticia=1549703][http://www.ehu.es/p200-content/es/contenidos/noticia/20131211_premio_laborde/es_laborde/20131211_premio_laborde.html]<br /> <br /> * Alexandre Savio, Borja Ayerdi y Manuel Graña: XXIV Premio Toribio Echevarria, 2014 [http://www.noticiasdegipuzkoa.com/2014/05/29/economia/los-toribio-premian-proyectos-de-tecnologia-computacional][http://www.toribioechevarria.com/eu/2013-2014ko-irabazleak/] [https://www.youtube.com/watch?v=gthFBCrw2VQ&amp;t=62m]<br /> <br /> * Videos [https://www.youtube.com/watch?v=_VUSjxMkxCo Euskadinnova] [https://www.youtube.com/watch?v=-0eNpmyOTxA Premios Toribio Echeverria]<br /> <br /> == Semana de la ciencia ==<br /> <br /> * XI Semana de la Ciencia 2011 ([http://www.diariovasco.com/v/20111112/al-dia-local/cientificos-20111112.html Diario Vasco])<br /> * XII Semana de la Ciencia 2012<br /> <br /> <br /> == Software ==<br /> * [http://www.ehu.es/ccwintco/index.php/GIC-source-code-free-libre GIC Source Code]<br /> * [http://www.ehu.es/ccwintco/uploads/6/69/HERF.tar.gz Hybrid Extreme Rotation Forest (HERF) basic code]<br /> * [http://www.ehu.es/ccwintco/uploads/c/c9/Farzad.zip Basic ELM code example]<br /> * [http://www.ehu.es/ccwintco/uploads/2/26/AdaHERF.zip Adaptative Extreme Rotation Forest (AdaHERF) python code]<br /> * [http://www.ehu.eus/ccwintco/uploads/1/1a/RotationForest-master.zip Rotation Forest python code]<br /> * [http://www.ehu.eus/ccwintco/index.php?title=Hyperspectral_Image_Nonlinear_Unmixing_and_Reconstruction_by_ELM_Regression_Ensemble_(MATLAB) Unmixing matlab code]<br /> <br /> == Datasets ==<br /> <br /> &lt;h3&gt;General Datasets&lt;/h3&gt;<br /> <br /> * [http://www.eecs.berkeley.edu/Research/Projects/CS/vision/grouping/segbench/ The Berkeley Segmentation Dataset and Benchmark]<br /> * [http://www.ehu.es/ccwintco/index.php/Hyperspectral_Remote_Sensing_Scenes Hyperspectral Remote Sensing Images (Salinas A, Salinas C, Indian Pines, Pavia University)]<br /> * [http://archive.ics.uci.edu/ml/ UCI Machine Learning Repository]<br /> * [[GIC-experimental-databases | Post-processed datasets by Alex Savio.]]<br /> <br /> <br /> &lt;h3&gt;Hyperspectral Datasets&lt;/h3&gt;<br /> <br /> * [http://www.ehu.es/ccwintco/index.php/Hyperspectral_Remote_Sensing_Scenes Hyperspectral Remote Sensing Scenes]<br /> * [http://www.ehu.es/ccwintco/index.php/Hyperspectral_Camera_SOC710_Nature_Datasets Our own dataset!]<br /> * [http://personalpages.manchester.ac.uk/staff/david.foster/Hyperspectral_images_of_natural_scenes_04.html Foster Hyperspectral Images]<br /> * [http://www.foi.se/FOI/templates/Page____9189.aspx FOI HyperSpectral Images]<br /> * [http://www.spectir.com/download.html Spectir Hyperspectral Images]<br /> * [http://www.cvc.uab.es/color_calibration/Bristol_Hyper/ Bristol Hyperspecrtal Images]<br /> * [https://sourceforge.net/p/hyperspectralim/wiki/Home/ SourceForge repository]<br /> * [https://sourceforge.net/projects/hyperspectralim/ SourceForge Hyperspectral repository]<br /> <br /> <br /> &lt;h3&gt;Medical Datasets&lt;/h3&gt;<br /> <br /> * [http://www.oasis-brains.org OASIS]<br /> * [http://fcon_1000.projects.nitrc.org/index.html INDI - 1000 Functional Connectomes Project]<br /> * [http://adni.loni.ucla.edu/ ADNI]<br /> * [http://www.nitrc.org/projects/brainmap BrainMap]<br /> * [http://rad.med.hokudai.ac.jp/research/fa/index_e.php Fractional Anisotropy Database]<br /> * [http://insight-journal.org/midas MIDAS]<br /> * [http://www.childmind.org/en/healthy-brain-network/abide/ ABIDE]<br /> * [http://fcon_1000.projects.nitrc.org/indi/retro/cobre.html COBRE-Schizophrenia]<br /> <br /> <br /> == Target journals ==<br /> <br /> * [http://ieeexplore.ieee.org/xpl/RecentIssue.jsp?punumber=91 IEEE Transactions on Fuzzy Systems (IF 5.484)]<br /> * [http://ieeexplore.ieee.org/xpl/RecentIssue.jsp?reload=true&amp;punumber=34 IEEE Transactions on Pattern Analysis and Machine Intelligence (IF 4.795)]<br /> * [http://www.journals.elsevier.com/knowledge-based-systems/ Knowledge-Based Systems (IF 4.104)]<br /> * [http://www.journals.elsevier.com/information-sciences/ Information Sciences (IF 3.643)]<br /> * [http://ieeexplore.ieee.org/xpl/RecentIssue.jsp?punumber=36 IEEE Transactions on Geoscience and Remote Sensing (IF 3.467)]<br /> * [http://ieeexplore.ieee.org/xpl/RecentIssue.jsp?punumber=4609443 IEEE Journal of Selected Topics in Applied Earth Observations and Remote Sensing (IF 2.874))]<br /> * [http://www.springer.com/computer/ai/journal/11063 Neural Processing Letters (IF 1.240)]<br /> <br /> <br /> == Utilities ==<br /> <br /> * [http://www.ehu.es/ccwintco/uploads/2/2d/Vision_20140908.pdf Intro 08/09/2014]<br /> * [https://www.accesowok.fecyt.es/jcr JCR]<br /> * [https://www.accesowok.fecyt.es/?page_id=658 Web of Knowledge]<br /> * [https://gestion-empleado.ehu.es Gestión de empleados UPV/EHU]<br /> * [http://gestioncvb.ehu.es Gestión de aulas virtuales]<br /> * [http://moodle5.ehu.es/ MOODLE]<br /> * [https://gestion.ehu.es/gaur GAUR]<br /> * [http://www.tic.ehu.es/p265-shintrct/es/contenidos/informacion/wifi/es_wifi/wifi_manual.html Eduroam UPV/EHU]<br /> * [http://www.tic.ehu.es/p265-shintrct/es/contenidos/enlace/vpn_indice/es_indizea/vpn_indizea.html VPN UPV/EHU]<br /> * [https://github.com/borjaayerdi My github]<br /> * [https://www.linkedin.com/pub/borja-ayerdi-vilches/3a/b87/12b My LinkedIn]<br /> * [http://scholar.google.es/citations?user=bVAL794AAAAJ My Google Scholar]<br /> * [http://braincloudcomputing.com Brain Cloud Computing (BCC)]<br /> * [http://bcig.eu/ BCIG]<br /> * [http://gitlab.braincloudcomputing.com/ Gitlab]<br /> * [http://www.cpt.univ-mrs.fr/~masson/latex/Beamer-appearance-cheat-sheet.pdf Beamer appearance cheat sheet]<br /> <br /> == Tutorials ==<br /> <br /> * [[Media:Git for dummies.png | Git Cheat sheet for Dummies.]]<br /> * [http://roundhere.net/journal/virtualenv-ubuntu-12-10/ Virtual enviroment (Ubuntu)]<br /> * [http://sebastianraschka.com/Articles/2014_matrix_cheatsheet.html Matrix Cheat Sheet MATLAB, Python NumPy, R, and Julia]<br /> * [http://bioinformatiquillo.wordpress.com/2009/06/17/beamerposter-posters-elegantes-con-la-clase-latex-beamer-en-lyx-y-presentaciones-en-formato-panoramico/ Beamer poster LyX]<br /> * [http://nbviewer.ipython.org/url/jakevdp.github.com/downloads/notebooks/XKCD_plots.ipynb XKCD plots]<br /> * [https://github.com/mwaskom/ziegler Ziegler: fMRI Reporting Webapp]</div> Borja.ayerdi https://ehu.eus/ccwintco/index.php?title=Miembros&diff=18704 Miembros 2016-05-16T14:21:30Z <p>Borja.ayerdi: /* Doctores egresados que no son profesores de la UPV/EHU */</p> <hr /> <div>==Profesorado UPV/EHU==<br /> <br /> *[[usuario:fx.albizuri | Albizuri, Xabier]]<br /> *[[usuario:Alicia.danjou | D'Anjou, Alicia]]<br /> *[[usuario:Bortx | Fernandez, Borja]]<br /> *[[usuario:josune.gallego | Gallego, Josune]]<br /> *[[usuario:AI.Gonzalez | González, Ana Isabel]]<br /> *[[usuario:manuel.grana | Graña, Manuel]]<br /> *[[usuario:Eloy.irigoyen| Irigoyen, Eloy]]<br /> *[[usuario:joseluis.jimenez | Jiménez, José Luis]]<br /> *[[usuario:juantonio.jimenezdevicuna | Jiménez de Vicuña, Juan Antonio]]<br /> *[[usuario:jm.lopez | López Guede, José Manuel]]<br /> *[[usuario:jmaiora | Maiora Oria, Josu]]<br /> *[[usuario:mariaeugenia.martinez | Martínez, Maria Eugenia]]<br /> *[[usuario:jibmomoa | Moujahid, Abdelmalik]]<br /> *[[usuario:Ekaitz.Zulueta | Zulueta, Ekaitz]]<br /> <br /> == Jubilados ==<br /> *[[usuario:Fernando.Ferreres | Ferreres, Fernando]]<br /> *[[usuario:Francisco.torrealdea | Torrealdea, Francisco Javier]]<br /> <br /> ==Doctorandos==<br /> <br /> <br /> * [[usuario:david.nunez | Jose David Nuñez Gonzalez]]<br /> <br /> * [[usuario:leire.ozaeta | Leire Ozaeta]]<br /> <br /> * [[usuario:oier.echaniz | Oier Echaniz]]<br /> <br /> * Julian Estevez<br /> <br /> * Maider<br /> <br /> * Eduardo Carrasco<br /> <br /> ==Doctores egresados que no son profesores de la UPV/EHU==<br /> *[[usuario:Borja.ayerdi | Borja Ayerdi]] Data Scientist - [http://www.nemsolutions.com/ NEM Solutions]<br /> *[[usuario:ion.marques | Marqués, Ion]]<br /> *[[usuario:Alexsavio | Savio, Alexandre]] post doc, promotor de Neurita, Brain Cloud Computing, post doc en la Technische Universitaet Muenchen<br /> *[http://www.cvc.uab.es/personal2.asp?id=287 Bogdan Raducanu]<br /> *[[usuario:orlmaldonado | Maldonado, Orlando]] actualmente en la Universidad de Pamplona en Colombia<br /> * Imanol Echave, trabaja en RSI internacional con sede en Paris.<br /> *[[usuario:Andoni.beristain | Beristain, Andoni]] actualmente en Vicomtech<br /> *[[usuario:zechegoyen | Echegoyen, Zelmar]] actualmente en Tecnalia. [http://www.ehu.es/ccwintco/groupware/index.php?menuaction=phpbrain.uikb.view_article&amp;art_id=165&amp;query=zelmar]<br /> *[[usuario:Ctoro | Toro, Carlos]] en Vicomtech<br /> *[[Macia, Ivan ]] en Vicomtech<br /> *[[Ramón Moreno Jiménez | Moreno Jiménez, Ramón]] postdoc en el GIC hasta diciembre 2012<br /> *[[usuario:maitelasarte | García-Sebastián, Maite]] <br /> *[[usuario:i.rebollo | Rebollo, Israel]] en Informatica 68 I+D S.L.<br /> *[[usuario:ivan.villaverde | Villaverde, Ivan]], actualmente en Tecnalia. [http://www.ehu.es/ccwintco/groupware/index.php?menuaction=phpbrain.uikb.view_article&amp;art_id=159]<br /> *[[usuario:maveganzones | Veganzones, Miguel Ángel]] en GIPSA-Lab, INP Universidad de Grenoble<br /> *[[usuario:ibarandiaran | Barandiarán, Iñigo]] en Vicomtech<br /> *[[usuario:daria.chizhik | Chyzhyk, Darya]] postodoc en la UPV/EHU<br /> *[[usuario:Elsa.Fernandez | Fernández, Elsa]]<br /> *[[usuario:eider.sanchez | Eider Sanchez]]<br /> * [[usuario:Rosalia | Rosalia Dacosta Aguayo]]<br /> <br /> == antiguos alumnos que no han realizado la tesis ==<br /> <br /> *[[usuario:pablo.ayala | Ayala, Pablo]]<br /> *[[usuario:josu.larranaga | Larrañaga, Josu]]<br /> *[[usuario:mikel.pajares | Pajares, Mikel]]<br /> *[[usuario:mai.termenon | Termenón, Maite]]<br /> *[[usuario:David.vicente | Vicente, David]]<br /> <br /> ==Grupos y personas con las que el grupo mantiene contacto==<br /> <br /> * Aalto University<br /> ** Francesco Corona [http://users.ics.tkk.fi/fcorona/]<br /> <br /> * Amparo Alonso Betanzos [http://aliana.dc.fi.udc.es/www-lidia/]<br /> <br /> * [http://bisite.usal.es/ Biomedicina, Sistemas Informáticos Inteligentes y Tecnología Educativa (BISITE)]<br /> ** Juan Corchado<br /> * [http://gti.upf.edu/catala/equip/00index_html Josep Blat]<br /> <br /> *[http://www.brahnam.info/index.php Sheryl Brhanam]<br /> <br /> * [http://www.icm.csic.es/ Instituto de Ciencias del Mar, CSIC]<br /> ** Emilio R. García Ladona<br /> <br /> * [http://www.cvc.uab.es/ Computer Vision Center]<br /> ** Bogdan Raducanu<br /> ** Juan J. Villanueva<br /> ** [http://www.cvc.uab.es/personal2.asp?id=76 Jordi Vitriá]<br /> <br /> * Javie de Lope Asian, UPM, [http://www.dia.fi.upm.es/~jdlope/publications.html]<br /> * [http://www2.ubu.es/gicap/ Emilio Corchado]<br /> <br /> <br /> * [http://home.utad.pt/~floresta Departamento Florestal - Universidade de Trás-os-Montes e Alto Douro]<br /> ** Domingos Lopes<br /> ** Leonia Nunes<br /> * Depto. Tecnología Informática y Computación, Universidad de Alicante<br /> ** [http://www.dtic.ua.es/~jgarcia José García]<br /> * [http://www.gii.udc.es Grupo Integrado de Ingeniería, Universidad de A Coruña]<br /> ** Richard J. Duro<br /> <br /> * Hatami, Nima [http://inls.ucsd.edu/~nima/]<br /> <br /> *INSTEC [http://www.instec.cu/]<br /> * [http://gici.uab.es/index.html Group of Interactive Coding of Images]<br /> ** Joan Serra<br /> * [http://www.ucm.es/info/QCAFCAII/grupos%20de%20investigacion.htm Instituto de Estudios Biofuncionales UCM]<br /> ** Manuel Cortijo<br /> ** Jesús Ruíz-Cabello<br /> * [http://www.innovaevision.com/ Innovae Vision]<br /> * [http://iiu.teikav.edu.gr/users/vgkabs Vassilis G. Kaburlasos]<br /> <br /> *KES International, Robert Howlett [http://www.rjhowlett.co.uk/]<br /> * Li-Wei Kuo, National Health Research Institutes, Taiwan <br /> <br /> * [http://www.fmri.uji.es/ Laboratorio de Neuroimagen funcional UJI] [http://www.ehu.es/ccwintco/groupware/index.php?menuaction=phpbrain.uikb.view_article&amp;art_id=408 en el groupware]<br /> ** Cesar Avila<br /> ** Alfonso Roberto Barrós Loscertales<br /> <br /> * [http://www2.hud.ac.uk/staffprofiles/staffcv.php?staffid=67 Joan Lu]<br /> * [http://www.umbc.edu/rssipl/people/aplaza/ Antonio Plaza] [http://www.unex.es/investigacion/grupos/hypercomp Grupo Hypercomp, Universidad de Extremadura]<br /> * [http://www3.uji.es/~pobil/ Angel P. del Pobil]<br /> * [http://atc.ugr.es/~aprieto/ Alberto Prieto]<br /> * [http://www.upriss.org.uk/top/research.html Uta Priss]<br /> * [http://www.ccd.uab.es/~josep/ Josep Rifá]<br /> * [http://www.cise.ufl.edu/~ritter/ Gerhard X. Ritter]<br /> <br /> *Dimitri Solomatine, Professor, Head of the Hydroinformatics Chair Group, UNESCO-IHE Institute for Water Education Web page: http://www.unesco-ihe.org/hi/sol<br /> <br /> <br /> *[http://samos.univ-paris1.fr/spip/ SAMOS Universite Paris 1]<br /> ** [http://samos.univ-paris1.fr/spip/COTTRELL-Marie?var_recherche=marie%20cottrell Marie Cottrell]<br /> * [http://www.multimag.es/grupo_UNED_02_detalle.php?User_Session=3a15fe34e375c95cf069c8aafd4948d7 Manuel Sebastian, Grupo de Investigación en Envejecimiento y Enfermedades Neurodegenerativas.UNED.]<br /> * Ann K. Shinn [http://www.ehu.es/ccwintco/groupware/index.php?menuaction=phpbrain.uikb.view_article&amp;art_id=406 sobre los datos]<br /> * [http://www.ime.unicamp.br/~sussner/ Peter Sussner]<br /> * Harri Valpola<br /> * [http://www.dice.ucl.ac.be/~verleyse/ Michael Verleysen]<br /> *P.P. Wang, Duke University, Prof. emeritus<br /> <br /> ==Visitantes==<br /> ; Provenientes del [http://www.isbs.fr/ ISBS] de la Universidad Paris XII<br /> <br /> * Mayo-Julio 2008: Jean Luc Lor, Charlotte Rosak [[lor-rosak-working-page|Working page]] sus cosas en el groupware están en[http://www.ehu.es/ccwintco/groupware/index.php?menuaction=phpbrain.uikb.view_article&amp;art_id=137] Cosas de skull stripping [http://www.ehu.es/ccwintco/groupware/index.php?menuaction=phpbrain.uikb.view_article&amp;art_id=124&amp;query=skull%2Bstripping]<br /> * Mayo-Julio 2010: Juliette Charpentier, trabajando sobre imagen de resonancia magnética de difusión DTI<br /> <br /> ==Redes de las que el grupo es miembro==<br /> * [http://www.redaf.es/ Red de Agentes Físicos] (Miembro del GIC de contacto con la red: José Manuel López Guede)</div> Borja.ayerdi https://ehu.eus/ccwintco/index.php?title=Miembros&diff=18702 Miembros 2016-05-16T14:20:28Z <p>Borja.ayerdi: /* Doctorandos */</p> <hr /> <div>==Profesorado UPV/EHU==<br /> <br /> *[[usuario:fx.albizuri | Albizuri, Xabier]]<br /> *[[usuario:Alicia.danjou | D'Anjou, Alicia]]<br /> *[[usuario:Bortx | Fernandez, Borja]]<br /> *[[usuario:josune.gallego | Gallego, Josune]]<br /> *[[usuario:AI.Gonzalez | González, Ana Isabel]]<br /> *[[usuario:manuel.grana | Graña, Manuel]]<br /> *[[usuario:Eloy.irigoyen| Irigoyen, Eloy]]<br /> *[[usuario:joseluis.jimenez | Jiménez, José Luis]]<br /> *[[usuario:juantonio.jimenezdevicuna | Jiménez de Vicuña, Juan Antonio]]<br /> *[[usuario:jm.lopez | López Guede, José Manuel]]<br /> *[[usuario:jmaiora | Maiora Oria, Josu]]<br /> *[[usuario:mariaeugenia.martinez | Martínez, Maria Eugenia]]<br /> *[[usuario:jibmomoa | Moujahid, Abdelmalik]]<br /> *[[usuario:Ekaitz.Zulueta | Zulueta, Ekaitz]]<br /> <br /> == Jubilados ==<br /> *[[usuario:Fernando.Ferreres | Ferreres, Fernando]]<br /> *[[usuario:Francisco.torrealdea | Torrealdea, Francisco Javier]]<br /> <br /> ==Doctorandos==<br /> <br /> <br /> * [[usuario:david.nunez | Jose David Nuñez Gonzalez]]<br /> <br /> * [[usuario:leire.ozaeta | Leire Ozaeta]]<br /> <br /> * [[usuario:oier.echaniz | Oier Echaniz]]<br /> <br /> * Julian Estevez<br /> <br /> * Maider<br /> <br /> * Eduardo Carrasco<br /> <br /> ==Doctores egresados que no son profesores de la UPV/EHU==<br /> *[[usuario:ion.marques | Marqués, Ion]]<br /> *[[usuario:Alexsavio | Savio, Alexandre]] post doc, promotor de Neurita, Brain Cloud Computing, post doc en la Technische Universitaet Muenchen<br /> *[http://www.cvc.uab.es/personal2.asp?id=287 Bogdan Raducanu]<br /> *[[usuario:orlmaldonado | Maldonado, Orlando]] actualmente en la Universidad de Pamplona en Colombia<br /> * Imanol Echave, trabaja en RSI internacional con sede en Paris.<br /> *[[usuario:Andoni.beristain | Beristain, Andoni]] actualmente en Vicomtech<br /> *[[usuario:zechegoyen | Echegoyen, Zelmar]] actualmente en Tecnalia. [http://www.ehu.es/ccwintco/groupware/index.php?menuaction=phpbrain.uikb.view_article&amp;art_id=165&amp;query=zelmar]<br /> *[[usuario:Ctoro | Toro, Carlos]] en Vicomtech<br /> *[[Macia, Ivan ]] en Vicomtech<br /> *[[Ramón Moreno Jiménez | Moreno Jiménez, Ramón]] postdoc en el GIC hasta diciembre 2012<br /> *[[usuario:maitelasarte | García-Sebastián, Maite]] <br /> *[[usuario:i.rebollo | Rebollo, Israel]] en Informatica 68 I+D S.L.<br /> *[[usuario:ivan.villaverde | Villaverde, Ivan]], actualmente en Tecnalia. [http://www.ehu.es/ccwintco/groupware/index.php?menuaction=phpbrain.uikb.view_article&amp;art_id=159]<br /> *[[usuario:maveganzones | Veganzones, Miguel Ángel]] en GIPSA-Lab, INP Universidad de Grenoble<br /> *[[usuario:ibarandiaran | Barandiarán, Iñigo]] en Vicomtech<br /> *[[usuario:daria.chizhik | Chyzhyk, Darya]] postodoc en la UPV/EHU<br /> *[[usuario:Elsa.Fernandez | Fernández, Elsa]]<br /> *[[usuario:eider.sanchez | Eider Sanchez]]<br /> * [[usuario:Rosalia | Rosalia Dacosta Aguayo]]<br /> <br /> == antiguos alumnos que no han realizado la tesis ==<br /> <br /> *[[usuario:pablo.ayala | Ayala, Pablo]]<br /> *[[usuario:josu.larranaga | Larrañaga, Josu]]<br /> *[[usuario:mikel.pajares | Pajares, Mikel]]<br /> *[[usuario:mai.termenon | Termenón, Maite]]<br /> *[[usuario:David.vicente | Vicente, David]]<br /> <br /> ==Grupos y personas con las que el grupo mantiene contacto==<br /> <br /> * Aalto University<br /> ** Francesco Corona [http://users.ics.tkk.fi/fcorona/]<br /> <br /> * Amparo Alonso Betanzos [http://aliana.dc.fi.udc.es/www-lidia/]<br /> <br /> * [http://bisite.usal.es/ Biomedicina, Sistemas Informáticos Inteligentes y Tecnología Educativa (BISITE)]<br /> ** Juan Corchado<br /> * [http://gti.upf.edu/catala/equip/00index_html Josep Blat]<br /> <br /> *[http://www.brahnam.info/index.php Sheryl Brhanam]<br /> <br /> * [http://www.icm.csic.es/ Instituto de Ciencias del Mar, CSIC]<br /> ** Emilio R. García Ladona<br /> <br /> * [http://www.cvc.uab.es/ Computer Vision Center]<br /> ** Bogdan Raducanu<br /> ** Juan J. Villanueva<br /> ** [http://www.cvc.uab.es/personal2.asp?id=76 Jordi Vitriá]<br /> <br /> * Javie de Lope Asian, UPM, [http://www.dia.fi.upm.es/~jdlope/publications.html]<br /> * [http://www2.ubu.es/gicap/ Emilio Corchado]<br /> <br /> <br /> * [http://home.utad.pt/~floresta Departamento Florestal - Universidade de Trás-os-Montes e Alto Douro]<br /> ** Domingos Lopes<br /> ** Leonia Nunes<br /> * Depto. Tecnología Informática y Computación, Universidad de Alicante<br /> ** [http://www.dtic.ua.es/~jgarcia José García]<br /> * [http://www.gii.udc.es Grupo Integrado de Ingeniería, Universidad de A Coruña]<br /> ** Richard J. Duro<br /> <br /> * Hatami, Nima [http://inls.ucsd.edu/~nima/]<br /> <br /> *INSTEC [http://www.instec.cu/]<br /> * [http://gici.uab.es/index.html Group of Interactive Coding of Images]<br /> ** Joan Serra<br /> * [http://www.ucm.es/info/QCAFCAII/grupos%20de%20investigacion.htm Instituto de Estudios Biofuncionales UCM]<br /> ** Manuel Cortijo<br /> ** Jesús Ruíz-Cabello<br /> * [http://www.innovaevision.com/ Innovae Vision]<br /> * [http://iiu.teikav.edu.gr/users/vgkabs Vassilis G. Kaburlasos]<br /> <br /> *KES International, Robert Howlett [http://www.rjhowlett.co.uk/]<br /> * Li-Wei Kuo, National Health Research Institutes, Taiwan <br /> <br /> * [http://www.fmri.uji.es/ Laboratorio de Neuroimagen funcional UJI] [http://www.ehu.es/ccwintco/groupware/index.php?menuaction=phpbrain.uikb.view_article&amp;art_id=408 en el groupware]<br /> ** Cesar Avila<br /> ** Alfonso Roberto Barrós Loscertales<br /> <br /> * [http://www2.hud.ac.uk/staffprofiles/staffcv.php?staffid=67 Joan Lu]<br /> * [http://www.umbc.edu/rssipl/people/aplaza/ Antonio Plaza] [http://www.unex.es/investigacion/grupos/hypercomp Grupo Hypercomp, Universidad de Extremadura]<br /> * [http://www3.uji.es/~pobil/ Angel P. del Pobil]<br /> * [http://atc.ugr.es/~aprieto/ Alberto Prieto]<br /> * [http://www.upriss.org.uk/top/research.html Uta Priss]<br /> * [http://www.ccd.uab.es/~josep/ Josep Rifá]<br /> * [http://www.cise.ufl.edu/~ritter/ Gerhard X. Ritter]<br /> <br /> *Dimitri Solomatine, Professor, Head of the Hydroinformatics Chair Group, UNESCO-IHE Institute for Water Education Web page: http://www.unesco-ihe.org/hi/sol<br /> <br /> <br /> *[http://samos.univ-paris1.fr/spip/ SAMOS Universite Paris 1]<br /> ** [http://samos.univ-paris1.fr/spip/COTTRELL-Marie?var_recherche=marie%20cottrell Marie Cottrell]<br /> * [http://www.multimag.es/grupo_UNED_02_detalle.php?User_Session=3a15fe34e375c95cf069c8aafd4948d7 Manuel Sebastian, Grupo de Investigación en Envejecimiento y Enfermedades Neurodegenerativas.UNED.]<br /> * Ann K. Shinn [http://www.ehu.es/ccwintco/groupware/index.php?menuaction=phpbrain.uikb.view_article&amp;art_id=406 sobre los datos]<br /> * [http://www.ime.unicamp.br/~sussner/ Peter Sussner]<br /> * Harri Valpola<br /> * [http://www.dice.ucl.ac.be/~verleyse/ Michael Verleysen]<br /> *P.P. Wang, Duke University, Prof. emeritus<br /> <br /> ==Visitantes==<br /> ; Provenientes del [http://www.isbs.fr/ ISBS] de la Universidad Paris XII<br /> <br /> * Mayo-Julio 2008: Jean Luc Lor, Charlotte Rosak [[lor-rosak-working-page|Working page]] sus cosas en el groupware están en[http://www.ehu.es/ccwintco/groupware/index.php?menuaction=phpbrain.uikb.view_article&amp;art_id=137] Cosas de skull stripping [http://www.ehu.es/ccwintco/groupware/index.php?menuaction=phpbrain.uikb.view_article&amp;art_id=124&amp;query=skull%2Bstripping]<br /> * Mayo-Julio 2010: Juliette Charpentier, trabajando sobre imagen de resonancia magnética de difusión DTI<br /> <br /> ==Redes de las que el grupo es miembro==<br /> * [http://www.redaf.es/ Red de Agentes Físicos] (Miembro del GIC de contacto con la red: José Manuel López Guede)</div> Borja.ayerdi https://ehu.eus/ccwintco/index.php?title=Usuario:Borja.ayerdi&diff=18700 Usuario:Borja.ayerdi 2016-05-16T14:19:02Z <p>Borja.ayerdi: /* Publications */</p> <hr /> <div>[[Imagen:Borja-Color.jpg | right | 350px | alt=Borja Ayerdi photo]]<br /> <br /> == Borja Ayerdi Vilches ==<br /> <br /> ''Imagine the future, change the present''<br /> <br /> &lt;h3&gt;Personal Data&lt;/h3&gt;<br /> <br /> * &lt;b&gt;E-mail:&lt;/b&gt; borja.ayerdi@ehu.es <br /> <br /> * &lt;b&gt;Address:&lt;/b&gt;<br /> :Computational Intelligence Group <br /> :Computer Science Faculty - Lab. 307 <br /> :University Of The Basque Country (UPV/EHU) <br /> :Paseo Manuel Lardizabal 1 - CP: 20018 Donostia/San Sebastián (GIPUZKOA) - Spain<br /> <br /> * &lt;b&gt;Tfno.:&lt;/b&gt; (+34) 943.01.80.47<br /> <br /> == Studies ==<br /> <br /> * PhD Thesis: ''Contributions to Ensemble Classifiers with Image Analysis Applications''. Director: Prof. Manuel Graña Romay. (18/Dec/2015)<br /> ** [[media:Tesis-Borja-Ayerdi-2015-12-14.pdf|PhD Thesis]]<br /> ** [[media:Borja-Ayerdi-slides tesis.pdf|Dissertation slides]]<br /> * [http://www.kisa.ehu.es/ Masters Degree in Computational Engineering and Intelligent Systems] (2011/2012) - Universidad del País Vasco (UPV/EHU).<br /> * Computer Science Engineer (2009/2011) - Universidad del País Vasco (UPV/EHU).<br /> * Technical Engineering in Information Management (2006/2009) - Universidad del País Vasco (UPV/EHU).<br /> <br /> <br /> == Accreditations ==<br /> <br /> * PhD assistant Lecturer ([http://www.aneca.es/eng ANECA], The National Agency for Quality Assessment and Accreditation of Spain) <br /> <br /> <br /> == Research Areas ==<br /> <br /> * Medical Image segmentation and registration.<br /> * Machine Learning application to medical image processing.<br /> * Extreme Learning Machines.<br /> * Hyperspectral imaging.<br /> * Social Networks.<br /> * Big data.<br /> * Active learning.<br /> * Hybrid classification ensembles.<br /> <br /> <br /> == Working experience ==<br /> <br /> * January 2012 - ongoing: [http://www.hezkuntza.ejgv.euskadi.net/r43-5552/es/contenidos/informacion/dib4/es_2035/bfi2_c.html Beca predoctoral / Predoctoral fellowship] granted by Gobierno Vasco / Basque Government.<br /> <br /> * September 2011 - December 2011: Personal Investigador Contratado / Hired researcher at Universidad del País Vasco (UPV/EHU), [http://www.ehu.es/ccwintco/ Computational Intelligence Group].<br /> : Project: EVARTRAC CIRUGÍA GUIADA POR IMAGEN: APLICACIÓN A LA REPARACIÓN ENDOVASCULAR DE ANEURISMAS DE AORTA.<br /> <br /> <br /> == Teaching ==<br /> <br /> * Computer Vision (UPV/EHU 2015/2016)<br /> * Computer Vision (UPV/EHU 2014/2015)<br /> * Machine Learning and Neural Networks (UPV/EHU 2013/2014)<br /> <br /> == Courses ==<br /> <br /> * Vitoria-Gasteiz 2009 - (Intensive Programme) Network Security and 4n6<br /> <br /> <br /> == Intership ==<br /> <br /> * 2013 - [http://www.kssk.pwr.wroc.pl/machine-learning-team/1469/?lang=en Machine Learning Group], Wrocław University of Technology, Poland with Prof. Michal Wozniak<br /> <br /> <br /> == Research projects participation ==<br /> <br /> * Proyecto: Aprendizaje cooperativo inter e intragrupal en el submodulo de escructura y arquitectura de computadores.<br /> ** Entidad adjudicataria: UPV/EHU, Proyecto de Innovación Educativa 6719.<br /> ** Investigador principal: Jose Manuel Lopez Guede.<br /> ** Fechas: 2014 – 2015.<br /> <br /> <br /> * Proyecto: Técnicas de inteligencia computacional en el proceso de imagen hiperespectral y aplicaciones.<br /> ** Entidad adjudicataria: Ministerio de Ciencia e Innovación del Gobierno Español, TIN2011-28753-C02-02.<br /> ** Investigador principal: Prof. Alicia d'Anjou.<br /> ** Fechas: 2011 – 2013.<br /> <br /> <br /> == Publications ==<br /> <br /> &lt;h3&gt;<br /> 2016<br /> &lt;/h3&gt;<br /> <br /> * J. David Nuñez-Gonzalez, Borja Ayerdi, Manuel Graña, Michał Wozniak<br /> : &quot;A New Heuristic for Influence Maximization in Social Networks&quot;<br /> : ''Logic journal of the IGPL''<br /> : JCR 2015 - 0.461<br /> <br /> <br /> * Borja Ayerdi, Manuel Grana<br /> : &quot;Anticipative Hybrid Extreme Rotation Forest&quot;<br /> : ''ICCS 2016, San Diego, June 2016 [http://www.iccs-meeting.org/iccs2016/]''<br /> <br /> <br /> <br /> &lt;h3&gt;<br /> 2015<br /> &lt;/h3&gt;<br /> <br /> * Borja Ayerdi, Manuel Graña<br /> : &quot;Hyperspectral Image Analysis by Spectral-Spatial Processing and Anticipatively Tuned Hybrid Extreme Rotation Forest Classification&quot;<br /> : ''IEEE Transactions on Geoscience and Remote Sensing (TGARS)''<br /> : JCR 2014 - 3.514<br /> <br /> <br /> <br /> * Ariadna Besga, Itxaso González-Ortega, Enrique Echeburúa, Alexandre Savio, Borja Ayerdi, Darya Chyzhyk, Jose LM Madrigal, Juan C. Leza, Manuel Graña, Ana González-Pinto<br /> : &quot;Discrimination between Alzheimer’s Disease and Late Onset Bipolar Disorder using multivariate analysis&quot;<br /> : ''Frontiers in Aging Neuroscience''<br /> : JCR 2014 - 4.000<br /> <br /> <br /> * A Besga-Basterra, B Ayerdi, G Alcalde-Behold, A Manzano-Ramirez, P Lopetegui-Eraso, M Graña, A González-Pinto-Arrillaga<br /> : &quot;Risk factors for emergency department short time readmission in stratified population&quot;<br /> : ''Biomed Research International''<br /> : JCR 2014 - 1.579<br /> <br /> <br /> * Borja Ayerdi, Oier Echaniz, Alexandre Savio, Manuel Graña <br /> : “Automated segmentation of subcutaneous and visceral adipose tissues from MRI”<br /> : ''InMed 2015''<br /> <br /> <br /> * Borja Ayerdi, Manuel Graña<br /> : &quot;Random Forest Active Learning for Detecting Blood Vessels in Angiography&quot;<br /> : ''CORES 2015''<br /> <br /> <br /> * Ariadna Besga-Basterra, Darya Chyzhyk, Itxaso González-Ortega, Alexandre Savio, Borja Ayerdi, Jon Echeveste, Manuel Graña, Ana González-Pinto<br /> : &quot;White matter anatomical correlates with biomarkers discriminating between Alzheimer’s Disease and Late Onset Bipolar Disorder by eigenanatomy on fractional anisotropy imaging&quot;<br /> : ''Current Alzheimer Research''<br /> : JCR 2014 - 3.889 (Q1 Clin Neurol, T1 Neurosciences)<br /> <br /> <br /> * Borja Ayerdi, Manuel Graña<br /> : &quot;Hyperspectral Image Nonlinear Unmixing and Reconstruction by ELM Regression Ensemble&quot;<br /> : ''Neurocomputing''<br /> : JCR 2014 - 2.083 (Q1 CSAI) / [5-Year Impact Factor: 2.292]<br /> <br /> <br /> &lt;h3&gt;<br /> 2014<br /> &lt;/h3&gt;<br /> <br /> * Borja Ayerdi, Manuel Graña<br /> : &quot;Hyperspectral Image Nonlinear Unmixing by Ensemble ELM Regression&quot;<br /> : Jiuwen Cao et al. (Eds.): Proceedings of ELM-2014 Volume 2, Proceedings in Adaptation, Learning and Optimization1, pp. 289-297. Springer. <br /> <br /> <br /> * Borja Ayerdi, Ion Marqués and Manuel Grana<br /> : &quot;Spatially regularized semisupervised Ensembles of Extreme Learning Machines for hyperspectral image segmentation&quot;<br /> : ''Neurocomputing''<br /> : JCR 2014 - 2.083 (Q1 CSAI) / [5-Year Impact Factor: 2.292]<br /> <br /> <br /> * Borja Ayerdi, Manuel Grana<br /> : &quot;Hybrid Extreme Rotation Forest&quot;<br /> : ''Neural Networks''<br /> : JCR 2014 - 2.708 (Q1 CSAI) / [5-Year Impact Factor: 2.729]<br /> <br /> <br /> * Pawel Ksieniewicz, Dariusz Jankowski, Borja Ayerdi, Konrad Jackowski, Michal Wozniak and Manuel Graña<br /> : &quot;A Novel Hyperspectral Segmentation Algorithm - Concept and Evaluation&quot;<br /> : ''Logic Journal of the IGPL''<br /> : JCR 2012 - 1.136 (Q1 MATHEMATICS, Q1 APPLIED MATHEMATICS, Q1 LOGIC) / [5-Year Impact Factor: 0.79]<br /> <br /> <br /> &lt;h3&gt;<br /> 2013<br /> &lt;/h3&gt;<br /> <br /> * Borja Ayerdi, Ion Marqués and Manuel Grana<br /> : &quot;Spectral-spatial semi-supervised hyperspectral image segmentation using Ensembles of Extreme Learning Machines&quot;<br /> : ''ELM 2013, Beijing, October 15-17, 2013.''<br /> <br /> <br /> * J. Maiora , G. García , B. Ayerdi , M. Graña , M. De Blas<br /> : &quot;Active Learning enhanced with Expert Knowledge for Computed Tomography Image Segmentation&quot;<br /> : ''InMed 2013, Greece, 17-19 July, 2013.''<br /> <br /> <br /> * Borja Ayerdi, Josu Maiora, Manuel Graña<br /> : &quot;Aplications of Hybrid Extreme Rotation Forests for Image Segmentation&quot;<br /> : ''Journal of Hybrid Intelligent Systems''<br /> <br /> <br /> * Borja Ayerdi, Josu Maiora, Manuel Graña<br /> : &quot;Enhancing Active Learning Computed Tomography Image Segmentation with Domain Knowledge&quot;<br /> : ''HAIS 2013, Salamanca, 11-13 September, 2013.''<br /> <br /> <br /> * Borja Ayerdi, Alexandre Savio, Manuel Graña<br /> : &quot;Meta-ensembles of classifiers for Alzheimer's disease detection using independent ROI features&quot;<br /> : J.M. Ferrandez et al. (Eds.): IWINAC 2013, Part II, LNCS 7931, pp. 122--130. Springer, Heidelberg (2013) <br /> <br /> <br /> * Borja Ayerdi, Manuel Graña<br /> : &quot;On Spatial Regularization for Semisupervised Hyperspectral Image Segmentation Using Hybrid Extreme Rotation Forest&quot;<br /> : ''WHISPERS 2013, Gainesville, USA, 25-28 June, 2013.''<br /> <br /> <br /> * Darya Chyzhyk, Borja Ayerdi, Josu Maiora<br /> : &quot;Active Learning with Bootstrapped Dendritic Classifier applied to medical image segmentation&quot;<br /> : ''Pattern Recognition Letters''<br /> : JCR 2013 - 1.062 (T1, Q2 CSAI) / [5-Year Impact Factor: 1.466]<br /> <br /> <br /> * Josu Maiora, Borja Ayerdi, Manuel Graña<br /> : &quot;Random Forest Active Learning for Computed Tomography Angiography Image Segmentation&quot;<br /> : ''Neurocomputing''<br /> : JCR 2013 - 2.005 (Q1 CSAI) / [5-Year Impact Factor: 2.102]<br /> <br /> <br /> &lt;h3&gt;<br /> 2012<br /> &lt;/h3&gt;<br /> <br /> * Borja Ayerdi Vilches, Manuel Graña<br /> : &quot;Hybrid Extreme Rotation Forest&quot;.<br /> : ''ELM 2012, Singapore, 11-13 December, 2012''. <br /> <br /> <br /> * Borja Ayerdi, Josu Maiora, Manuel Graña<br /> : &quot;Active learning of Hybrid Extreme Rotation Forests for CTA image segmentation&quot;.<br /> : ''Hybrid Intelligent Systems (HIS), 2012 12th International Conference on (pp. 543-548)''. IEEE.<br /> <br /> <br /> &lt;h3&gt;<br /> 2010<br /> &lt;/h3&gt;<br /> <br /> * Ekaitz Zulueta Guerrero, Naiara Telleria Garay, Jose Manuel Lopez-Guede, Borja Ayerdi Vilches, Eider Egilegor Iragorri, David Lecumberri Castaños, Ana Belén de la Hoz Rastrollo and Carlos Pertusa Peña<br /> : &quot;Prediction of Bladder Cancer Recurrences Using Artificial Neural Networks&quot;<br /> : ''Lecture Notes in Computer Science, 2010, Volume 6076, Hybrid Artificial Intelligence Systems, Pages 492-499''.<br /> <br /> == Conferences ==<br /> <br /> * PyData 2014, Berlin ,25-27 July 2014.<br /> * Europython 2014, Berlin ,21-27 July 2014.<br /> * ELM 2013, Beijing, October 15-17, 2013.<br /> * HAIS 2013, Salamanca, 11-13 September, 2013. <br /> * WHISPERS 2013, Gainesville, USA, 25-28 June, 2013. <br /> * IWINAC 2013, Mallorca, 10-14 June, 2013. <br /> * FIA 2013, Dublin, 8-10 May, 2013. <br /> * ELM 2012, Singapore, 11-13 December 2012.<br /> * HIS 2012, Pune (India), 04-07 December 2012.<br /> <br /> == Reviewer ==<br /> <br /> * KES 2012<br /> * Pattern Recognition Letters<br /> * Neurocomputing<br /> * IEEE Journal of Selected Topics in Applied Earth Observations and Remote Sensing (JSTARS)<br /> * Pattern Analysis and Applications<br /> * InMed 2014<br /> <br /> == Organizer ==<br /> <br /> * Local organizing committee member of Europython 2015 ([http://ep2015.europython.eu/ Europython 2015])<br /> * Local organizing committee member of Python San Sebastian 2014 ([http://www.pyss.org Pyss14])<br /> * Local organizing committee member of the KES International Conference on Innovation in Medicine and Healthcare - ([http://inmed-14.innovationkt.org/ INMED 2014]) 7, 8 &amp; 9 July 2014, San Sebastian, Spain.<br /> * Local organizing committee member of the 16th International Conference on Knowledge-Based and Intelligent Information &amp; Engineering Systems – ([http://www.mirlabs.net/nwesp12/ KES 2012]) 10, 11 &amp; 12 September 2012, San Sebastian, Spain.<br /> <br /> == Other activities ==<br /> <br /> * Treasurer and board member of the non-profit Python San Sebastian society (ACPySS)<br /> * Treasurer and board member of the non-profit Euskopython society<br /> * Treasurer and board member of the non-profit Europython society (EPS)<br /> <br /> == Awards ==<br /> <br /> * Alexandre Savio, Borja Ayerdi y Manuel Graña: XIII Premio Manuel Laborde Werlinden, 2013 [http://entreprenari.com/html/cast/premios/mlaborde1.htm][http://www.basqueresearch.com/berria_irakurri.asp?Berri_Kod=4843&amp;hizk=I#.Ut475RC0qUk][http://www.diariovasco.com/20131211/economia/recibe-premio-manuel-laborde-201312111847.html][http://www.abc.es/agencias/noticia.asp?noticia=1549703][http://www.ehu.es/p200-content/es/contenidos/noticia/20131211_premio_laborde/es_laborde/20131211_premio_laborde.html]<br /> <br /> * Alexandre Savio, Borja Ayerdi y Manuel Graña: XXIV Premio Toribio Echevarria, 2014 [http://www.noticiasdegipuzkoa.com/2014/05/29/economia/los-toribio-premian-proyectos-de-tecnologia-computacional][http://www.toribioechevarria.com/eu/2013-2014ko-irabazleak/] [https://www.youtube.com/watch?v=gthFBCrw2VQ&amp;t=62m]<br /> <br /> * Videos [https://www.youtube.com/watch?v=_VUSjxMkxCo Euskadinnova] [https://www.youtube.com/watch?v=-0eNpmyOTxA Premios Toribio Echeverria]<br /> <br /> == Semana de la ciencia ==<br /> <br /> * XI Semana de la Ciencia 2011 ([http://www.diariovasco.com/v/20111112/al-dia-local/cientificos-20111112.html Diario Vasco])<br /> * XII Semana de la Ciencia 2012<br /> <br /> <br /> == Software ==<br /> * [http://www.ehu.es/ccwintco/index.php/GIC-source-code-free-libre GIC Source Code]<br /> * [http://www.ehu.es/ccwintco/uploads/6/69/HERF.tar.gz Hybrid Extreme Rotation Forest (HERF) basic code]<br /> * [http://www.ehu.es/ccwintco/uploads/c/c9/Farzad.zip Basic ELM code example]<br /> * [http://www.ehu.es/ccwintco/uploads/2/26/AdaHERF.zip Adaptative Extreme Rotation Forest (AdaHERF) python code]<br /> * [http://www.ehu.eus/ccwintco/uploads/1/1a/RotationForest-master.zip Rotation Forest python code]<br /> * [http://www.ehu.eus/ccwintco/index.php?title=Hyperspectral_Image_Nonlinear_Unmixing_and_Reconstruction_by_ELM_Regression_Ensemble_(MATLAB) Unmixing matlab code]<br /> <br /> == Datasets ==<br /> <br /> &lt;h3&gt;General Datasets&lt;/h3&gt;<br /> <br /> * [http://www.eecs.berkeley.edu/Research/Projects/CS/vision/grouping/segbench/ The Berkeley Segmentation Dataset and Benchmark]<br /> * [http://www.ehu.es/ccwintco/index.php/Hyperspectral_Remote_Sensing_Scenes Hyperspectral Remote Sensing Images (Salinas A, Salinas C, Indian Pines, Pavia University)]<br /> * [http://archive.ics.uci.edu/ml/ UCI Machine Learning Repository]<br /> * [[GIC-experimental-databases | Post-processed datasets by Alex Savio.]]<br /> <br /> <br /> &lt;h3&gt;Hyperspectral Datasets&lt;/h3&gt;<br /> <br /> * [http://www.ehu.es/ccwintco/index.php/Hyperspectral_Remote_Sensing_Scenes Hyperspectral Remote Sensing Scenes]<br /> * [http://www.ehu.es/ccwintco/index.php/Hyperspectral_Camera_SOC710_Nature_Datasets Our own dataset!]<br /> * [http://personalpages.manchester.ac.uk/staff/david.foster/Hyperspectral_images_of_natural_scenes_04.html Foster Hyperspectral Images]<br /> * [http://www.foi.se/FOI/templates/Page____9189.aspx FOI HyperSpectral Images]<br /> * [http://www.spectir.com/download.html Spectir Hyperspectral Images]<br /> * [http://www.cvc.uab.es/color_calibration/Bristol_Hyper/ Bristol Hyperspecrtal Images]<br /> * [https://sourceforge.net/p/hyperspectralim/wiki/Home/ SourceForge repository]<br /> * [https://sourceforge.net/projects/hyperspectralim/ SourceForge Hyperspectral repository]<br /> <br /> <br /> &lt;h3&gt;Medical Datasets&lt;/h3&gt;<br /> <br /> * [http://www.oasis-brains.org OASIS]<br /> * [http://fcon_1000.projects.nitrc.org/index.html INDI - 1000 Functional Connectomes Project]<br /> * [http://adni.loni.ucla.edu/ ADNI]<br /> * [http://www.nitrc.org/projects/brainmap BrainMap]<br /> * [http://rad.med.hokudai.ac.jp/research/fa/index_e.php Fractional Anisotropy Database]<br /> * [http://insight-journal.org/midas MIDAS]<br /> * [http://www.childmind.org/en/healthy-brain-network/abide/ ABIDE]<br /> * [http://fcon_1000.projects.nitrc.org/indi/retro/cobre.html COBRE-Schizophrenia]<br /> <br /> <br /> == Target journals ==<br /> <br /> * [http://ieeexplore.ieee.org/xpl/RecentIssue.jsp?punumber=91 IEEE Transactions on Fuzzy Systems (IF 5.484)]<br /> * [http://ieeexplore.ieee.org/xpl/RecentIssue.jsp?reload=true&amp;punumber=34 IEEE Transactions on Pattern Analysis and Machine Intelligence (IF 4.795)]<br /> * [http://www.journals.elsevier.com/knowledge-based-systems/ Knowledge-Based Systems (IF 4.104)]<br /> * [http://www.journals.elsevier.com/information-sciences/ Information Sciences (IF 3.643)]<br /> * [http://ieeexplore.ieee.org/xpl/RecentIssue.jsp?punumber=36 IEEE Transactions on Geoscience and Remote Sensing (IF 3.467)]<br /> * [http://ieeexplore.ieee.org/xpl/RecentIssue.jsp?punumber=4609443 IEEE Journal of Selected Topics in Applied Earth Observations and Remote Sensing (IF 2.874))]<br /> * [http://www.springer.com/computer/ai/journal/11063 Neural Processing Letters (IF 1.240)]<br /> <br /> <br /> == Utilities ==<br /> <br /> * [http://www.ehu.es/ccwintco/uploads/2/2d/Vision_20140908.pdf Intro 08/09/2014]<br /> * [https://www.accesowok.fecyt.es/jcr JCR]<br /> * [https://www.accesowok.fecyt.es/?page_id=658 Web of Knowledge]<br /> * [https://gestion-empleado.ehu.es Gestión de empleados UPV/EHU]<br /> * [http://gestioncvb.ehu.es Gestión de aulas virtuales]<br /> * [http://moodle5.ehu.es/ MOODLE]<br /> * [https://gestion.ehu.es/gaur GAUR]<br /> * [http://www.tic.ehu.es/p265-shintrct/es/contenidos/informacion/wifi/es_wifi/wifi_manual.html Eduroam UPV/EHU]<br /> * [http://www.tic.ehu.es/p265-shintrct/es/contenidos/enlace/vpn_indice/es_indizea/vpn_indizea.html VPN UPV/EHU]<br /> * [https://github.com/borjaayerdi My github]<br /> * [https://www.linkedin.com/pub/borja-ayerdi-vilches/3a/b87/12b My LinkedIn]<br /> * [http://scholar.google.es/citations?user=bVAL794AAAAJ My Google Scholar]<br /> * [http://braincloudcomputing.com Brain Cloud Computing (BCC)]<br /> * [http://bcig.eu/ BCIG]<br /> * [http://gitlab.braincloudcomputing.com/ Gitlab]<br /> * [http://www.cpt.univ-mrs.fr/~masson/latex/Beamer-appearance-cheat-sheet.pdf Beamer appearance cheat sheet]<br /> <br /> == Tutorials ==<br /> <br /> * [[Media:Git for dummies.png | Git Cheat sheet for Dummies.]]<br /> * [http://roundhere.net/journal/virtualenv-ubuntu-12-10/ Virtual enviroment (Ubuntu)]<br /> * [http://sebastianraschka.com/Articles/2014_matrix_cheatsheet.html Matrix Cheat Sheet MATLAB, Python NumPy, R, and Julia]<br /> * [http://bioinformatiquillo.wordpress.com/2009/06/17/beamerposter-posters-elegantes-con-la-clase-latex-beamer-en-lyx-y-presentaciones-en-formato-panoramico/ Beamer poster LyX]<br /> * [http://nbviewer.ipython.org/url/jakevdp.github.com/downloads/notebooks/XKCD_plots.ipynb XKCD plots]<br /> * [https://github.com/mwaskom/ziegler Ziegler: fMRI Reporting Webapp]</div> Borja.ayerdi https://ehu.eus/ccwintco/index.php?title=Usuario:Borja.ayerdi&diff=18698 Usuario:Borja.ayerdi 2016-05-16T14:18:47Z <p>Borja.ayerdi: /* Publications */</p> <hr /> <div>[[Imagen:Borja-Color.jpg | right | 350px | alt=Borja Ayerdi photo]]<br /> <br /> == Borja Ayerdi Vilches ==<br /> <br /> ''Imagine the future, change the present''<br /> <br /> &lt;h3&gt;Personal Data&lt;/h3&gt;<br /> <br /> * &lt;b&gt;E-mail:&lt;/b&gt; borja.ayerdi@ehu.es <br /> <br /> * &lt;b&gt;Address:&lt;/b&gt;<br /> :Computational Intelligence Group <br /> :Computer Science Faculty - Lab. 307 <br /> :University Of The Basque Country (UPV/EHU) <br /> :Paseo Manuel Lardizabal 1 - CP: 20018 Donostia/San Sebastián (GIPUZKOA) - Spain<br /> <br /> * &lt;b&gt;Tfno.:&lt;/b&gt; (+34) 943.01.80.47<br /> <br /> == Studies ==<br /> <br /> * PhD Thesis: ''Contributions to Ensemble Classifiers with Image Analysis Applications''. Director: Prof. Manuel Graña Romay. (18/Dec/2015)<br /> ** [[media:Tesis-Borja-Ayerdi-2015-12-14.pdf|PhD Thesis]]<br /> ** [[media:Borja-Ayerdi-slides tesis.pdf|Dissertation slides]]<br /> * [http://www.kisa.ehu.es/ Masters Degree in Computational Engineering and Intelligent Systems] (2011/2012) - Universidad del País Vasco (UPV/EHU).<br /> * Computer Science Engineer (2009/2011) - Universidad del País Vasco (UPV/EHU).<br /> * Technical Engineering in Information Management (2006/2009) - Universidad del País Vasco (UPV/EHU).<br /> <br /> <br /> == Accreditations ==<br /> <br /> * PhD assistant Lecturer ([http://www.aneca.es/eng ANECA], The National Agency for Quality Assessment and Accreditation of Spain) <br /> <br /> <br /> == Research Areas ==<br /> <br /> * Medical Image segmentation and registration.<br /> * Machine Learning application to medical image processing.<br /> * Extreme Learning Machines.<br /> * Hyperspectral imaging.<br /> * Social Networks.<br /> * Big data.<br /> * Active learning.<br /> * Hybrid classification ensembles.<br /> <br /> <br /> == Working experience ==<br /> <br /> * January 2012 - ongoing: [http://www.hezkuntza.ejgv.euskadi.net/r43-5552/es/contenidos/informacion/dib4/es_2035/bfi2_c.html Beca predoctoral / Predoctoral fellowship] granted by Gobierno Vasco / Basque Government.<br /> <br /> * September 2011 - December 2011: Personal Investigador Contratado / Hired researcher at Universidad del País Vasco (UPV/EHU), [http://www.ehu.es/ccwintco/ Computational Intelligence Group].<br /> : Project: EVARTRAC CIRUGÍA GUIADA POR IMAGEN: APLICACIÓN A LA REPARACIÓN ENDOVASCULAR DE ANEURISMAS DE AORTA.<br /> <br /> <br /> == Teaching ==<br /> <br /> * Computer Vision (UPV/EHU 2015/2016)<br /> * Computer Vision (UPV/EHU 2014/2015)<br /> * Machine Learning and Neural Networks (UPV/EHU 2013/2014)<br /> <br /> == Courses ==<br /> <br /> * Vitoria-Gasteiz 2009 - (Intensive Programme) Network Security and 4n6<br /> <br /> <br /> == Intership ==<br /> <br /> * 2013 - [http://www.kssk.pwr.wroc.pl/machine-learning-team/1469/?lang=en Machine Learning Group], Wrocław University of Technology, Poland with Prof. Michal Wozniak<br /> <br /> <br /> == Research projects participation ==<br /> <br /> * Proyecto: Aprendizaje cooperativo inter e intragrupal en el submodulo de escructura y arquitectura de computadores.<br /> ** Entidad adjudicataria: UPV/EHU, Proyecto de Innovación Educativa 6719.<br /> ** Investigador principal: Jose Manuel Lopez Guede.<br /> ** Fechas: 2014 – 2015.<br /> <br /> <br /> * Proyecto: Técnicas de inteligencia computacional en el proceso de imagen hiperespectral y aplicaciones.<br /> ** Entidad adjudicataria: Ministerio de Ciencia e Innovación del Gobierno Español, TIN2011-28753-C02-02.<br /> ** Investigador principal: Prof. Alicia d'Anjou.<br /> ** Fechas: 2011 – 2013.<br /> <br /> <br /> == Publications ==<br /> <br /> &lt;h3&gt;<br /> 2016<br /> &lt;/h3&gt;<br /> <br /> <br /> * J. David Nuñez-Gonzalez, Borja Ayerdi, Manuel Graña, Michał Wozniak<br /> : &quot;A New Heuristic for Influence Maximization in Social Networks&quot;<br /> : ''Logic journal of the IGPL''<br /> : JCR 2015 - 0.461<br /> <br /> <br /> * Borja Ayerdi, Manuel Grana<br /> : &quot;Anticipative Hybrid Extreme Rotation Forest&quot;<br /> : ''ICCS 2016, San Diego, June 2016 [http://www.iccs-meeting.org/iccs2016/]''<br /> <br /> <br /> <br /> &lt;h3&gt;<br /> 2015<br /> &lt;/h3&gt;<br /> <br /> <br /> * Borja Ayerdi, Manuel Graña<br /> : &quot;Hyperspectral Image Analysis by Spectral-Spatial Processing and Anticipatively Tuned Hybrid Extreme Rotation Forest Classification&quot;<br /> : ''IEEE Transactions on Geoscience and Remote Sensing (TGARS)''<br /> : JCR 2014 - 3.514<br /> <br /> <br /> <br /> * Ariadna Besga, Itxaso González-Ortega, Enrique Echeburúa, Alexandre Savio, Borja Ayerdi, Darya Chyzhyk, Jose LM Madrigal, Juan C. Leza, Manuel Graña, Ana González-Pinto<br /> : &quot;Discrimination between Alzheimer’s Disease and Late Onset Bipolar Disorder using multivariate analysis&quot;<br /> : ''Frontiers in Aging Neuroscience''<br /> : JCR 2014 - 4.000<br /> <br /> <br /> * A Besga-Basterra, B Ayerdi, G Alcalde-Behold, A Manzano-Ramirez, P Lopetegui-Eraso, M Graña, A González-Pinto-Arrillaga<br /> : &quot;Risk factors for emergency department short time readmission in stratified population&quot;<br /> : ''Biomed Research International''<br /> : JCR 2014 - 1.579<br /> <br /> <br /> * Borja Ayerdi, Oier Echaniz, Alexandre Savio, Manuel Graña <br /> : “Automated segmentation of subcutaneous and visceral adipose tissues from MRI”<br /> : ''InMed 2015''<br /> <br /> <br /> * Borja Ayerdi, Manuel Graña<br /> : &quot;Random Forest Active Learning for Detecting Blood Vessels in Angiography&quot;<br /> : ''CORES 2015''<br /> <br /> <br /> * Ariadna Besga-Basterra, Darya Chyzhyk, Itxaso González-Ortega, Alexandre Savio, Borja Ayerdi, Jon Echeveste, Manuel Graña, Ana González-Pinto<br /> : &quot;White matter anatomical correlates with biomarkers discriminating between Alzheimer’s Disease and Late Onset Bipolar Disorder by eigenanatomy on fractional anisotropy imaging&quot;<br /> : ''Current Alzheimer Research''<br /> : JCR 2014 - 3.889 (Q1 Clin Neurol, T1 Neurosciences)<br /> <br /> <br /> * Borja Ayerdi, Manuel Graña<br /> : &quot;Hyperspectral Image Nonlinear Unmixing and Reconstruction by ELM Regression Ensemble&quot;<br /> : ''Neurocomputing''<br /> : JCR 2014 - 2.083 (Q1 CSAI) / [5-Year Impact Factor: 2.292]<br /> <br /> <br /> &lt;h3&gt;<br /> 2014<br /> &lt;/h3&gt;<br /> <br /> * Borja Ayerdi, Manuel Graña<br /> : &quot;Hyperspectral Image Nonlinear Unmixing by Ensemble ELM Regression&quot;<br /> : Jiuwen Cao et al. (Eds.): Proceedings of ELM-2014 Volume 2, Proceedings in Adaptation, Learning and Optimization1, pp. 289-297. Springer. <br /> <br /> <br /> * Borja Ayerdi, Ion Marqués and Manuel Grana<br /> : &quot;Spatially regularized semisupervised Ensembles of Extreme Learning Machines for hyperspectral image segmentation&quot;<br /> : ''Neurocomputing''<br /> : JCR 2014 - 2.083 (Q1 CSAI) / [5-Year Impact Factor: 2.292]<br /> <br /> <br /> * Borja Ayerdi, Manuel Grana<br /> : &quot;Hybrid Extreme Rotation Forest&quot;<br /> : ''Neural Networks''<br /> : JCR 2014 - 2.708 (Q1 CSAI) / [5-Year Impact Factor: 2.729]<br /> <br /> <br /> * Pawel Ksieniewicz, Dariusz Jankowski, Borja Ayerdi, Konrad Jackowski, Michal Wozniak and Manuel Graña<br /> : &quot;A Novel Hyperspectral Segmentation Algorithm - Concept and Evaluation&quot;<br /> : ''Logic Journal of the IGPL''<br /> : JCR 2012 - 1.136 (Q1 MATHEMATICS, Q1 APPLIED MATHEMATICS, Q1 LOGIC) / [5-Year Impact Factor: 0.79]<br /> <br /> <br /> &lt;h3&gt;<br /> 2013<br /> &lt;/h3&gt;<br /> <br /> * Borja Ayerdi, Ion Marqués and Manuel Grana<br /> : &quot;Spectral-spatial semi-supervised hyperspectral image segmentation using Ensembles of Extreme Learning Machines&quot;<br /> : ''ELM 2013, Beijing, October 15-17, 2013.''<br /> <br /> <br /> * J. Maiora , G. García , B. Ayerdi , M. Graña , M. De Blas<br /> : &quot;Active Learning enhanced with Expert Knowledge for Computed Tomography Image Segmentation&quot;<br /> : ''InMed 2013, Greece, 17-19 July, 2013.''<br /> <br /> <br /> * Borja Ayerdi, Josu Maiora, Manuel Graña<br /> : &quot;Aplications of Hybrid Extreme Rotation Forests for Image Segmentation&quot;<br /> : ''Journal of Hybrid Intelligent Systems''<br /> <br /> <br /> * Borja Ayerdi, Josu Maiora, Manuel Graña<br /> : &quot;Enhancing Active Learning Computed Tomography Image Segmentation with Domain Knowledge&quot;<br /> : ''HAIS 2013, Salamanca, 11-13 September, 2013.''<br /> <br /> <br /> * Borja Ayerdi, Alexandre Savio, Manuel Graña<br /> : &quot;Meta-ensembles of classifiers for Alzheimer's disease detection using independent ROI features&quot;<br /> : J.M. Ferrandez et al. (Eds.): IWINAC 2013, Part II, LNCS 7931, pp. 122--130. Springer, Heidelberg (2013) <br /> <br /> <br /> * Borja Ayerdi, Manuel Graña<br /> : &quot;On Spatial Regularization for Semisupervised Hyperspectral Image Segmentation Using Hybrid Extreme Rotation Forest&quot;<br /> : ''WHISPERS 2013, Gainesville, USA, 25-28 June, 2013.''<br /> <br /> <br /> * Darya Chyzhyk, Borja Ayerdi, Josu Maiora<br /> : &quot;Active Learning with Bootstrapped Dendritic Classifier applied to medical image segmentation&quot;<br /> : ''Pattern Recognition Letters''<br /> : JCR 2013 - 1.062 (T1, Q2 CSAI) / [5-Year Impact Factor: 1.466]<br /> <br /> <br /> * Josu Maiora, Borja Ayerdi, Manuel Graña<br /> : &quot;Random Forest Active Learning for Computed Tomography Angiography Image Segmentation&quot;<br /> : ''Neurocomputing''<br /> : JCR 2013 - 2.005 (Q1 CSAI) / [5-Year Impact Factor: 2.102]<br /> <br /> <br /> &lt;h3&gt;<br /> 2012<br /> &lt;/h3&gt;<br /> <br /> * Borja Ayerdi Vilches, Manuel Graña<br /> : &quot;Hybrid Extreme Rotation Forest&quot;.<br /> : ''ELM 2012, Singapore, 11-13 December, 2012''. <br /> <br /> <br /> * Borja Ayerdi, Josu Maiora, Manuel Graña<br /> : &quot;Active learning of Hybrid Extreme Rotation Forests for CTA image segmentation&quot;.<br /> : ''Hybrid Intelligent Systems (HIS), 2012 12th International Conference on (pp. 543-548)''. IEEE.<br /> <br /> <br /> &lt;h3&gt;<br /> 2010<br /> &lt;/h3&gt;<br /> <br /> * Ekaitz Zulueta Guerrero, Naiara Telleria Garay, Jose Manuel Lopez-Guede, Borja Ayerdi Vilches, Eider Egilegor Iragorri, David Lecumberri Castaños, Ana Belén de la Hoz Rastrollo and Carlos Pertusa Peña<br /> : &quot;Prediction of Bladder Cancer Recurrences Using Artificial Neural Networks&quot;<br /> : ''Lecture Notes in Computer Science, 2010, Volume 6076, Hybrid Artificial Intelligence Systems, Pages 492-499''.<br /> <br /> == Conferences ==<br /> <br /> * PyData 2014, Berlin ,25-27 July 2014.<br /> * Europython 2014, Berlin ,21-27 July 2014.<br /> * ELM 2013, Beijing, October 15-17, 2013.<br /> * HAIS 2013, Salamanca, 11-13 September, 2013. <br /> * WHISPERS 2013, Gainesville, USA, 25-28 June, 2013. <br /> * IWINAC 2013, Mallorca, 10-14 June, 2013. <br /> * FIA 2013, Dublin, 8-10 May, 2013. <br /> * ELM 2012, Singapore, 11-13 December 2012.<br /> * HIS 2012, Pune (India), 04-07 December 2012.<br /> <br /> == Reviewer ==<br /> <br /> * KES 2012<br /> * Pattern Recognition Letters<br /> * Neurocomputing<br /> * IEEE Journal of Selected Topics in Applied Earth Observations and Remote Sensing (JSTARS)<br /> * Pattern Analysis and Applications<br /> * InMed 2014<br /> <br /> == Organizer ==<br /> <br /> * Local organizing committee member of Europython 2015 ([http://ep2015.europython.eu/ Europython 2015])<br /> * Local organizing committee member of Python San Sebastian 2014 ([http://www.pyss.org Pyss14])<br /> * Local organizing committee member of the KES International Conference on Innovation in Medicine and Healthcare - ([http://inmed-14.innovationkt.org/ INMED 2014]) 7, 8 &amp; 9 July 2014, San Sebastian, Spain.<br /> * Local organizing committee member of the 16th International Conference on Knowledge-Based and Intelligent Information &amp; Engineering Systems – ([http://www.mirlabs.net/nwesp12/ KES 2012]) 10, 11 &amp; 12 September 2012, San Sebastian, Spain.<br /> <br /> == Other activities ==<br /> <br /> * Treasurer and board member of the non-profit Python San Sebastian society (ACPySS)<br /> * Treasurer and board member of the non-profit Euskopython society<br /> * Treasurer and board member of the non-profit Europython society (EPS)<br /> <br /> == Awards ==<br /> <br /> * Alexandre Savio, Borja Ayerdi y Manuel Graña: XIII Premio Manuel Laborde Werlinden, 2013 [http://entreprenari.com/html/cast/premios/mlaborde1.htm][http://www.basqueresearch.com/berria_irakurri.asp?Berri_Kod=4843&amp;hizk=I#.Ut475RC0qUk][http://www.diariovasco.com/20131211/economia/recibe-premio-manuel-laborde-201312111847.html][http://www.abc.es/agencias/noticia.asp?noticia=1549703][http://www.ehu.es/p200-content/es/contenidos/noticia/20131211_premio_laborde/es_laborde/20131211_premio_laborde.html]<br /> <br /> * Alexandre Savio, Borja Ayerdi y Manuel Graña: XXIV Premio Toribio Echevarria, 2014 [http://www.noticiasdegipuzkoa.com/2014/05/29/economia/los-toribio-premian-proyectos-de-tecnologia-computacional][http://www.toribioechevarria.com/eu/2013-2014ko-irabazleak/] [https://www.youtube.com/watch?v=gthFBCrw2VQ&amp;t=62m]<br /> <br /> * Videos [https://www.youtube.com/watch?v=_VUSjxMkxCo Euskadinnova] [https://www.youtube.com/watch?v=-0eNpmyOTxA Premios Toribio Echeverria]<br /> <br /> == Semana de la ciencia ==<br /> <br /> * XI Semana de la Ciencia 2011 ([http://www.diariovasco.com/v/20111112/al-dia-local/cientificos-20111112.html Diario Vasco])<br /> * XII Semana de la Ciencia 2012<br /> <br /> <br /> == Software ==<br /> * [http://www.ehu.es/ccwintco/index.php/GIC-source-code-free-libre GIC Source Code]<br /> * [http://www.ehu.es/ccwintco/uploads/6/69/HERF.tar.gz Hybrid Extreme Rotation Forest (HERF) basic code]<br /> * [http://www.ehu.es/ccwintco/uploads/c/c9/Farzad.zip Basic ELM code example]<br /> * [http://www.ehu.es/ccwintco/uploads/2/26/AdaHERF.zip Adaptative Extreme Rotation Forest (AdaHERF) python code]<br /> * [http://www.ehu.eus/ccwintco/uploads/1/1a/RotationForest-master.zip Rotation Forest python code]<br /> * [http://www.ehu.eus/ccwintco/index.php?title=Hyperspectral_Image_Nonlinear_Unmixing_and_Reconstruction_by_ELM_Regression_Ensemble_(MATLAB) Unmixing matlab code]<br /> <br /> == Datasets ==<br /> <br /> &lt;h3&gt;General Datasets&lt;/h3&gt;<br /> <br /> * [http://www.eecs.berkeley.edu/Research/Projects/CS/vision/grouping/segbench/ The Berkeley Segmentation Dataset and Benchmark]<br /> * [http://www.ehu.es/ccwintco/index.php/Hyperspectral_Remote_Sensing_Scenes Hyperspectral Remote Sensing Images (Salinas A, Salinas C, Indian Pines, Pavia University)]<br /> * [http://archive.ics.uci.edu/ml/ UCI Machine Learning Repository]<br /> * [[GIC-experimental-databases | Post-processed datasets by Alex Savio.]]<br /> <br /> <br /> &lt;h3&gt;Hyperspectral Datasets&lt;/h3&gt;<br /> <br /> * [http://www.ehu.es/ccwintco/index.php/Hyperspectral_Remote_Sensing_Scenes Hyperspectral Remote Sensing Scenes]<br /> * [http://www.ehu.es/ccwintco/index.php/Hyperspectral_Camera_SOC710_Nature_Datasets Our own dataset!]<br /> * [http://personalpages.manchester.ac.uk/staff/david.foster/Hyperspectral_images_of_natural_scenes_04.html Foster Hyperspectral Images]<br /> * [http://www.foi.se/FOI/templates/Page____9189.aspx FOI HyperSpectral Images]<br /> * [http://www.spectir.com/download.html Spectir Hyperspectral Images]<br /> * [http://www.cvc.uab.es/color_calibration/Bristol_Hyper/ Bristol Hyperspecrtal Images]<br /> * [https://sourceforge.net/p/hyperspectralim/wiki/Home/ SourceForge repository]<br /> * [https://sourceforge.net/projects/hyperspectralim/ SourceForge Hyperspectral repository]<br /> <br /> <br /> &lt;h3&gt;Medical Datasets&lt;/h3&gt;<br /> <br /> * [http://www.oasis-brains.org OASIS]<br /> * [http://fcon_1000.projects.nitrc.org/index.html INDI - 1000 Functional Connectomes Project]<br /> * [http://adni.loni.ucla.edu/ ADNI]<br /> * [http://www.nitrc.org/projects/brainmap BrainMap]<br /> * [http://rad.med.hokudai.ac.jp/research/fa/index_e.php Fractional Anisotropy Database]<br /> * [http://insight-journal.org/midas MIDAS]<br /> * [http://www.childmind.org/en/healthy-brain-network/abide/ ABIDE]<br /> * [http://fcon_1000.projects.nitrc.org/indi/retro/cobre.html COBRE-Schizophrenia]<br /> <br /> <br /> == Target journals ==<br /> <br /> * [http://ieeexplore.ieee.org/xpl/RecentIssue.jsp?punumber=91 IEEE Transactions on Fuzzy Systems (IF 5.484)]<br /> * [http://ieeexplore.ieee.org/xpl/RecentIssue.jsp?reload=true&amp;punumber=34 IEEE Transactions on Pattern Analysis and Machine Intelligence (IF 4.795)]<br /> * [http://www.journals.elsevier.com/knowledge-based-systems/ Knowledge-Based Systems (IF 4.104)]<br /> * [http://www.journals.elsevier.com/information-sciences/ Information Sciences (IF 3.643)]<br /> * [http://ieeexplore.ieee.org/xpl/RecentIssue.jsp?punumber=36 IEEE Transactions on Geoscience and Remote Sensing (IF 3.467)]<br /> * [http://ieeexplore.ieee.org/xpl/RecentIssue.jsp?punumber=4609443 IEEE Journal of Selected Topics in Applied Earth Observations and Remote Sensing (IF 2.874))]<br /> * [http://www.springer.com/computer/ai/journal/11063 Neural Processing Letters (IF 1.240)]<br /> <br /> <br /> == Utilities ==<br /> <br /> * [http://www.ehu.es/ccwintco/uploads/2/2d/Vision_20140908.pdf Intro 08/09/2014]<br /> * [https://www.accesowok.fecyt.es/jcr JCR]<br /> * [https://www.accesowok.fecyt.es/?page_id=658 Web of Knowledge]<br /> * [https://gestion-empleado.ehu.es Gestión de empleados UPV/EHU]<br /> * [http://gestioncvb.ehu.es Gestión de aulas virtuales]<br /> * [http://moodle5.ehu.es/ MOODLE]<br /> * [https://gestion.ehu.es/gaur GAUR]<br /> * [http://www.tic.ehu.es/p265-shintrct/es/contenidos/informacion/wifi/es_wifi/wifi_manual.html Eduroam UPV/EHU]<br /> * [http://www.tic.ehu.es/p265-shintrct/es/contenidos/enlace/vpn_indice/es_indizea/vpn_indizea.html VPN UPV/EHU]<br /> * [https://github.com/borjaayerdi My github]<br /> * [https://www.linkedin.com/pub/borja-ayerdi-vilches/3a/b87/12b My LinkedIn]<br /> * [http://scholar.google.es/citations?user=bVAL794AAAAJ My Google Scholar]<br /> * [http://braincloudcomputing.com Brain Cloud Computing (BCC)]<br /> * [http://bcig.eu/ BCIG]<br /> * [http://gitlab.braincloudcomputing.com/ Gitlab]<br /> * [http://www.cpt.univ-mrs.fr/~masson/latex/Beamer-appearance-cheat-sheet.pdf Beamer appearance cheat sheet]<br /> <br /> == Tutorials ==<br /> <br /> * [[Media:Git for dummies.png | Git Cheat sheet for Dummies.]]<br /> * [http://roundhere.net/journal/virtualenv-ubuntu-12-10/ Virtual enviroment (Ubuntu)]<br /> * [http://sebastianraschka.com/Articles/2014_matrix_cheatsheet.html Matrix Cheat Sheet MATLAB, Python NumPy, R, and Julia]<br /> * [http://bioinformatiquillo.wordpress.com/2009/06/17/beamerposter-posters-elegantes-con-la-clase-latex-beamer-en-lyx-y-presentaciones-en-formato-panoramico/ Beamer poster LyX]<br /> * [http://nbviewer.ipython.org/url/jakevdp.github.com/downloads/notebooks/XKCD_plots.ipynb XKCD plots]<br /> * [https://github.com/mwaskom/ziegler Ziegler: fMRI Reporting Webapp]</div> Borja.ayerdi https://ehu.eus/ccwintco/index.php?title=Usuario:Borja.ayerdi&diff=18696 Usuario:Borja.ayerdi 2016-05-16T14:18:35Z <p>Borja.ayerdi: /* Publications */</p> <hr /> <div>[[Imagen:Borja-Color.jpg | right | 350px | alt=Borja Ayerdi photo]]<br /> <br /> == Borja Ayerdi Vilches ==<br /> <br /> ''Imagine the future, change the present''<br /> <br /> &lt;h3&gt;Personal Data&lt;/h3&gt;<br /> <br /> * &lt;b&gt;E-mail:&lt;/b&gt; borja.ayerdi@ehu.es <br /> <br /> * &lt;b&gt;Address:&lt;/b&gt;<br /> :Computational Intelligence Group <br /> :Computer Science Faculty - Lab. 307 <br /> :University Of The Basque Country (UPV/EHU) <br /> :Paseo Manuel Lardizabal 1 - CP: 20018 Donostia/San Sebastián (GIPUZKOA) - Spain<br /> <br /> * &lt;b&gt;Tfno.:&lt;/b&gt; (+34) 943.01.80.47<br /> <br /> == Studies ==<br /> <br /> * PhD Thesis: ''Contributions to Ensemble Classifiers with Image Analysis Applications''. Director: Prof. Manuel Graña Romay. (18/Dec/2015)<br /> ** [[media:Tesis-Borja-Ayerdi-2015-12-14.pdf|PhD Thesis]]<br /> ** [[media:Borja-Ayerdi-slides tesis.pdf|Dissertation slides]]<br /> * [http://www.kisa.ehu.es/ Masters Degree in Computational Engineering and Intelligent Systems] (2011/2012) - Universidad del País Vasco (UPV/EHU).<br /> * Computer Science Engineer (2009/2011) - Universidad del País Vasco (UPV/EHU).<br /> * Technical Engineering in Information Management (2006/2009) - Universidad del País Vasco (UPV/EHU).<br /> <br /> <br /> == Accreditations ==<br /> <br /> * PhD assistant Lecturer ([http://www.aneca.es/eng ANECA], The National Agency for Quality Assessment and Accreditation of Spain) <br /> <br /> <br /> == Research Areas ==<br /> <br /> * Medical Image segmentation and registration.<br /> * Machine Learning application to medical image processing.<br /> * Extreme Learning Machines.<br /> * Hyperspectral imaging.<br /> * Social Networks.<br /> * Big data.<br /> * Active learning.<br /> * Hybrid classification ensembles.<br /> <br /> <br /> == Working experience ==<br /> <br /> * January 2012 - ongoing: [http://www.hezkuntza.ejgv.euskadi.net/r43-5552/es/contenidos/informacion/dib4/es_2035/bfi2_c.html Beca predoctoral / Predoctoral fellowship] granted by Gobierno Vasco / Basque Government.<br /> <br /> * September 2011 - December 2011: Personal Investigador Contratado / Hired researcher at Universidad del País Vasco (UPV/EHU), [http://www.ehu.es/ccwintco/ Computational Intelligence Group].<br /> : Project: EVARTRAC CIRUGÍA GUIADA POR IMAGEN: APLICACIÓN A LA REPARACIÓN ENDOVASCULAR DE ANEURISMAS DE AORTA.<br /> <br /> <br /> == Teaching ==<br /> <br /> * Computer Vision (UPV/EHU 2015/2016)<br /> * Computer Vision (UPV/EHU 2014/2015)<br /> * Machine Learning and Neural Networks (UPV/EHU 2013/2014)<br /> <br /> == Courses ==<br /> <br /> * Vitoria-Gasteiz 2009 - (Intensive Programme) Network Security and 4n6<br /> <br /> <br /> == Intership ==<br /> <br /> * 2013 - [http://www.kssk.pwr.wroc.pl/machine-learning-team/1469/?lang=en Machine Learning Group], Wrocław University of Technology, Poland with Prof. Michal Wozniak<br /> <br /> <br /> == Research projects participation ==<br /> <br /> * Proyecto: Aprendizaje cooperativo inter e intragrupal en el submodulo de escructura y arquitectura de computadores.<br /> ** Entidad adjudicataria: UPV/EHU, Proyecto de Innovación Educativa 6719.<br /> ** Investigador principal: Jose Manuel Lopez Guede.<br /> ** Fechas: 2014 – 2015.<br /> <br /> <br /> * Proyecto: Técnicas de inteligencia computacional en el proceso de imagen hiperespectral y aplicaciones.<br /> ** Entidad adjudicataria: Ministerio de Ciencia e Innovación del Gobierno Español, TIN2011-28753-C02-02.<br /> ** Investigador principal: Prof. Alicia d'Anjou.<br /> ** Fechas: 2011 – 2013.<br /> <br /> <br /> == Publications ==<br /> <br /> &lt;h3&gt;<br /> 2016<br /> &lt;/h3&gt;<br /> <br /> * J. David Nuñez-Gonzalez, Borja Ayerdi, Manuel Graña, Michał Wozniak<br /> : &quot;A New Heuristic for Influence Maximization in Social Networks&quot;<br /> : ''Logic journal of the IGPL''<br /> : JCR 2015 - 0.461<br /> <br /> <br /> * Borja Ayerdi, Manuel Grana<br /> : &quot;Anticipative Hybrid Extreme Rotation Forest&quot;<br /> : ''ICCS 2016, San Diego, June 2016 [http://www.iccs-meeting.org/iccs2016/]''<br /> <br /> <br /> <br /> &lt;h3&gt;<br /> 2015<br /> &lt;/h3&gt;<br /> <br /> <br /> * Borja Ayerdi, Manuel Graña<br /> : &quot;Hyperspectral Image Analysis by Spectral-Spatial Processing and Anticipatively Tuned Hybrid Extreme Rotation Forest Classification&quot;<br /> : ''IEEE Transactions on Geoscience and Remote Sensing (TGARS)''<br /> : JCR 2014 - 3.514<br /> <br /> <br /> <br /> * Ariadna Besga, Itxaso González-Ortega, Enrique Echeburúa, Alexandre Savio, Borja Ayerdi, Darya Chyzhyk, Jose LM Madrigal, Juan C. Leza, Manuel Graña, Ana González-Pinto<br /> : &quot;Discrimination between Alzheimer’s Disease and Late Onset Bipolar Disorder using multivariate analysis&quot;<br /> : ''Frontiers in Aging Neuroscience''<br /> : JCR 2014 - 4.000<br /> <br /> <br /> * A Besga-Basterra, B Ayerdi, G Alcalde-Behold, A Manzano-Ramirez, P Lopetegui-Eraso, M Graña, A González-Pinto-Arrillaga<br /> : &quot;Risk factors for emergency department short time readmission in stratified population&quot;<br /> : ''Biomed Research International''<br /> : JCR 2014 - 1.579<br /> <br /> <br /> * Borja Ayerdi, Oier Echaniz, Alexandre Savio, Manuel Graña <br /> : “Automated segmentation of subcutaneous and visceral adipose tissues from MRI”<br /> : ''InMed 2015''<br /> <br /> <br /> * Borja Ayerdi, Manuel Graña<br /> : &quot;Random Forest Active Learning for Detecting Blood Vessels in Angiography&quot;<br /> : ''CORES 2015''<br /> <br /> <br /> * Ariadna Besga-Basterra, Darya Chyzhyk, Itxaso González-Ortega, Alexandre Savio, Borja Ayerdi, Jon Echeveste, Manuel Graña, Ana González-Pinto<br /> : &quot;White matter anatomical correlates with biomarkers discriminating between Alzheimer’s Disease and Late Onset Bipolar Disorder by eigenanatomy on fractional anisotropy imaging&quot;<br /> : ''Current Alzheimer Research''<br /> : JCR 2014 - 3.889 (Q1 Clin Neurol, T1 Neurosciences)<br /> <br /> <br /> * Borja Ayerdi, Manuel Graña<br /> : &quot;Hyperspectral Image Nonlinear Unmixing and Reconstruction by ELM Regression Ensemble&quot;<br /> : ''Neurocomputing''<br /> : JCR 2014 - 2.083 (Q1 CSAI) / [5-Year Impact Factor: 2.292]<br /> <br /> <br /> &lt;h3&gt;<br /> 2014<br /> &lt;/h3&gt;<br /> <br /> * Borja Ayerdi, Manuel Graña<br /> : &quot;Hyperspectral Image Nonlinear Unmixing by Ensemble ELM Regression&quot;<br /> : Jiuwen Cao et al. (Eds.): Proceedings of ELM-2014 Volume 2, Proceedings in Adaptation, Learning and Optimization1, pp. 289-297. Springer. <br /> <br /> <br /> * Borja Ayerdi, Ion Marqués and Manuel Grana<br /> : &quot;Spatially regularized semisupervised Ensembles of Extreme Learning Machines for hyperspectral image segmentation&quot;<br /> : ''Neurocomputing''<br /> : JCR 2014 - 2.083 (Q1 CSAI) / [5-Year Impact Factor: 2.292]<br /> <br /> <br /> * Borja Ayerdi, Manuel Grana<br /> : &quot;Hybrid Extreme Rotation Forest&quot;<br /> : ''Neural Networks''<br /> : JCR 2014 - 2.708 (Q1 CSAI) / [5-Year Impact Factor: 2.729]<br /> <br /> <br /> * Pawel Ksieniewicz, Dariusz Jankowski, Borja Ayerdi, Konrad Jackowski, Michal Wozniak and Manuel Graña<br /> : &quot;A Novel Hyperspectral Segmentation Algorithm - Concept and Evaluation&quot;<br /> : ''Logic Journal of the IGPL''<br /> : JCR 2012 - 1.136 (Q1 MATHEMATICS, Q1 APPLIED MATHEMATICS, Q1 LOGIC) / [5-Year Impact Factor: 0.79]<br /> <br /> <br /> &lt;h3&gt;<br /> 2013<br /> &lt;/h3&gt;<br /> <br /> * Borja Ayerdi, Ion Marqués and Manuel Grana<br /> : &quot;Spectral-spatial semi-supervised hyperspectral image segmentation using Ensembles of Extreme Learning Machines&quot;<br /> : ''ELM 2013, Beijing, October 15-17, 2013.''<br /> <br /> <br /> * J. Maiora , G. García , B. Ayerdi , M. Graña , M. De Blas<br /> : &quot;Active Learning enhanced with Expert Knowledge for Computed Tomography Image Segmentation&quot;<br /> : ''InMed 2013, Greece, 17-19 July, 2013.''<br /> <br /> <br /> * Borja Ayerdi, Josu Maiora, Manuel Graña<br /> : &quot;Aplications of Hybrid Extreme Rotation Forests for Image Segmentation&quot;<br /> : ''Journal of Hybrid Intelligent Systems''<br /> <br /> <br /> * Borja Ayerdi, Josu Maiora, Manuel Graña<br /> : &quot;Enhancing Active Learning Computed Tomography Image Segmentation with Domain Knowledge&quot;<br /> : ''HAIS 2013, Salamanca, 11-13 September, 2013.''<br /> <br /> <br /> * Borja Ayerdi, Alexandre Savio, Manuel Graña<br /> : &quot;Meta-ensembles of classifiers for Alzheimer's disease detection using independent ROI features&quot;<br /> : J.M. Ferrandez et al. (Eds.): IWINAC 2013, Part II, LNCS 7931, pp. 122--130. Springer, Heidelberg (2013) <br /> <br /> <br /> * Borja Ayerdi, Manuel Graña<br /> : &quot;On Spatial Regularization for Semisupervised Hyperspectral Image Segmentation Using Hybrid Extreme Rotation Forest&quot;<br /> : ''WHISPERS 2013, Gainesville, USA, 25-28 June, 2013.''<br /> <br /> <br /> * Darya Chyzhyk, Borja Ayerdi, Josu Maiora<br /> : &quot;Active Learning with Bootstrapped Dendritic Classifier applied to medical image segmentation&quot;<br /> : ''Pattern Recognition Letters''<br /> : JCR 2013 - 1.062 (T1, Q2 CSAI) / [5-Year Impact Factor: 1.466]<br /> <br /> <br /> * Josu Maiora, Borja Ayerdi, Manuel Graña<br /> : &quot;Random Forest Active Learning for Computed Tomography Angiography Image Segmentation&quot;<br /> : ''Neurocomputing''<br /> : JCR 2013 - 2.005 (Q1 CSAI) / [5-Year Impact Factor: 2.102]<br /> <br /> <br /> &lt;h3&gt;<br /> 2012<br /> &lt;/h3&gt;<br /> <br /> * Borja Ayerdi Vilches, Manuel Graña<br /> : &quot;Hybrid Extreme Rotation Forest&quot;.<br /> : ''ELM 2012, Singapore, 11-13 December, 2012''. <br /> <br /> <br /> * Borja Ayerdi, Josu Maiora, Manuel Graña<br /> : &quot;Active learning of Hybrid Extreme Rotation Forests for CTA image segmentation&quot;.<br /> : ''Hybrid Intelligent Systems (HIS), 2012 12th International Conference on (pp. 543-548)''. IEEE.<br /> <br /> <br /> &lt;h3&gt;<br /> 2010<br /> &lt;/h3&gt;<br /> <br /> * Ekaitz Zulueta Guerrero, Naiara Telleria Garay, Jose Manuel Lopez-Guede, Borja Ayerdi Vilches, Eider Egilegor Iragorri, David Lecumberri Castaños, Ana Belén de la Hoz Rastrollo and Carlos Pertusa Peña<br /> : &quot;Prediction of Bladder Cancer Recurrences Using Artificial Neural Networks&quot;<br /> : ''Lecture Notes in Computer Science, 2010, Volume 6076, Hybrid Artificial Intelligence Systems, Pages 492-499''.<br /> <br /> == Conferences ==<br /> <br /> * PyData 2014, Berlin ,25-27 July 2014.<br /> * Europython 2014, Berlin ,21-27 July 2014.<br /> * ELM 2013, Beijing, October 15-17, 2013.<br /> * HAIS 2013, Salamanca, 11-13 September, 2013. <br /> * WHISPERS 2013, Gainesville, USA, 25-28 June, 2013. <br /> * IWINAC 2013, Mallorca, 10-14 June, 2013. <br /> * FIA 2013, Dublin, 8-10 May, 2013. <br /> * ELM 2012, Singapore, 11-13 December 2012.<br /> * HIS 2012, Pune (India), 04-07 December 2012.<br /> <br /> == Reviewer ==<br /> <br /> * KES 2012<br /> * Pattern Recognition Letters<br /> * Neurocomputing<br /> * IEEE Journal of Selected Topics in Applied Earth Observations and Remote Sensing (JSTARS)<br /> * Pattern Analysis and Applications<br /> * InMed 2014<br /> <br /> == Organizer ==<br /> <br /> * Local organizing committee member of Europython 2015 ([http://ep2015.europython.eu/ Europython 2015])<br /> * Local organizing committee member of Python San Sebastian 2014 ([http://www.pyss.org Pyss14])<br /> * Local organizing committee member of the KES International Conference on Innovation in Medicine and Healthcare - ([http://inmed-14.innovationkt.org/ INMED 2014]) 7, 8 &amp; 9 July 2014, San Sebastian, Spain.<br /> * Local organizing committee member of the 16th International Conference on Knowledge-Based and Intelligent Information &amp; Engineering Systems – ([http://www.mirlabs.net/nwesp12/ KES 2012]) 10, 11 &amp; 12 September 2012, San Sebastian, Spain.<br /> <br /> == Other activities ==<br /> <br /> * Treasurer and board member of the non-profit Python San Sebastian society (ACPySS)<br /> * Treasurer and board member of the non-profit Euskopython society<br /> * Treasurer and board member of the non-profit Europython society (EPS)<br /> <br /> == Awards ==<br /> <br /> * Alexandre Savio, Borja Ayerdi y Manuel Graña: XIII Premio Manuel Laborde Werlinden, 2013 [http://entreprenari.com/html/cast/premios/mlaborde1.htm][http://www.basqueresearch.com/berria_irakurri.asp?Berri_Kod=4843&amp;hizk=I#.Ut475RC0qUk][http://www.diariovasco.com/20131211/economia/recibe-premio-manuel-laborde-201312111847.html][http://www.abc.es/agencias/noticia.asp?noticia=1549703][http://www.ehu.es/p200-content/es/contenidos/noticia/20131211_premio_laborde/es_laborde/20131211_premio_laborde.html]<br /> <br /> * Alexandre Savio, Borja Ayerdi y Manuel Graña: XXIV Premio Toribio Echevarria, 2014 [http://www.noticiasdegipuzkoa.com/2014/05/29/economia/los-toribio-premian-proyectos-de-tecnologia-computacional][http://www.toribioechevarria.com/eu/2013-2014ko-irabazleak/] [https://www.youtube.com/watch?v=gthFBCrw2VQ&amp;t=62m]<br /> <br /> * Videos [https://www.youtube.com/watch?v=_VUSjxMkxCo Euskadinnova] [https://www.youtube.com/watch?v=-0eNpmyOTxA Premios Toribio Echeverria]<br /> <br /> == Semana de la ciencia ==<br /> <br /> * XI Semana de la Ciencia 2011 ([http://www.diariovasco.com/v/20111112/al-dia-local/cientificos-20111112.html Diario Vasco])<br /> * XII Semana de la Ciencia 2012<br /> <br /> <br /> == Software ==<br /> * [http://www.ehu.es/ccwintco/index.php/GIC-source-code-free-libre GIC Source Code]<br /> * [http://www.ehu.es/ccwintco/uploads/6/69/HERF.tar.gz Hybrid Extreme Rotation Forest (HERF) basic code]<br /> * [http://www.ehu.es/ccwintco/uploads/c/c9/Farzad.zip Basic ELM code example]<br /> * [http://www.ehu.es/ccwintco/uploads/2/26/AdaHERF.zip Adaptative Extreme Rotation Forest (AdaHERF) python code]<br /> * [http://www.ehu.eus/ccwintco/uploads/1/1a/RotationForest-master.zip Rotation Forest python code]<br /> * [http://www.ehu.eus/ccwintco/index.php?title=Hyperspectral_Image_Nonlinear_Unmixing_and_Reconstruction_by_ELM_Regression_Ensemble_(MATLAB) Unmixing matlab code]<br /> <br /> == Datasets ==<br /> <br /> &lt;h3&gt;General Datasets&lt;/h3&gt;<br /> <br /> * [http://www.eecs.berkeley.edu/Research/Projects/CS/vision/grouping/segbench/ The Berkeley Segmentation Dataset and Benchmark]<br /> * [http://www.ehu.es/ccwintco/index.php/Hyperspectral_Remote_Sensing_Scenes Hyperspectral Remote Sensing Images (Salinas A, Salinas C, Indian Pines, Pavia University)]<br /> * [http://archive.ics.uci.edu/ml/ UCI Machine Learning Repository]<br /> * [[GIC-experimental-databases | Post-processed datasets by Alex Savio.]]<br /> <br /> <br /> &lt;h3&gt;Hyperspectral Datasets&lt;/h3&gt;<br /> <br /> * [http://www.ehu.es/ccwintco/index.php/Hyperspectral_Remote_Sensing_Scenes Hyperspectral Remote Sensing Scenes]<br /> * [http://www.ehu.es/ccwintco/index.php/Hyperspectral_Camera_SOC710_Nature_Datasets Our own dataset!]<br /> * [http://personalpages.manchester.ac.uk/staff/david.foster/Hyperspectral_images_of_natural_scenes_04.html Foster Hyperspectral Images]<br /> * [http://www.foi.se/FOI/templates/Page____9189.aspx FOI HyperSpectral Images]<br /> * [http://www.spectir.com/download.html Spectir Hyperspectral Images]<br /> * [http://www.cvc.uab.es/color_calibration/Bristol_Hyper/ Bristol Hyperspecrtal Images]<br /> * [https://sourceforge.net/p/hyperspectralim/wiki/Home/ SourceForge repository]<br /> * [https://sourceforge.net/projects/hyperspectralim/ SourceForge Hyperspectral repository]<br /> <br /> <br /> &lt;h3&gt;Medical Datasets&lt;/h3&gt;<br /> <br /> * [http://www.oasis-brains.org OASIS]<br /> * [http://fcon_1000.projects.nitrc.org/index.html INDI - 1000 Functional Connectomes Project]<br /> * [http://adni.loni.ucla.edu/ ADNI]<br /> * [http://www.nitrc.org/projects/brainmap BrainMap]<br /> * [http://rad.med.hokudai.ac.jp/research/fa/index_e.php Fractional Anisotropy Database]<br /> * [http://insight-journal.org/midas MIDAS]<br /> * [http://www.childmind.org/en/healthy-brain-network/abide/ ABIDE]<br /> * [http://fcon_1000.projects.nitrc.org/indi/retro/cobre.html COBRE-Schizophrenia]<br /> <br /> <br /> == Target journals ==<br /> <br /> * [http://ieeexplore.ieee.org/xpl/RecentIssue.jsp?punumber=91 IEEE Transactions on Fuzzy Systems (IF 5.484)]<br /> * [http://ieeexplore.ieee.org/xpl/RecentIssue.jsp?reload=true&amp;punumber=34 IEEE Transactions on Pattern Analysis and Machine Intelligence (IF 4.795)]<br /> * [http://www.journals.elsevier.com/knowledge-based-systems/ Knowledge-Based Systems (IF 4.104)]<br /> * [http://www.journals.elsevier.com/information-sciences/ Information Sciences (IF 3.643)]<br /> * [http://ieeexplore.ieee.org/xpl/RecentIssue.jsp?punumber=36 IEEE Transactions on Geoscience and Remote Sensing (IF 3.467)]<br /> * [http://ieeexplore.ieee.org/xpl/RecentIssue.jsp?punumber=4609443 IEEE Journal of Selected Topics in Applied Earth Observations and Remote Sensing (IF 2.874))]<br /> * [http://www.springer.com/computer/ai/journal/11063 Neural Processing Letters (IF 1.240)]<br /> <br /> <br /> == Utilities ==<br /> <br /> * [http://www.ehu.es/ccwintco/uploads/2/2d/Vision_20140908.pdf Intro 08/09/2014]<br /> * [https://www.accesowok.fecyt.es/jcr JCR]<br /> * [https://www.accesowok.fecyt.es/?page_id=658 Web of Knowledge]<br /> * [https://gestion-empleado.ehu.es Gestión de empleados UPV/EHU]<br /> * [http://gestioncvb.ehu.es Gestión de aulas virtuales]<br /> * [http://moodle5.ehu.es/ MOODLE]<br /> * [https://gestion.ehu.es/gaur GAUR]<br /> * [http://www.tic.ehu.es/p265-shintrct/es/contenidos/informacion/wifi/es_wifi/wifi_manual.html Eduroam UPV/EHU]<br /> * [http://www.tic.ehu.es/p265-shintrct/es/contenidos/enlace/vpn_indice/es_indizea/vpn_indizea.html VPN UPV/EHU]<br /> * [https://github.com/borjaayerdi My github]<br /> * [https://www.linkedin.com/pub/borja-ayerdi-vilches/3a/b87/12b My LinkedIn]<br /> * [http://scholar.google.es/citations?user=bVAL794AAAAJ My Google Scholar]<br /> * [http://braincloudcomputing.com Brain Cloud Computing (BCC)]<br /> * [http://bcig.eu/ BCIG]<br /> * [http://gitlab.braincloudcomputing.com/ Gitlab]<br /> * [http://www.cpt.univ-mrs.fr/~masson/latex/Beamer-appearance-cheat-sheet.pdf Beamer appearance cheat sheet]<br /> <br /> == Tutorials ==<br /> <br /> * [[Media:Git for dummies.png | Git Cheat sheet for Dummies.]]<br /> * [http://roundhere.net/journal/virtualenv-ubuntu-12-10/ Virtual enviroment (Ubuntu)]<br /> * [http://sebastianraschka.com/Articles/2014_matrix_cheatsheet.html Matrix Cheat Sheet MATLAB, Python NumPy, R, and Julia]<br /> * [http://bioinformatiquillo.wordpress.com/2009/06/17/beamerposter-posters-elegantes-con-la-clase-latex-beamer-en-lyx-y-presentaciones-en-formato-panoramico/ Beamer poster LyX]<br /> * [http://nbviewer.ipython.org/url/jakevdp.github.com/downloads/notebooks/XKCD_plots.ipynb XKCD plots]<br /> * [https://github.com/mwaskom/ziegler Ziegler: fMRI Reporting Webapp]</div> Borja.ayerdi https://ehu.eus/ccwintco/index.php?title=Usuario:Borja.ayerdi&diff=18694 Usuario:Borja.ayerdi 2016-05-16T14:18:20Z <p>Borja.ayerdi: </p> <hr /> <div>[[Imagen:Borja-Color.jpg | right | 350px | alt=Borja Ayerdi photo]]<br /> <br /> == Borja Ayerdi Vilches ==<br /> <br /> ''Imagine the future, change the present''<br /> <br /> &lt;h3&gt;Personal Data&lt;/h3&gt;<br /> <br /> * &lt;b&gt;E-mail:&lt;/b&gt; borja.ayerdi@ehu.es <br /> <br /> * &lt;b&gt;Address:&lt;/b&gt;<br /> :Computational Intelligence Group <br /> :Computer Science Faculty - Lab. 307 <br /> :University Of The Basque Country (UPV/EHU) <br /> :Paseo Manuel Lardizabal 1 - CP: 20018 Donostia/San Sebastián (GIPUZKOA) - Spain<br /> <br /> * &lt;b&gt;Tfno.:&lt;/b&gt; (+34) 943.01.80.47<br /> <br /> == Studies ==<br /> <br /> * PhD Thesis: ''Contributions to Ensemble Classifiers with Image Analysis Applications''. Director: Prof. Manuel Graña Romay. (18/Dec/2015)<br /> ** [[media:Tesis-Borja-Ayerdi-2015-12-14.pdf|PhD Thesis]]<br /> ** [[media:Borja-Ayerdi-slides tesis.pdf|Dissertation slides]]<br /> * [http://www.kisa.ehu.es/ Masters Degree in Computational Engineering and Intelligent Systems] (2011/2012) - Universidad del País Vasco (UPV/EHU).<br /> * Computer Science Engineer (2009/2011) - Universidad del País Vasco (UPV/EHU).<br /> * Technical Engineering in Information Management (2006/2009) - Universidad del País Vasco (UPV/EHU).<br /> <br /> <br /> == Accreditations ==<br /> <br /> * PhD assistant Lecturer ([http://www.aneca.es/eng ANECA], The National Agency for Quality Assessment and Accreditation of Spain) <br /> <br /> <br /> == Research Areas ==<br /> <br /> * Medical Image segmentation and registration.<br /> * Machine Learning application to medical image processing.<br /> * Extreme Learning Machines.<br /> * Hyperspectral imaging.<br /> * Social Networks.<br /> * Big data.<br /> * Active learning.<br /> * Hybrid classification ensembles.<br /> <br /> <br /> == Working experience ==<br /> <br /> * January 2012 - ongoing: [http://www.hezkuntza.ejgv.euskadi.net/r43-5552/es/contenidos/informacion/dib4/es_2035/bfi2_c.html Beca predoctoral / Predoctoral fellowship] granted by Gobierno Vasco / Basque Government.<br /> <br /> * September 2011 - December 2011: Personal Investigador Contratado / Hired researcher at Universidad del País Vasco (UPV/EHU), [http://www.ehu.es/ccwintco/ Computational Intelligence Group].<br /> : Project: EVARTRAC CIRUGÍA GUIADA POR IMAGEN: APLICACIÓN A LA REPARACIÓN ENDOVASCULAR DE ANEURISMAS DE AORTA.<br /> <br /> <br /> == Teaching ==<br /> <br /> * Computer Vision (UPV/EHU 2015/2016)<br /> * Computer Vision (UPV/EHU 2014/2015)<br /> * Machine Learning and Neural Networks (UPV/EHU 2013/2014)<br /> <br /> == Courses ==<br /> <br /> * Vitoria-Gasteiz 2009 - (Intensive Programme) Network Security and 4n6<br /> <br /> <br /> == Intership ==<br /> <br /> * 2013 - [http://www.kssk.pwr.wroc.pl/machine-learning-team/1469/?lang=en Machine Learning Group], Wrocław University of Technology, Poland with Prof. Michal Wozniak<br /> <br /> <br /> == Research projects participation ==<br /> <br /> * Proyecto: Aprendizaje cooperativo inter e intragrupal en el submodulo de escructura y arquitectura de computadores.<br /> ** Entidad adjudicataria: UPV/EHU, Proyecto de Innovación Educativa 6719.<br /> ** Investigador principal: Jose Manuel Lopez Guede.<br /> ** Fechas: 2014 – 2015.<br /> <br /> <br /> * Proyecto: Técnicas de inteligencia computacional en el proceso de imagen hiperespectral y aplicaciones.<br /> ** Entidad adjudicataria: Ministerio de Ciencia e Innovación del Gobierno Español, TIN2011-28753-C02-02.<br /> ** Investigador principal: Prof. Alicia d'Anjou.<br /> ** Fechas: 2011 – 2013.<br /> <br /> <br /> == Publications ==<br /> <br /> &lt;h3&gt;<br /> 2016<br /> &lt;/h3&gt;<br /> <br /> * J. David Nuñez-Gonzalez, Borja Ayerdi, Manuel Graña, Michał Wozniak<br /> : &quot;A New Heuristic for Influence Maximization in Social Networks&quot;<br /> : ''Logic journal of the IGPL''<br /> : JCR 2015- 0.461<br /> <br /> <br /> * Borja Ayerdi, Manuel Grana<br /> : &quot;Anticipative Hybrid Extreme Rotation Forest&quot;<br /> : ''ICCS 2016, San Diego, June 2016 [http://www.iccs-meeting.org/iccs2016/]''<br /> <br /> <br /> <br /> &lt;h3&gt;<br /> 2015<br /> &lt;/h3&gt;<br /> <br /> <br /> * Borja Ayerdi, Manuel Graña<br /> : &quot;Hyperspectral Image Analysis by Spectral-Spatial Processing and Anticipatively Tuned Hybrid Extreme Rotation Forest Classification&quot;<br /> : ''IEEE Transactions on Geoscience and Remote Sensing (TGARS)''<br /> : JCR 2014 - 3.514<br /> <br /> <br /> <br /> * Ariadna Besga, Itxaso González-Ortega, Enrique Echeburúa, Alexandre Savio, Borja Ayerdi, Darya Chyzhyk, Jose LM Madrigal, Juan C. Leza, Manuel Graña, Ana González-Pinto<br /> : &quot;Discrimination between Alzheimer’s Disease and Late Onset Bipolar Disorder using multivariate analysis&quot;<br /> : ''Frontiers in Aging Neuroscience''<br /> : JCR 2014 - 4.000<br /> <br /> <br /> * A Besga-Basterra, B Ayerdi, G Alcalde-Behold, A Manzano-Ramirez, P Lopetegui-Eraso, M Graña, A González-Pinto-Arrillaga<br /> : &quot;Risk factors for emergency department short time readmission in stratified population&quot;<br /> : ''Biomed Research International''<br /> : JCR 2014 - 1.579<br /> <br /> <br /> * Borja Ayerdi, Oier Echaniz, Alexandre Savio, Manuel Graña <br /> : “Automated segmentation of subcutaneous and visceral adipose tissues from MRI”<br /> : ''InMed 2015''<br /> <br /> <br /> * Borja Ayerdi, Manuel Graña<br /> : &quot;Random Forest Active Learning for Detecting Blood Vessels in Angiography&quot;<br /> : ''CORES 2015''<br /> <br /> <br /> * Ariadna Besga-Basterra, Darya Chyzhyk, Itxaso González-Ortega, Alexandre Savio, Borja Ayerdi, Jon Echeveste, Manuel Graña, Ana González-Pinto<br /> : &quot;White matter anatomical correlates with biomarkers discriminating between Alzheimer’s Disease and Late Onset Bipolar Disorder by eigenanatomy on fractional anisotropy imaging&quot;<br /> : ''Current Alzheimer Research''<br /> : JCR 2014 - 3.889 (Q1 Clin Neurol, T1 Neurosciences)<br /> <br /> <br /> * Borja Ayerdi, Manuel Graña<br /> : &quot;Hyperspectral Image Nonlinear Unmixing and Reconstruction by ELM Regression Ensemble&quot;<br /> : ''Neurocomputing''<br /> : JCR 2014 - 2.083 (Q1 CSAI) / [5-Year Impact Factor: 2.292]<br /> <br /> <br /> &lt;h3&gt;<br /> 2014<br /> &lt;/h3&gt;<br /> <br /> * Borja Ayerdi, Manuel Graña<br /> : &quot;Hyperspectral Image Nonlinear Unmixing by Ensemble ELM Regression&quot;<br /> : Jiuwen Cao et al. (Eds.): Proceedings of ELM-2014 Volume 2, Proceedings in Adaptation, Learning and Optimization1, pp. 289-297. Springer. <br /> <br /> <br /> * Borja Ayerdi, Ion Marqués and Manuel Grana<br /> : &quot;Spatially regularized semisupervised Ensembles of Extreme Learning Machines for hyperspectral image segmentation&quot;<br /> : ''Neurocomputing''<br /> : JCR 2014 - 2.083 (Q1 CSAI) / [5-Year Impact Factor: 2.292]<br /> <br /> <br /> * Borja Ayerdi, Manuel Grana<br /> : &quot;Hybrid Extreme Rotation Forest&quot;<br /> : ''Neural Networks''<br /> : JCR 2014 - 2.708 (Q1 CSAI) / [5-Year Impact Factor: 2.729]<br /> <br /> <br /> * Pawel Ksieniewicz, Dariusz Jankowski, Borja Ayerdi, Konrad Jackowski, Michal Wozniak and Manuel Graña<br /> : &quot;A Novel Hyperspectral Segmentation Algorithm - Concept and Evaluation&quot;<br /> : ''Logic Journal of the IGPL''<br /> : JCR 2012 - 1.136 (Q1 MATHEMATICS, Q1 APPLIED MATHEMATICS, Q1 LOGIC) / [5-Year Impact Factor: 0.79]<br /> <br /> <br /> &lt;h3&gt;<br /> 2013<br /> &lt;/h3&gt;<br /> <br /> * Borja Ayerdi, Ion Marqués and Manuel Grana<br /> : &quot;Spectral-spatial semi-supervised hyperspectral image segmentation using Ensembles of Extreme Learning Machines&quot;<br /> : ''ELM 2013, Beijing, October 15-17, 2013.''<br /> <br /> <br /> * J. Maiora , G. García , B. Ayerdi , M. Graña , M. De Blas<br /> : &quot;Active Learning enhanced with Expert Knowledge for Computed Tomography Image Segmentation&quot;<br /> : ''InMed 2013, Greece, 17-19 July, 2013.''<br /> <br /> <br /> * Borja Ayerdi, Josu Maiora, Manuel Graña<br /> : &quot;Aplications of Hybrid Extreme Rotation Forests for Image Segmentation&quot;<br /> : ''Journal of Hybrid Intelligent Systems''<br /> <br /> <br /> * Borja Ayerdi, Josu Maiora, Manuel Graña<br /> : &quot;Enhancing Active Learning Computed Tomography Image Segmentation with Domain Knowledge&quot;<br /> : ''HAIS 2013, Salamanca, 11-13 September, 2013.''<br /> <br /> <br /> * Borja Ayerdi, Alexandre Savio, Manuel Graña<br /> : &quot;Meta-ensembles of classifiers for Alzheimer's disease detection using independent ROI features&quot;<br /> : J.M. Ferrandez et al. (Eds.): IWINAC 2013, Part II, LNCS 7931, pp. 122--130. Springer, Heidelberg (2013) <br /> <br /> <br /> * Borja Ayerdi, Manuel Graña<br /> : &quot;On Spatial Regularization for Semisupervised Hyperspectral Image Segmentation Using Hybrid Extreme Rotation Forest&quot;<br /> : ''WHISPERS 2013, Gainesville, USA, 25-28 June, 2013.''<br /> <br /> <br /> * Darya Chyzhyk, Borja Ayerdi, Josu Maiora<br /> : &quot;Active Learning with Bootstrapped Dendritic Classifier applied to medical image segmentation&quot;<br /> : ''Pattern Recognition Letters''<br /> : JCR 2013 - 1.062 (T1, Q2 CSAI) / [5-Year Impact Factor: 1.466]<br /> <br /> <br /> * Josu Maiora, Borja Ayerdi, Manuel Graña<br /> : &quot;Random Forest Active Learning for Computed Tomography Angiography Image Segmentation&quot;<br /> : ''Neurocomputing''<br /> : JCR 2013 - 2.005 (Q1 CSAI) / [5-Year Impact Factor: 2.102]<br /> <br /> <br /> &lt;h3&gt;<br /> 2012<br /> &lt;/h3&gt;<br /> <br /> * Borja Ayerdi Vilches, Manuel Graña<br /> : &quot;Hybrid Extreme Rotation Forest&quot;.<br /> : ''ELM 2012, Singapore, 11-13 December, 2012''. <br /> <br /> <br /> * Borja Ayerdi, Josu Maiora, Manuel Graña<br /> : &quot;Active learning of Hybrid Extreme Rotation Forests for CTA image segmentation&quot;.<br /> : ''Hybrid Intelligent Systems (HIS), 2012 12th International Conference on (pp. 543-548)''. IEEE.<br /> <br /> <br /> &lt;h3&gt;<br /> 2010<br /> &lt;/h3&gt;<br /> <br /> * Ekaitz Zulueta Guerrero, Naiara Telleria Garay, Jose Manuel Lopez-Guede, Borja Ayerdi Vilches, Eider Egilegor Iragorri, David Lecumberri Castaños, Ana Belén de la Hoz Rastrollo and Carlos Pertusa Peña<br /> : &quot;Prediction of Bladder Cancer Recurrences Using Artificial Neural Networks&quot;<br /> : ''Lecture Notes in Computer Science, 2010, Volume 6076, Hybrid Artificial Intelligence Systems, Pages 492-499''.<br /> <br /> == Conferences ==<br /> <br /> * PyData 2014, Berlin ,25-27 July 2014.<br /> * Europython 2014, Berlin ,21-27 July 2014.<br /> * ELM 2013, Beijing, October 15-17, 2013.<br /> * HAIS 2013, Salamanca, 11-13 September, 2013. <br /> * WHISPERS 2013, Gainesville, USA, 25-28 June, 2013. <br /> * IWINAC 2013, Mallorca, 10-14 June, 2013. <br /> * FIA 2013, Dublin, 8-10 May, 2013. <br /> * ELM 2012, Singapore, 11-13 December 2012.<br /> * HIS 2012, Pune (India), 04-07 December 2012.<br /> <br /> == Reviewer ==<br /> <br /> * KES 2012<br /> * Pattern Recognition Letters<br /> * Neurocomputing<br /> * IEEE Journal of Selected Topics in Applied Earth Observations and Remote Sensing (JSTARS)<br /> * Pattern Analysis and Applications<br /> * InMed 2014<br /> <br /> == Organizer ==<br /> <br /> * Local organizing committee member of Europython 2015 ([http://ep2015.europython.eu/ Europython 2015])<br /> * Local organizing committee member of Python San Sebastian 2014 ([http://www.pyss.org Pyss14])<br /> * Local organizing committee member of the KES International Conference on Innovation in Medicine and Healthcare - ([http://inmed-14.innovationkt.org/ INMED 2014]) 7, 8 &amp; 9 July 2014, San Sebastian, Spain.<br /> * Local organizing committee member of the 16th International Conference on Knowledge-Based and Intelligent Information &amp; Engineering Systems – ([http://www.mirlabs.net/nwesp12/ KES 2012]) 10, 11 &amp; 12 September 2012, San Sebastian, Spain.<br /> <br /> == Other activities ==<br /> <br /> * Treasurer and board member of the non-profit Python San Sebastian society (ACPySS)<br /> * Treasurer and board member of the non-profit Euskopython society<br /> * Treasurer and board member of the non-profit Europython society (EPS)<br /> <br /> == Awards ==<br /> <br /> * Alexandre Savio, Borja Ayerdi y Manuel Graña: XIII Premio Manuel Laborde Werlinden, 2013 [http://entreprenari.com/html/cast/premios/mlaborde1.htm][http://www.basqueresearch.com/berria_irakurri.asp?Berri_Kod=4843&amp;hizk=I#.Ut475RC0qUk][http://www.diariovasco.com/20131211/economia/recibe-premio-manuel-laborde-201312111847.html][http://www.abc.es/agencias/noticia.asp?noticia=1549703][http://www.ehu.es/p200-content/es/contenidos/noticia/20131211_premio_laborde/es_laborde/20131211_premio_laborde.html]<br /> <br /> * Alexandre Savio, Borja Ayerdi y Manuel Graña: XXIV Premio Toribio Echevarria, 2014 [http://www.noticiasdegipuzkoa.com/2014/05/29/economia/los-toribio-premian-proyectos-de-tecnologia-computacional][http://www.toribioechevarria.com/eu/2013-2014ko-irabazleak/] [https://www.youtube.com/watch?v=gthFBCrw2VQ&amp;t=62m]<br /> <br /> * Videos [https://www.youtube.com/watch?v=_VUSjxMkxCo Euskadinnova] [https://www.youtube.com/watch?v=-0eNpmyOTxA Premios Toribio Echeverria]<br /> <br /> == Semana de la ciencia ==<br /> <br /> * XI Semana de la Ciencia 2011 ([http://www.diariovasco.com/v/20111112/al-dia-local/cientificos-20111112.html Diario Vasco])<br /> * XII Semana de la Ciencia 2012<br /> <br /> <br /> == Software ==<br /> * [http://www.ehu.es/ccwintco/index.php/GIC-source-code-free-libre GIC Source Code]<br /> * [http://www.ehu.es/ccwintco/uploads/6/69/HERF.tar.gz Hybrid Extreme Rotation Forest (HERF) basic code]<br /> * [http://www.ehu.es/ccwintco/uploads/c/c9/Farzad.zip Basic ELM code example]<br /> * [http://www.ehu.es/ccwintco/uploads/2/26/AdaHERF.zip Adaptative Extreme Rotation Forest (AdaHERF) python code]<br /> * [http://www.ehu.eus/ccwintco/uploads/1/1a/RotationForest-master.zip Rotation Forest python code]<br /> * [http://www.ehu.eus/ccwintco/index.php?title=Hyperspectral_Image_Nonlinear_Unmixing_and_Reconstruction_by_ELM_Regression_Ensemble_(MATLAB) Unmixing matlab code]<br /> <br /> == Datasets ==<br /> <br /> &lt;h3&gt;General Datasets&lt;/h3&gt;<br /> <br /> * [http://www.eecs.berkeley.edu/Research/Projects/CS/vision/grouping/segbench/ The Berkeley Segmentation Dataset and Benchmark]<br /> * [http://www.ehu.es/ccwintco/index.php/Hyperspectral_Remote_Sensing_Scenes Hyperspectral Remote Sensing Images (Salinas A, Salinas C, Indian Pines, Pavia University)]<br /> * [http://archive.ics.uci.edu/ml/ UCI Machine Learning Repository]<br /> * [[GIC-experimental-databases | Post-processed datasets by Alex Savio.]]<br /> <br /> <br /> &lt;h3&gt;Hyperspectral Datasets&lt;/h3&gt;<br /> <br /> * [http://www.ehu.es/ccwintco/index.php/Hyperspectral_Remote_Sensing_Scenes Hyperspectral Remote Sensing Scenes]<br /> * [http://www.ehu.es/ccwintco/index.php/Hyperspectral_Camera_SOC710_Nature_Datasets Our own dataset!]<br /> * [http://personalpages.manchester.ac.uk/staff/david.foster/Hyperspectral_images_of_natural_scenes_04.html Foster Hyperspectral Images]<br /> * [http://www.foi.se/FOI/templates/Page____9189.aspx FOI HyperSpectral Images]<br /> * [http://www.spectir.com/download.html Spectir Hyperspectral Images]<br /> * [http://www.cvc.uab.es/color_calibration/Bristol_Hyper/ Bristol Hyperspecrtal Images]<br /> * [https://sourceforge.net/p/hyperspectralim/wiki/Home/ SourceForge repository]<br /> * [https://sourceforge.net/projects/hyperspectralim/ SourceForge Hyperspectral repository]<br /> <br /> <br /> &lt;h3&gt;Medical Datasets&lt;/h3&gt;<br /> <br /> * [http://www.oasis-brains.org OASIS]<br /> * [http://fcon_1000.projects.nitrc.org/index.html INDI - 1000 Functional Connectomes Project]<br /> * [http://adni.loni.ucla.edu/ ADNI]<br /> * [http://www.nitrc.org/projects/brainmap BrainMap]<br /> * [http://rad.med.hokudai.ac.jp/research/fa/index_e.php Fractional Anisotropy Database]<br /> * [http://insight-journal.org/midas MIDAS]<br /> * [http://www.childmind.org/en/healthy-brain-network/abide/ ABIDE]<br /> * [http://fcon_1000.projects.nitrc.org/indi/retro/cobre.html COBRE-Schizophrenia]<br /> <br /> <br /> == Target journals ==<br /> <br /> * [http://ieeexplore.ieee.org/xpl/RecentIssue.jsp?punumber=91 IEEE Transactions on Fuzzy Systems (IF 5.484)]<br /> * [http://ieeexplore.ieee.org/xpl/RecentIssue.jsp?reload=true&amp;punumber=34 IEEE Transactions on Pattern Analysis and Machine Intelligence (IF 4.795)]<br /> * [http://www.journals.elsevier.com/knowledge-based-systems/ Knowledge-Based Systems (IF 4.104)]<br /> * [http://www.journals.elsevier.com/information-sciences/ Information Sciences (IF 3.643)]<br /> * [http://ieeexplore.ieee.org/xpl/RecentIssue.jsp?punumber=36 IEEE Transactions on Geoscience and Remote Sensing (IF 3.467)]<br /> * [http://ieeexplore.ieee.org/xpl/RecentIssue.jsp?punumber=4609443 IEEE Journal of Selected Topics in Applied Earth Observations and Remote Sensing (IF 2.874))]<br /> * [http://www.springer.com/computer/ai/journal/11063 Neural Processing Letters (IF 1.240)]<br /> <br /> <br /> == Utilities ==<br /> <br /> * [http://www.ehu.es/ccwintco/uploads/2/2d/Vision_20140908.pdf Intro 08/09/2014]<br /> * [https://www.accesowok.fecyt.es/jcr JCR]<br /> * [https://www.accesowok.fecyt.es/?page_id=658 Web of Knowledge]<br /> * [https://gestion-empleado.ehu.es Gestión de empleados UPV/EHU]<br /> * [http://gestioncvb.ehu.es Gestión de aulas virtuales]<br /> * [http://moodle5.ehu.es/ MOODLE]<br /> * [https://gestion.ehu.es/gaur GAUR]<br /> * [http://www.tic.ehu.es/p265-shintrct/es/contenidos/informacion/wifi/es_wifi/wifi_manual.html Eduroam UPV/EHU]<br /> * [http://www.tic.ehu.es/p265-shintrct/es/contenidos/enlace/vpn_indice/es_indizea/vpn_indizea.html VPN UPV/EHU]<br /> * [https://github.com/borjaayerdi My github]<br /> * [https://www.linkedin.com/pub/borja-ayerdi-vilches/3a/b87/12b My LinkedIn]<br /> * [http://scholar.google.es/citations?user=bVAL794AAAAJ My Google Scholar]<br /> * [http://braincloudcomputing.com Brain Cloud Computing (BCC)]<br /> * [http://bcig.eu/ BCIG]<br /> * [http://gitlab.braincloudcomputing.com/ Gitlab]<br /> * [http://www.cpt.univ-mrs.fr/~masson/latex/Beamer-appearance-cheat-sheet.pdf Beamer appearance cheat sheet]<br /> <br /> == Tutorials ==<br /> <br /> * [[Media:Git for dummies.png | Git Cheat sheet for Dummies.]]<br /> * [http://roundhere.net/journal/virtualenv-ubuntu-12-10/ Virtual enviroment (Ubuntu)]<br /> * [http://sebastianraschka.com/Articles/2014_matrix_cheatsheet.html Matrix Cheat Sheet MATLAB, Python NumPy, R, and Julia]<br /> * [http://bioinformatiquillo.wordpress.com/2009/06/17/beamerposter-posters-elegantes-con-la-clase-latex-beamer-en-lyx-y-presentaciones-en-formato-panoramico/ Beamer poster LyX]<br /> * [http://nbviewer.ipython.org/url/jakevdp.github.com/downloads/notebooks/XKCD_plots.ipynb XKCD plots]<br /> * [https://github.com/mwaskom/ziegler Ziegler: fMRI Reporting Webapp]</div> Borja.ayerdi https://ehu.eus/ccwintco/index.php?title=Usuario:Borja.ayerdi&diff=18692 Usuario:Borja.ayerdi 2016-05-16T14:14:35Z <p>Borja.ayerdi: </p> <hr /> <div>[[Imagen:Borja-Color.jpg | right | 350px | alt=Borja Ayerdi photo]]<br /> <br /> == Borja Ayerdi Vilches ==<br /> <br /> ''Imagine the future, change the present''<br /> <br /> &lt;h3&gt;Personal Data&lt;/h3&gt;<br /> <br /> * &lt;b&gt;E-mail:&lt;/b&gt; borja.ayerdi@ehu.es <br /> <br /> * &lt;b&gt;Address:&lt;/b&gt;<br /> :Computational Intelligence Group <br /> :Computer Science Faculty - Lab. 307 <br /> :University Of The Basque Country (UPV/EHU) <br /> :Paseo Manuel Lardizabal 1 - CP: 20018 Donostia/San Sebastián (GIPUZKOA) - Spain<br /> <br /> * &lt;b&gt;Tfno.:&lt;/b&gt; (+34) 943.01.80.47<br /> <br /> == Studies ==<br /> <br /> * PhD Thesis: ''Contributions to Ensemble Classifiers with Image Analysis Applications''. Director: Prof. Manuel Graña Romay. (18/Dec/2015)<br /> ** [[media:Tesis-Borja-Ayerdi-2015-12-14.pdf|PhD Thesis]]<br /> ** [[media:Borja-Ayerdi-slides tesis.pdf|Dissertation slides]]<br /> * [http://www.kisa.ehu.es/ Masters Degree in Computational Engineering and Intelligent Systems] (2011/2012) - Universidad del País Vasco (UPV/EHU).<br /> * Computer Science Engineer (2009/2011) - Universidad del País Vasco (UPV/EHU).<br /> * Technical Engineering in Information Management (2006/2009) - Universidad del País Vasco (UPV/EHU).<br /> <br /> <br /> == Accreditations ==<br /> <br /> * PhD assistant Lecturer ([http://www.aneca.es/eng ANECA], The National Agency for Quality Assessment and Accreditation of Spain) <br /> <br /> <br /> == Research Areas ==<br /> <br /> * Medical Image segmentation and registration.<br /> * Machine Learning application to medical image processing.<br /> * Extreme Learning Machines.<br /> * Hyperspectral imaging.<br /> * Social Networks.<br /> * Big data.<br /> * Active learning.<br /> * Hybrid classification ensembles.<br /> <br /> <br /> == Working experience ==<br /> <br /> * January 2012 - ongoing: [http://www.hezkuntza.ejgv.euskadi.net/r43-5552/es/contenidos/informacion/dib4/es_2035/bfi2_c.html Beca predoctoral / Predoctoral fellowship] granted by Gobierno Vasco / Basque Government.<br /> <br /> * September 2011 - December 2011: Personal Investigador Contratado / Hired researcher at Universidad del País Vasco (UPV/EHU), [http://www.ehu.es/ccwintco/ Computational Intelligence Group].<br /> : Project: EVARTRAC CIRUGÍA GUIADA POR IMAGEN: APLICACIÓN A LA REPARACIÓN ENDOVASCULAR DE ANEURISMAS DE AORTA.<br /> <br /> <br /> == Teaching ==<br /> <br /> * Computer Vision (UPV/EHU 2015/2016)<br /> * Computer Vision (UPV/EHU 2014/2015)<br /> * Machine Learning and Neural Networks (UPV/EHU 2013/2014)<br /> <br /> == Courses ==<br /> <br /> * Vitoria-Gasteiz 2009 - (Intensive Programme) Network Security and 4n6<br /> <br /> <br /> == Intership ==<br /> <br /> * 2013 - [http://www.kssk.pwr.wroc.pl/machine-learning-team/1469/?lang=en Machine Learning Group], Wrocław University of Technology, Poland with Prof. Michal Wozniak<br /> <br /> <br /> == Research projects participation ==<br /> <br /> * Proyecto: Aprendizaje cooperativo inter e intragrupal en el submodulo de escructura y arquitectura de computadores.<br /> ** Entidad adjudicataria: UPV/EHU, Proyecto de Innovación Educativa 6719.<br /> ** Investigador principal: Jose Manuel Lopez Guede.<br /> ** Fechas: 2014 – 2015.<br /> <br /> <br /> * Proyecto: Técnicas de inteligencia computacional en el proceso de imagen hiperespectral y aplicaciones.<br /> ** Entidad adjudicataria: Ministerio de Ciencia e Innovación del Gobierno Español, TIN2011-28753-C02-02.<br /> ** Investigador principal: Prof. Alicia d'Anjou.<br /> ** Fechas: 2011 – 2013.<br /> <br /> <br /> == Publications ==<br /> <br /> &lt;h3&gt;<br /> Submitted without decision<br /> &lt;/h3&gt;<br /> <br /> <br /> * Borja Ayerdi, Manuel Grana<br /> : &quot;Anticipative Hybrid Extreme Rotation Forest&quot;<br /> : ''IEEE Transactions on Neural Networks and Learning Systems''<br /> : JCR 2014 - 4.291<br /> <br /> <br /> <br /> &lt;h3&gt;<br /> 2015<br /> &lt;/h3&gt;<br /> <br /> <br /> * Borja Ayerdi, Manuel Graña<br /> : &quot;Hyperspectral Image Analysis by Spectral-Spatial Processing and Anticipatively Tuned Hybrid Extreme Rotation Forest Classification&quot;<br /> : ''IEEE Transactions on Geoscience and Remote Sensing (TGARS)''<br /> : JCR 2014 - 3.514<br /> <br /> <br /> <br /> * Ariadna Besga, Itxaso González-Ortega, Enrique Echeburúa, Alexandre Savio, Borja Ayerdi, Darya Chyzhyk, Jose LM Madrigal, Juan C. Leza, Manuel Graña, Ana González-Pinto<br /> : &quot;Discrimination between Alzheimer’s Disease and Late Onset Bipolar Disorder using multivariate analysis&quot;<br /> : ''Frontiers in Aging Neuroscience''<br /> : JCR 2014 - 4.000<br /> <br /> <br /> * A Besga-Basterra, B Ayerdi, G Alcalde-Behold, A Manzano-Ramirez, P Lopetegui-Eraso, M Graña, A González-Pinto-Arrillaga<br /> : &quot;Risk factors for emergency department short time readmission in stratified population&quot;<br /> : ''Biomed Research International''<br /> : JCR 2014 - 1.579<br /> <br /> <br /> * Borja Ayerdi, Oier Echaniz, Alexandre Savio, Manuel Graña <br /> : “Automated segmentation of subcutaneous and visceral adipose tissues from MRI”<br /> : ''InMed 2015''<br /> <br /> <br /> * Borja Ayerdi, Manuel Graña<br /> : &quot;Random Forest Active Learning for Detecting Blood Vessels in Angiography&quot;<br /> : ''CORES 2015''<br /> <br /> <br /> * Ariadna Besga-Basterra, Darya Chyzhyk, Itxaso González-Ortega, Alexandre Savio, Borja Ayerdi, Jon Echeveste, Manuel Graña, Ana González-Pinto<br /> : &quot;White matter anatomical correlates with biomarkers discriminating between Alzheimer’s Disease and Late Onset Bipolar Disorder by eigenanatomy on fractional anisotropy imaging&quot;<br /> : ''Current Alzheimer Research''<br /> : JCR 2014 - 3.889 (Q1 Clin Neurol, T1 Neurosciences)<br /> <br /> <br /> * Borja Ayerdi, Manuel Graña<br /> : &quot;Hyperspectral Image Nonlinear Unmixing and Reconstruction by ELM Regression Ensemble&quot;<br /> : ''Neurocomputing''<br /> : JCR 2014 - 2.083 (Q1 CSAI) / [5-Year Impact Factor: 2.292]<br /> <br /> <br /> &lt;h3&gt;<br /> 2014<br /> &lt;/h3&gt;<br /> <br /> * Borja Ayerdi, Manuel Graña<br /> : &quot;Hyperspectral Image Nonlinear Unmixing by Ensemble ELM Regression&quot;<br /> : Jiuwen Cao et al. (Eds.): Proceedings of ELM-2014 Volume 2, Proceedings in Adaptation, Learning and Optimization1, pp. 289-297. Springer. <br /> <br /> <br /> * Borja Ayerdi, Ion Marqués and Manuel Grana<br /> : &quot;Spatially regularized semisupervised Ensembles of Extreme Learning Machines for hyperspectral image segmentation&quot;<br /> : ''Neurocomputing''<br /> : JCR 2014 - 2.083 (Q1 CSAI) / [5-Year Impact Factor: 2.292]<br /> <br /> <br /> * Borja Ayerdi, Manuel Grana<br /> : &quot;Hybrid Extreme Rotation Forest&quot;<br /> : ''Neural Networks''<br /> : JCR 2014 - 2.708 (Q1 CSAI) / [5-Year Impact Factor: 2.729]<br /> <br /> <br /> * Pawel Ksieniewicz, Dariusz Jankowski, Borja Ayerdi, Konrad Jackowski, Michal Wozniak and Manuel Graña<br /> : &quot;A Novel Hyperspectral Segmentation Algorithm - Concept and Evaluation&quot;<br /> : ''Logic Journal of the IGPL''<br /> : JCR 2012 - 1.136 (Q1 MATHEMATICS, Q1 APPLIED MATHEMATICS, Q1 LOGIC) / [5-Year Impact Factor: 0.79]<br /> <br /> <br /> &lt;h3&gt;<br /> 2013<br /> &lt;/h3&gt;<br /> <br /> * Borja Ayerdi, Ion Marqués and Manuel Grana<br /> : &quot;Spectral-spatial semi-supervised hyperspectral image segmentation using Ensembles of Extreme Learning Machines&quot;<br /> : ''ELM 2013, Beijing, October 15-17, 2013.''<br /> <br /> <br /> * J. Maiora , G. García , B. Ayerdi , M. Graña , M. De Blas<br /> : &quot;Active Learning enhanced with Expert Knowledge for Computed Tomography Image Segmentation&quot;<br /> : ''InMed 2013, Greece, 17-19 July, 2013.''<br /> <br /> <br /> * Borja Ayerdi, Josu Maiora, Manuel Graña<br /> : &quot;Aplications of Hybrid Extreme Rotation Forests for Image Segmentation&quot;<br /> : ''Journal of Hybrid Intelligent Systems''<br /> <br /> <br /> * Borja Ayerdi, Josu Maiora, Manuel Graña<br /> : &quot;Enhancing Active Learning Computed Tomography Image Segmentation with Domain Knowledge&quot;<br /> : ''HAIS 2013, Salamanca, 11-13 September, 2013.''<br /> <br /> <br /> * Borja Ayerdi, Alexandre Savio, Manuel Graña<br /> : &quot;Meta-ensembles of classifiers for Alzheimer's disease detection using independent ROI features&quot;<br /> : J.M. Ferrandez et al. (Eds.): IWINAC 2013, Part II, LNCS 7931, pp. 122--130. Springer, Heidelberg (2013) <br /> <br /> <br /> * Borja Ayerdi, Manuel Graña<br /> : &quot;On Spatial Regularization for Semisupervised Hyperspectral Image Segmentation Using Hybrid Extreme Rotation Forest&quot;<br /> : ''WHISPERS 2013, Gainesville, USA, 25-28 June, 2013.''<br /> <br /> <br /> * Darya Chyzhyk, Borja Ayerdi, Josu Maiora<br /> : &quot;Active Learning with Bootstrapped Dendritic Classifier applied to medical image segmentation&quot;<br /> : ''Pattern Recognition Letters''<br /> : JCR 2013 - 1.062 (T1, Q2 CSAI) / [5-Year Impact Factor: 1.466]<br /> <br /> <br /> * Josu Maiora, Borja Ayerdi, Manuel Graña<br /> : &quot;Random Forest Active Learning for Computed Tomography Angiography Image Segmentation&quot;<br /> : ''Neurocomputing''<br /> : JCR 2013 - 2.005 (Q1 CSAI) / [5-Year Impact Factor: 2.102]<br /> <br /> <br /> &lt;h3&gt;<br /> 2012<br /> &lt;/h3&gt;<br /> <br /> * Borja Ayerdi Vilches, Manuel Graña<br /> : &quot;Hybrid Extreme Rotation Forest&quot;.<br /> : ''ELM 2012, Singapore, 11-13 December, 2012''. <br /> <br /> <br /> * Borja Ayerdi, Josu Maiora, Manuel Graña<br /> : &quot;Active learning of Hybrid Extreme Rotation Forests for CTA image segmentation&quot;.<br /> : ''Hybrid Intelligent Systems (HIS), 2012 12th International Conference on (pp. 543-548)''. IEEE.<br /> <br /> <br /> &lt;h3&gt;<br /> 2010<br /> &lt;/h3&gt;<br /> <br /> * Ekaitz Zulueta Guerrero, Naiara Telleria Garay, Jose Manuel Lopez-Guede, Borja Ayerdi Vilches, Eider Egilegor Iragorri, David Lecumberri Castaños, Ana Belén de la Hoz Rastrollo and Carlos Pertusa Peña<br /> : &quot;Prediction of Bladder Cancer Recurrences Using Artificial Neural Networks&quot;<br /> : ''Lecture Notes in Computer Science, 2010, Volume 6076, Hybrid Artificial Intelligence Systems, Pages 492-499''.<br /> <br /> == Conferences ==<br /> <br /> * PyData 2014, Berlin ,25-27 July 2014.<br /> * Europython 2014, Berlin ,21-27 July 2014.<br /> * ELM 2013, Beijing, October 15-17, 2013.<br /> * HAIS 2013, Salamanca, 11-13 September, 2013. <br /> * WHISPERS 2013, Gainesville, USA, 25-28 June, 2013. <br /> * IWINAC 2013, Mallorca, 10-14 June, 2013. <br /> * FIA 2013, Dublin, 8-10 May, 2013. <br /> * ELM 2012, Singapore, 11-13 December 2012.<br /> * HIS 2012, Pune (India), 04-07 December 2012.<br /> <br /> == Reviewer ==<br /> <br /> * KES 2012<br /> * Pattern Recognition Letters<br /> * Neurocomputing<br /> * IEEE Journal of Selected Topics in Applied Earth Observations and Remote Sensing (JSTARS)<br /> * Pattern Analysis and Applications<br /> * InMed 2014<br /> <br /> == Organizer ==<br /> <br /> * Local organizing committee member of Europython 2015 ([http://ep2015.europython.eu/ Europython 2015])<br /> * Local organizing committee member of Python San Sebastian 2014 ([http://www.pyss.org Pyss14])<br /> * Local organizing committee member of the KES International Conference on Innovation in Medicine and Healthcare - ([http://inmed-14.innovationkt.org/ INMED 2014]) 7, 8 &amp; 9 July 2014, San Sebastian, Spain.<br /> * Local organizing committee member of the 16th International Conference on Knowledge-Based and Intelligent Information &amp; Engineering Systems – ([http://www.mirlabs.net/nwesp12/ KES 2012]) 10, 11 &amp; 12 September 2012, San Sebastian, Spain.<br /> <br /> == Other activities ==<br /> <br /> * Treasurer and board member of the non-profit Python San Sebastian society (ACPySS)<br /> * Treasurer and board member of the non-profit Euskopython society<br /> * Treasurer and board member of the non-profit Europython society (EPS)<br /> <br /> == Awards ==<br /> <br /> * Alexandre Savio, Borja Ayerdi y Manuel Graña: XIII Premio Manuel Laborde Werlinden, 2013 [http://entreprenari.com/html/cast/premios/mlaborde1.htm][http://www.basqueresearch.com/berria_irakurri.asp?Berri_Kod=4843&amp;hizk=I#.Ut475RC0qUk][http://www.diariovasco.com/20131211/economia/recibe-premio-manuel-laborde-201312111847.html][http://www.abc.es/agencias/noticia.asp?noticia=1549703][http://www.ehu.es/p200-content/es/contenidos/noticia/20131211_premio_laborde/es_laborde/20131211_premio_laborde.html]<br /> <br /> * Alexandre Savio, Borja Ayerdi y Manuel Graña: XXIV Premio Toribio Echevarria, 2014 [http://www.noticiasdegipuzkoa.com/2014/05/29/economia/los-toribio-premian-proyectos-de-tecnologia-computacional][http://www.toribioechevarria.com/eu/2013-2014ko-irabazleak/] [https://www.youtube.com/watch?v=gthFBCrw2VQ&amp;t=62m]<br /> <br /> * Videos [https://www.youtube.com/watch?v=_VUSjxMkxCo Euskadinnova] [https://www.youtube.com/watch?v=-0eNpmyOTxA Premios Toribio Echeverria]<br /> <br /> == Semana de la ciencia ==<br /> <br /> * XI Semana de la Ciencia 2011 ([http://www.diariovasco.com/v/20111112/al-dia-local/cientificos-20111112.html Diario Vasco])<br /> * XII Semana de la Ciencia 2012<br /> <br /> <br /> == Software ==<br /> * [http://www.ehu.es/ccwintco/index.php/GIC-source-code-free-libre GIC Source Code]<br /> * [http://www.ehu.es/ccwintco/uploads/6/69/HERF.tar.gz Hybrid Extreme Rotation Forest (HERF) basic code]<br /> * [http://www.ehu.es/ccwintco/uploads/c/c9/Farzad.zip Basic ELM code example]<br /> * [http://www.ehu.es/ccwintco/uploads/2/26/AdaHERF.zip Adaptative Extreme Rotation Forest (AdaHERF) python code]<br /> * [http://www.ehu.eus/ccwintco/uploads/1/1a/RotationForest-master.zip Rotation Forest python code]<br /> * [http://www.ehu.eus/ccwintco/index.php?title=Hyperspectral_Image_Nonlinear_Unmixing_and_Reconstruction_by_ELM_Regression_Ensemble_(MATLAB) Unmixing matlab code]<br /> <br /> == Datasets ==<br /> <br /> &lt;h3&gt;General Datasets&lt;/h3&gt;<br /> <br /> * [http://www.eecs.berkeley.edu/Research/Projects/CS/vision/grouping/segbench/ The Berkeley Segmentation Dataset and Benchmark]<br /> * [http://www.ehu.es/ccwintco/index.php/Hyperspectral_Remote_Sensing_Scenes Hyperspectral Remote Sensing Images (Salinas A, Salinas C, Indian Pines, Pavia University)]<br /> * [http://archive.ics.uci.edu/ml/ UCI Machine Learning Repository]<br /> * [[GIC-experimental-databases | Post-processed datasets by Alex Savio.]]<br /> <br /> <br /> &lt;h3&gt;Hyperspectral Datasets&lt;/h3&gt;<br /> <br /> * [http://www.ehu.es/ccwintco/index.php/Hyperspectral_Remote_Sensing_Scenes Hyperspectral Remote Sensing Scenes]<br /> * [http://www.ehu.es/ccwintco/index.php/Hyperspectral_Camera_SOC710_Nature_Datasets Our own dataset!]<br /> * [http://personalpages.manchester.ac.uk/staff/david.foster/Hyperspectral_images_of_natural_scenes_04.html Foster Hyperspectral Images]<br /> * [http://www.foi.se/FOI/templates/Page____9189.aspx FOI HyperSpectral Images]<br /> * [http://www.spectir.com/download.html Spectir Hyperspectral Images]<br /> * [http://www.cvc.uab.es/color_calibration/Bristol_Hyper/ Bristol Hyperspecrtal Images]<br /> * [https://sourceforge.net/p/hyperspectralim/wiki/Home/ SourceForge repository]<br /> * [https://sourceforge.net/projects/hyperspectralim/ SourceForge Hyperspectral repository]<br /> <br /> <br /> &lt;h3&gt;Medical Datasets&lt;/h3&gt;<br /> <br /> * [http://www.oasis-brains.org OASIS]<br /> * [http://fcon_1000.projects.nitrc.org/index.html INDI - 1000 Functional Connectomes Project]<br /> * [http://adni.loni.ucla.edu/ ADNI]<br /> * [http://www.nitrc.org/projects/brainmap BrainMap]<br /> * [http://rad.med.hokudai.ac.jp/research/fa/index_e.php Fractional Anisotropy Database]<br /> * [http://insight-journal.org/midas MIDAS]<br /> * [http://www.childmind.org/en/healthy-brain-network/abide/ ABIDE]<br /> * [http://fcon_1000.projects.nitrc.org/indi/retro/cobre.html COBRE-Schizophrenia]<br /> <br /> <br /> == Target journals ==<br /> <br /> * [http://ieeexplore.ieee.org/xpl/RecentIssue.jsp?punumber=91 IEEE Transactions on Fuzzy Systems (IF 5.484)]<br /> * [http://ieeexplore.ieee.org/xpl/RecentIssue.jsp?reload=true&amp;punumber=34 IEEE Transactions on Pattern Analysis and Machine Intelligence (IF 4.795)]<br /> * [http://www.journals.elsevier.com/knowledge-based-systems/ Knowledge-Based Systems (IF 4.104)]<br /> * [http://www.journals.elsevier.com/information-sciences/ Information Sciences (IF 3.643)]<br /> * [http://ieeexplore.ieee.org/xpl/RecentIssue.jsp?punumber=36 IEEE Transactions on Geoscience and Remote Sensing (IF 3.467)]<br /> * [http://ieeexplore.ieee.org/xpl/RecentIssue.jsp?punumber=4609443 IEEE Journal of Selected Topics in Applied Earth Observations and Remote Sensing (IF 2.874))]<br /> * [http://www.springer.com/computer/ai/journal/11063 Neural Processing Letters (IF 1.240)]<br /> <br /> <br /> == Utilities ==<br /> <br /> * [http://www.ehu.es/ccwintco/uploads/2/2d/Vision_20140908.pdf Intro 08/09/2014]<br /> * [https://www.accesowok.fecyt.es/jcr JCR]<br /> * [https://www.accesowok.fecyt.es/?page_id=658 Web of Knowledge]<br /> * [https://gestion-empleado.ehu.es Gestión de empleados UPV/EHU]<br /> * [http://gestioncvb.ehu.es Gestión de aulas virtuales]<br /> * [http://moodle5.ehu.es/ MOODLE]<br /> * [https://gestion.ehu.es/gaur GAUR]<br /> * [http://www.tic.ehu.es/p265-shintrct/es/contenidos/informacion/wifi/es_wifi/wifi_manual.html Eduroam UPV/EHU]<br /> * [http://www.tic.ehu.es/p265-shintrct/es/contenidos/enlace/vpn_indice/es_indizea/vpn_indizea.html VPN UPV/EHU]<br /> * [https://github.com/borjaayerdi My github]<br /> * [https://www.linkedin.com/pub/borja-ayerdi-vilches/3a/b87/12b My LinkedIn]<br /> * [http://scholar.google.es/citations?user=bVAL794AAAAJ My Google Scholar]<br /> * [http://braincloudcomputing.com Brain Cloud Computing (BCC)]<br /> * [http://bcig.eu/ BCIG]<br /> * [http://gitlab.braincloudcomputing.com/ Gitlab]<br /> * [http://www.cpt.univ-mrs.fr/~masson/latex/Beamer-appearance-cheat-sheet.pdf Beamer appearance cheat sheet]<br /> <br /> == Tutorials ==<br /> <br /> * [[Media:Git for dummies.png | Git Cheat sheet for Dummies.]]<br /> * [http://roundhere.net/journal/virtualenv-ubuntu-12-10/ Virtual enviroment (Ubuntu)]<br /> * [http://sebastianraschka.com/Articles/2014_matrix_cheatsheet.html Matrix Cheat Sheet MATLAB, Python NumPy, R, and Julia]<br /> * [http://bioinformatiquillo.wordpress.com/2009/06/17/beamerposter-posters-elegantes-con-la-clase-latex-beamer-en-lyx-y-presentaciones-en-formato-panoramico/ Beamer poster LyX]<br /> * [http://nbviewer.ipython.org/url/jakevdp.github.com/downloads/notebooks/XKCD_plots.ipynb XKCD plots]<br /> * [https://github.com/mwaskom/ziegler Ziegler: fMRI Reporting Webapp]</div> Borja.ayerdi https://ehu.eus/ccwintco/index.php?title=Archivo:EuroPython-2016-Sponsor-Brochure.pdf&diff=18480 Archivo:EuroPython-2016-Sponsor-Brochure.pdf 2016-03-04T09:45:26Z <p>Borja.ayerdi: </p> <hr /> <div></div> Borja.ayerdi https://ehu.eus/ccwintco/index.php?title=Archivo:Ricardo_4.zip&diff=18416 Archivo:Ricardo 4.zip 2016-02-23T12:19:35Z <p>Borja.ayerdi: </p> <hr /> <div></div> Borja.ayerdi https://ehu.eus/ccwintco/index.php?title=Archivo:Ricardo_3.zip&diff=18414 Archivo:Ricardo 3.zip 2016-02-23T12:17:23Z <p>Borja.ayerdi: </p> <hr /> <div></div> Borja.ayerdi https://ehu.eus/ccwintco/index.php?title=Archivo:Ricardo_2.zip&diff=18412 Archivo:Ricardo 2.zip 2016-02-23T12:14:31Z <p>Borja.ayerdi: </p> <hr /> <div></div> Borja.ayerdi https://ehu.eus/ccwintco/index.php?title=Archivo:Dibujos_de_Ricardo_1.zip&diff=18410 Archivo:Dibujos de Ricardo 1.zip 2016-02-23T12:10:34Z <p>Borja.ayerdi: </p> <hr /> <div></div> Borja.ayerdi https://ehu.eus/ccwintco/index.php?title=Usuario:Borja.ayerdi&diff=18388 Usuario:Borja.ayerdi 2016-01-31T00:21:04Z <p>Borja.ayerdi: /* Software */</p> <hr /> <div>[[Imagen:Borja-Color.jpg | right | 350px | alt=Borja Ayerdi photo]]<br /> <br /> == Borja Ayerdi Vilches ==<br /> <br /> ''Imagine the future, change the present''<br /> <br /> &lt;h3&gt;Personal Data&lt;/h3&gt;<br /> <br /> * &lt;b&gt;E-mail:&lt;/b&gt; borja.ayerdi@ehu.es <br /> <br /> * &lt;b&gt;Address:&lt;/b&gt;<br /> :Computational Intelligence Group <br /> :Computer Science Faculty - Lab. 307 <br /> :University Of The Basque Country (UPV/EHU) <br /> :Paseo Manuel Lardizabal 1 - CP: 20018 Donostia/San Sebastián (GIPUZKOA) - Spain<br /> <br /> * &lt;b&gt;Tfno.:&lt;/b&gt; (+34) 943.01.80.47<br /> <br /> == Studies ==<br /> <br /> * PhD Thesis: ''Contributions to Ensemble Classifiers with Image Analysis Applications''. Director: Prof. Manuel Graña Romay. (18/Dec/2015)<br /> ** [[media:Tesis-Borja-Ayerdi-2015-12-14.pdf|PhD Thesis]]<br /> ** [[media:Borja-Ayerdi-slides tesis.pdf|Dissertation slides]]<br /> * [http://www.kisa.ehu.es/ Masters Degree in Computational Engineering and Intelligent Systems] (2011/2012) - Universidad del País Vasco (UPV/EHU).<br /> * Computer Science Engineer (2009/2011) - Universidad del País Vasco (UPV/EHU).<br /> * Technical Engineering in Information Management (2006/2009) - Universidad del País Vasco (UPV/EHU).<br /> <br /> == Research Areas ==<br /> <br /> * Medical Image segmentation and registration.<br /> * Machine Learning application to medical image processing.<br /> * Extreme Learning Machines.<br /> * Hyperspectral imaging.<br /> * Social Networks.<br /> * Big data.<br /> * Active learning.<br /> * Hybrid classification ensembles.<br /> <br /> <br /> == Working experience ==<br /> <br /> * January 2012 - ongoing: [http://www.hezkuntza.ejgv.euskadi.net/r43-5552/es/contenidos/informacion/dib4/es_2035/bfi2_c.html Beca predoctoral / Predoctoral fellowship] granted by Gobierno Vasco / Basque Government.<br /> <br /> * September 2011 - December 2011: Personal Investigador Contratado / Hired researcher at Universidad del País Vasco (UPV/EHU), [http://www.ehu.es/ccwintco/ Computational Intelligence Group].<br /> : Project: EVARTRAC CIRUGÍA GUIADA POR IMAGEN: APLICACIÓN A LA REPARACIÓN ENDOVASCULAR DE ANEURISMAS DE AORTA.<br /> <br /> <br /> == Teaching ==<br /> <br /> * Computer Vision (UPV/EHU 2015/2016)<br /> * Computer Vision (UPV/EHU 2014/2015)<br /> * Machine Learning and Neural Networks (UPV/EHU 2013/2014)<br /> <br /> == Courses ==<br /> <br /> * Vitoria-Gasteiz 2009 - (Intensive Programme) Network Security and 4n6<br /> <br /> <br /> == Intership ==<br /> <br /> * 2013 - [http://www.kssk.pwr.wroc.pl/machine-learning-team/1469/?lang=en Machine Learning Group], Wrocław University of Technology, Poland with Prof. Michal Wozniak<br /> <br /> <br /> == Research projects participation ==<br /> <br /> * Proyecto: Aprendizaje cooperativo inter e intragrupal en el submodulo de escructura y arquitectura de computadores.<br /> ** Entidad adjudicataria: UPV/EHU, Proyecto de Innovación Educativa 6719.<br /> ** Investigador principal: Jose Manuel Lopez Guede.<br /> ** Fechas: 2014 – 2015.<br /> <br /> <br /> * Proyecto: Técnicas de inteligencia computacional en el proceso de imagen hiperespectral y aplicaciones.<br /> ** Entidad adjudicataria: Ministerio de Ciencia e Innovación del Gobierno Español, TIN2011-28753-C02-02.<br /> ** Investigador principal: Prof. Alicia d'Anjou.<br /> ** Fechas: 2011 – 2013.<br /> <br /> <br /> == Publications ==<br /> <br /> &lt;h3&gt;<br /> Submitted without decision<br /> &lt;/h3&gt;<br /> <br /> <br /> * Borja Ayerdi, Manuel Grana<br /> : &quot;Anticipative Hybrid Extreme Rotation Forest&quot;<br /> : ''IEEE Transactions on Neural Networks and Learning Systems''<br /> : JCR 2014 - 4.291<br /> <br /> <br /> <br /> &lt;h3&gt;<br /> 2015<br /> &lt;/h3&gt;<br /> <br /> <br /> * Borja Ayerdi, Manuel Graña<br /> : &quot;Hyperspectral Image Analysis by Spectral-Spatial Processing and Anticipatively Tuned Hybrid Extreme Rotation Forest Classification&quot;<br /> : ''IEEE Transactions on Geoscience and Remote Sensing (TGARS)''<br /> : JCR 2014 - 3.514<br /> <br /> <br /> <br /> * Ariadna Besga, Itxaso González-Ortega, Enrique Echeburúa, Alexandre Savio, Borja Ayerdi, Darya Chyzhyk, Jose LM Madrigal, Juan C. Leza, Manuel Graña, Ana González-Pinto<br /> : &quot;Discrimination between Alzheimer’s Disease and Late Onset Bipolar Disorder using multivariate analysis&quot;<br /> : ''Frontiers in Aging Neuroscience''<br /> : JCR 2014 - 4.000<br /> <br /> <br /> * A Besga-Basterra, B Ayerdi, G Alcalde-Behold, A Manzano-Ramirez, P Lopetegui-Eraso, M Graña, A González-Pinto-Arrillaga<br /> : &quot;Risk factors for emergency department short time readmission in stratified population&quot;<br /> : ''Biomed Research International''<br /> : JCR 2014 - 1.579<br /> <br /> <br /> * Borja Ayerdi, Oier Echaniz, Alexandre Savio, Manuel Graña <br /> : “Automated segmentation of subcutaneous and visceral adipose tissues from MRI”<br /> : ''InMed 2015''<br /> <br /> <br /> * Borja Ayerdi, Manuel Graña<br /> : &quot;Random Forest Active Learning for Detecting Blood Vessels in Angiography&quot;<br /> : ''CORES 2015''<br /> <br /> <br /> * Ariadna Besga-Basterra, Darya Chyzhyk, Itxaso González-Ortega, Alexandre Savio, Borja Ayerdi, Jon Echeveste, Manuel Graña, Ana González-Pinto<br /> : &quot;White matter anatomical correlates with biomarkers discriminating between Alzheimer’s Disease and Late Onset Bipolar Disorder by eigenanatomy on fractional anisotropy imaging&quot;<br /> : ''Current Alzheimer Research''<br /> : JCR 2014 - 3.889 (Q1 Clin Neurol, T1 Neurosciences)<br /> <br /> <br /> * Borja Ayerdi, Manuel Graña<br /> : &quot;Hyperspectral Image Nonlinear Unmixing and Reconstruction by ELM Regression Ensemble&quot;<br /> : ''Neurocomputing''<br /> : JCR 2014 - 2.083 (Q1 CSAI) / [5-Year Impact Factor: 2.292]<br /> <br /> <br /> &lt;h3&gt;<br /> 2014<br /> &lt;/h3&gt;<br /> <br /> * Borja Ayerdi, Manuel Graña<br /> : &quot;Hyperspectral Image Nonlinear Unmixing by Ensemble ELM Regression&quot;<br /> : Jiuwen Cao et al. (Eds.): Proceedings of ELM-2014 Volume 2, Proceedings in Adaptation, Learning and Optimization1, pp. 289-297. Springer. <br /> <br /> <br /> * Borja Ayerdi, Ion Marqués and Manuel Grana<br /> : &quot;Spatially regularized semisupervised Ensembles of Extreme Learning Machines for hyperspectral image segmentation&quot;<br /> : ''Neurocomputing''<br /> : JCR 2014 - 2.083 (Q1 CSAI) / [5-Year Impact Factor: 2.292]<br /> <br /> <br /> * Borja Ayerdi, Manuel Grana<br /> : &quot;Hybrid Extreme Rotation Forest&quot;<br /> : ''Neural Networks''<br /> : JCR 2014 - 2.708 (Q1 CSAI) / [5-Year Impact Factor: 2.729]<br /> <br /> <br /> * Pawel Ksieniewicz, Dariusz Jankowski, Borja Ayerdi, Konrad Jackowski, Michal Wozniak and Manuel Graña<br /> : &quot;A Novel Hyperspectral Segmentation Algorithm - Concept and Evaluation&quot;<br /> : ''Logic Journal of the IGPL''<br /> : JCR 2012 - 1.136 (Q1 MATHEMATICS, Q1 APPLIED MATHEMATICS, Q1 LOGIC) / [5-Year Impact Factor: 0.79]<br /> <br /> <br /> &lt;h3&gt;<br /> 2013<br /> &lt;/h3&gt;<br /> <br /> * Borja Ayerdi, Ion Marqués and Manuel Grana<br /> : &quot;Spectral-spatial semi-supervised hyperspectral image segmentation using Ensembles of Extreme Learning Machines&quot;<br /> : ''ELM 2013, Beijing, October 15-17, 2013.''<br /> <br /> <br /> * J. Maiora , G. García , B. Ayerdi , M. Graña , M. De Blas<br /> : &quot;Active Learning enhanced with Expert Knowledge for Computed Tomography Image Segmentation&quot;<br /> : ''InMed 2013, Greece, 17-19 July, 2013.''<br /> <br /> <br /> * Borja Ayerdi, Josu Maiora, Manuel Graña<br /> : &quot;Aplications of Hybrid Extreme Rotation Forests for Image Segmentation&quot;<br /> : ''Journal of Hybrid Intelligent Systems''<br /> <br /> <br /> * Borja Ayerdi, Josu Maiora, Manuel Graña<br /> : &quot;Enhancing Active Learning Computed Tomography Image Segmentation with Domain Knowledge&quot;<br /> : ''HAIS 2013, Salamanca, 11-13 September, 2013.''<br /> <br /> <br /> * Borja Ayerdi, Alexandre Savio, Manuel Graña<br /> : &quot;Meta-ensembles of classifiers for Alzheimer's disease detection using independent ROI features&quot;<br /> : J.M. Ferrandez et al. (Eds.): IWINAC 2013, Part II, LNCS 7931, pp. 122--130. Springer, Heidelberg (2013) <br /> <br /> <br /> * Borja Ayerdi, Manuel Graña<br /> : &quot;On Spatial Regularization for Semisupervised Hyperspectral Image Segmentation Using Hybrid Extreme Rotation Forest&quot;<br /> : ''WHISPERS 2013, Gainesville, USA, 25-28 June, 2013.''<br /> <br /> <br /> * Darya Chyzhyk, Borja Ayerdi, Josu Maiora<br /> : &quot;Active Learning with Bootstrapped Dendritic Classifier applied to medical image segmentation&quot;<br /> : ''Pattern Recognition Letters''<br /> : JCR 2013 - 1.062 (T1, Q2 CSAI) / [5-Year Impact Factor: 1.466]<br /> <br /> <br /> * Josu Maiora, Borja Ayerdi, Manuel Graña<br /> : &quot;Random Forest Active Learning for Computed Tomography Angiography Image Segmentation&quot;<br /> : ''Neurocomputing''<br /> : JCR 2013 - 2.005 (Q1 CSAI) / [5-Year Impact Factor: 2.102]<br /> <br /> <br /> &lt;h3&gt;<br /> 2012<br /> &lt;/h3&gt;<br /> <br /> * Borja Ayerdi Vilches, Manuel Graña<br /> : &quot;Hybrid Extreme Rotation Forest&quot;.<br /> : ''ELM 2012, Singapore, 11-13 December, 2012''. <br /> <br /> <br /> * Borja Ayerdi, Josu Maiora, Manuel Graña<br /> : &quot;Active learning of Hybrid Extreme Rotation Forests for CTA image segmentation&quot;.<br /> : ''Hybrid Intelligent Systems (HIS), 2012 12th International Conference on (pp. 543-548)''. IEEE.<br /> <br /> <br /> &lt;h3&gt;<br /> 2010<br /> &lt;/h3&gt;<br /> <br /> * Ekaitz Zulueta Guerrero, Naiara Telleria Garay, Jose Manuel Lopez-Guede, Borja Ayerdi Vilches, Eider Egilegor Iragorri, David Lecumberri Castaños, Ana Belén de la Hoz Rastrollo and Carlos Pertusa Peña<br /> : &quot;Prediction of Bladder Cancer Recurrences Using Artificial Neural Networks&quot;<br /> : ''Lecture Notes in Computer Science, 2010, Volume 6076, Hybrid Artificial Intelligence Systems, Pages 492-499''.<br /> <br /> == Conferences ==<br /> <br /> * PyData 2014, Berlin ,25-27 July 2014.<br /> * Europython 2014, Berlin ,21-27 July 2014.<br /> * ELM 2013, Beijing, October 15-17, 2013.<br /> * HAIS 2013, Salamanca, 11-13 September, 2013. <br /> * WHISPERS 2013, Gainesville, USA, 25-28 June, 2013. <br /> * IWINAC 2013, Mallorca, 10-14 June, 2013. <br /> * FIA 2013, Dublin, 8-10 May, 2013. <br /> * ELM 2012, Singapore, 11-13 December 2012.<br /> * HIS 2012, Pune (India), 04-07 December 2012.<br /> <br /> == Reviewer ==<br /> <br /> * KES 2012<br /> * Pattern Recognition Letters<br /> * Neurocomputing<br /> * IEEE Journal of Selected Topics in Applied Earth Observations and Remote Sensing (JSTARS)<br /> * Pattern Analysis and Applications<br /> * InMed 2014<br /> <br /> == Organizer ==<br /> <br /> * Local organizing committee member of Europython 2015 ([http://ep2015.europython.eu/ Europython 2015])<br /> * Local organizing committee member of Python San Sebastian 2014 ([http://www.pyss.org Pyss14])<br /> * Local organizing committee member of the KES International Conference on Innovation in Medicine and Healthcare - ([http://inmed-14.innovationkt.org/ INMED 2014]) 7, 8 &amp; 9 July 2014, San Sebastian, Spain.<br /> * Local organizing committee member of the 16th International Conference on Knowledge-Based and Intelligent Information &amp; Engineering Systems – ([http://www.mirlabs.net/nwesp12/ KES 2012]) 10, 11 &amp; 12 September 2012, San Sebastian, Spain.<br /> <br /> == Other activities ==<br /> <br /> * Treasurer and board member of the non-profit Python San Sebastian society (ACPySS)<br /> * Treasurer and board member of the non-profit Euskopython society<br /> * Treasurer and board member of the non-profit Europython society (EPS)<br /> <br /> == Awards ==<br /> <br /> * Alexandre Savio, Borja Ayerdi y Manuel Graña: XIII Premio Manuel Laborde Werlinden, 2013 [http://entreprenari.com/html/cast/premios/mlaborde1.htm][http://www.basqueresearch.com/berria_irakurri.asp?Berri_Kod=4843&amp;hizk=I#.Ut475RC0qUk][http://www.diariovasco.com/20131211/economia/recibe-premio-manuel-laborde-201312111847.html][http://www.abc.es/agencias/noticia.asp?noticia=1549703][http://www.ehu.es/p200-content/es/contenidos/noticia/20131211_premio_laborde/es_laborde/20131211_premio_laborde.html]<br /> <br /> * Alexandre Savio, Borja Ayerdi y Manuel Graña: XXIV Premio Toribio Echevarria, 2014 [http://www.noticiasdegipuzkoa.com/2014/05/29/economia/los-toribio-premian-proyectos-de-tecnologia-computacional][http://www.toribioechevarria.com/eu/2013-2014ko-irabazleak/] [https://www.youtube.com/watch?v=gthFBCrw2VQ&amp;t=62m]<br /> <br /> * Videos [https://www.youtube.com/watch?v=_VUSjxMkxCo Euskadinnova] [https://www.youtube.com/watch?v=-0eNpmyOTxA Premios Toribio Echeverria]<br /> <br /> == Semana de la ciencia ==<br /> <br /> * XI Semana de la Ciencia 2011 ([http://www.diariovasco.com/v/20111112/al-dia-local/cientificos-20111112.html Diario Vasco])<br /> * XII Semana de la Ciencia 2012<br /> <br /> <br /> == Software ==<br /> * [http://www.ehu.es/ccwintco/index.php/GIC-source-code-free-libre GIC Source Code]<br /> * [http://www.ehu.es/ccwintco/uploads/6/69/HERF.tar.gz Hybrid Extreme Rotation Forest (HERF) basic code]<br /> * [http://www.ehu.es/ccwintco/uploads/c/c9/Farzad.zip Basic ELM code example]<br /> * [http://www.ehu.es/ccwintco/uploads/2/26/AdaHERF.zip Adaptative Extreme Rotation Forest (AdaHERF) python code]<br /> * [http://www.ehu.eus/ccwintco/uploads/1/1a/RotationForest-master.zip Rotation Forest python code]<br /> * [http://www.ehu.eus/ccwintco/index.php?title=Hyperspectral_Image_Nonlinear_Unmixing_and_Reconstruction_by_ELM_Regression_Ensemble_(MATLAB) Unmixing matlab code]<br /> <br /> == Datasets ==<br /> <br /> &lt;h3&gt;General Datasets&lt;/h3&gt;<br /> <br /> * [http://www.eecs.berkeley.edu/Research/Projects/CS/vision/grouping/segbench/ The Berkeley Segmentation Dataset and Benchmark]<br /> * [http://www.ehu.es/ccwintco/index.php/Hyperspectral_Remote_Sensing_Scenes Hyperspectral Remote Sensing Images (Salinas A, Salinas C, Indian Pines, Pavia University)]<br /> * [http://archive.ics.uci.edu/ml/ UCI Machine Learning Repository]<br /> * [[GIC-experimental-databases | Post-processed datasets by Alex Savio.]]<br /> <br /> <br /> &lt;h3&gt;Hyperspectral Datasets&lt;/h3&gt;<br /> <br /> * [http://www.ehu.es/ccwintco/index.php/Hyperspectral_Remote_Sensing_Scenes Hyperspectral Remote Sensing Scenes]<br /> * [http://www.ehu.es/ccwintco/index.php/Hyperspectral_Camera_SOC710_Nature_Datasets Our own dataset!]<br /> * [http://personalpages.manchester.ac.uk/staff/david.foster/Hyperspectral_images_of_natural_scenes_04.html Foster Hyperspectral Images]<br /> * [http://www.foi.se/FOI/templates/Page____9189.aspx FOI HyperSpectral Images]<br /> * [http://www.spectir.com/download.html Spectir Hyperspectral Images]<br /> * [http://www.cvc.uab.es/color_calibration/Bristol_Hyper/ Bristol Hyperspecrtal Images]<br /> * [https://sourceforge.net/p/hyperspectralim/wiki/Home/ SourceForge repository]<br /> * [https://sourceforge.net/projects/hyperspectralim/ SourceForge Hyperspectral repository]<br /> <br /> <br /> &lt;h3&gt;Medical Datasets&lt;/h3&gt;<br /> <br /> * [http://www.oasis-brains.org OASIS]<br /> * [http://fcon_1000.projects.nitrc.org/index.html INDI - 1000 Functional Connectomes Project]<br /> * [http://adni.loni.ucla.edu/ ADNI]<br /> * [http://www.nitrc.org/projects/brainmap BrainMap]<br /> * [http://rad.med.hokudai.ac.jp/research/fa/index_e.php Fractional Anisotropy Database]<br /> * [http://insight-journal.org/midas MIDAS]<br /> * [http://www.childmind.org/en/healthy-brain-network/abide/ ABIDE]<br /> * [http://fcon_1000.projects.nitrc.org/indi/retro/cobre.html COBRE-Schizophrenia]<br /> <br /> <br /> == Target journals ==<br /> <br /> * [http://ieeexplore.ieee.org/xpl/RecentIssue.jsp?punumber=91 IEEE Transactions on Fuzzy Systems (IF 5.484)]<br /> * [http://ieeexplore.ieee.org/xpl/RecentIssue.jsp?reload=true&amp;punumber=34 IEEE Transactions on Pattern Analysis and Machine Intelligence (IF 4.795)]<br /> * [http://www.journals.elsevier.com/knowledge-based-systems/ Knowledge-Based Systems (IF 4.104)]<br /> * [http://www.journals.elsevier.com/information-sciences/ Information Sciences (IF 3.643)]<br /> * [http://ieeexplore.ieee.org/xpl/RecentIssue.jsp?punumber=36 IEEE Transactions on Geoscience and Remote Sensing (IF 3.467)]<br /> * [http://ieeexplore.ieee.org/xpl/RecentIssue.jsp?punumber=4609443 IEEE Journal of Selected Topics in Applied Earth Observations and Remote Sensing (IF 2.874))]<br /> * [http://www.springer.com/computer/ai/journal/11063 Neural Processing Letters (IF 1.240)]<br /> <br /> <br /> == Utilities ==<br /> <br /> * [http://www.ehu.es/ccwintco/uploads/2/2d/Vision_20140908.pdf Intro 08/09/2014]<br /> * [https://www.accesowok.fecyt.es/jcr JCR]<br /> * [https://www.accesowok.fecyt.es/?page_id=658 Web of Knowledge]<br /> * [https://gestion-empleado.ehu.es Gestión de empleados UPV/EHU]<br /> * [http://gestioncvb.ehu.es Gestión de aulas virtuales]<br /> * [http://moodle5.ehu.es/ MOODLE]<br /> * [https://gestion.ehu.es/gaur GAUR]<br /> * [http://www.tic.ehu.es/p265-shintrct/es/contenidos/informacion/wifi/es_wifi/wifi_manual.html Eduroam UPV/EHU]<br /> * [http://www.tic.ehu.es/p265-shintrct/es/contenidos/enlace/vpn_indice/es_indizea/vpn_indizea.html VPN UPV/EHU]<br /> * [https://github.com/borjaayerdi My github]<br /> * [https://www.linkedin.com/pub/borja-ayerdi-vilches/3a/b87/12b My LinkedIn]<br /> * [http://scholar.google.es/citations?user=bVAL794AAAAJ My Google Scholar]<br /> * [http://braincloudcomputing.com Brain Cloud Computing (BCC)]<br /> * [http://bcig.eu/ BCIG]<br /> * [http://gitlab.braincloudcomputing.com/ Gitlab]<br /> * [http://www.cpt.univ-mrs.fr/~masson/latex/Beamer-appearance-cheat-sheet.pdf Beamer appearance cheat sheet]<br /> <br /> == Tutorials ==<br /> <br /> * [[Media:Git for dummies.png | Git Cheat sheet for Dummies.]]<br /> * [http://roundhere.net/journal/virtualenv-ubuntu-12-10/ Virtual enviroment (Ubuntu)]<br /> * [http://sebastianraschka.com/Articles/2014_matrix_cheatsheet.html Matrix Cheat Sheet MATLAB, Python NumPy, R, and Julia]<br /> * [http://bioinformatiquillo.wordpress.com/2009/06/17/beamerposter-posters-elegantes-con-la-clase-latex-beamer-en-lyx-y-presentaciones-en-formato-panoramico/ Beamer poster LyX]<br /> * [http://nbviewer.ipython.org/url/jakevdp.github.com/downloads/notebooks/XKCD_plots.ipynb XKCD plots]<br /> * [https://github.com/mwaskom/ziegler Ziegler: fMRI Reporting Webapp]</div> Borja.ayerdi https://ehu.eus/ccwintco/index.php?title=Hyperspectral_Image_Nonlinear_Unmixing_and_Reconstruction_by_ELM_Regression_Ensemble_(MATLAB)&diff=18386 Hyperspectral Image Nonlinear Unmixing and Reconstruction by ELM Regression Ensemble (MATLAB) 2016-01-31T00:19:56Z <p>Borja.ayerdi: </p> <hr /> <div><br /> This page is devoted to the publication of code and results on Hyperspectral Image Nonlinear Unmixing and Reconstruction by ELM Regression Ensembles. If you have any use of this code, please refer to the following publications<br /> <br /> * Borja Ayerdi, Manuel Graña<br /> : &quot;Hyperspectral Image Nonlinear Unmixing and Reconstruction by ELM Regression Ensemble&quot;<br /> : ''Neurocomputing''<br /> <br /> * [https://anonfiles.com/file/2e2dc981265f059bbb536d506cf616ef Matlab code]</div> Borja.ayerdi https://ehu.eus/ccwintco/index.php?title=Hyperspectral_Image_Nonlinear_Unmixing_and_Reconstruction_by_ELM_Regression_Ensemble_(MATLAB)&diff=18384 Hyperspectral Image Nonlinear Unmixing and Reconstruction by ELM Regression Ensemble (MATLAB) 2016-01-31T00:18:13Z <p>Borja.ayerdi: Página creada con « This page is devoted to the publication of code and results on Hyperspectral Image Nonlinear Unmixing and Reconstruction by ELM Regression Ensembles. If you have any use o...»</p> <hr /> <div><br /> This page is devoted to the publication of code and results on Hyperspectral Image Nonlinear Unmixing and Reconstruction by ELM Regression Ensembles. If you have any use of this code, please refer to the following publications<br /> <br /> :Borja Ayerdi, Manuel Graña<br /> :Hyperspectral Image Nonlinear Unmixing and Reconstruction by ELM Regression Ensemble<br /> :Neurocomputing<br /> <br /> * [https://anonfiles.com/file/2e2dc981265f059bbb536d506cf616ef Matlab code]</div> Borja.ayerdi https://ehu.eus/ccwintco/index.php?title=GIC-source-code-free-libre&diff=18382 GIC-source-code-free-libre 2016-01-30T23:50:27Z <p>Borja.ayerdi: </p> <hr /> <div><br /> ==[[Software for vascular CTA segmentation]]==<br /> <br /> ==[[Robotic Vision: Technologies for Machine Learning and Vision Applications ]] ==<br /> <br /> ==[[Relevance Dendritic Computing: codes and examples]]==<br /> <br /> == [[Hybrid Image Segmentation]] ==<br /> <br /> == [[Illumination Source Chromaticity Estimation (ISC)]] ==<br /> <br /> == [[A simulation environment in Matlab for Linked Muticomponent Robotic Systems (LMRS)]] ==<br /> <br /> == [[media:MCNN_code.zip|Morphological Cellular Neural Network]] ==<br /> <br /> == [[Coloreado de grafos con enjambres -- Swarm based graph coloring]] ==<br /> <br /> == [[Hyperspectral Imagery Synthesis tools for MATLAB | Hyperspectral Image Synthesis toolbox for MATLAB]] ==<br /> <br /> == [[Endmember Induction Algorithms (EIAs) for MATLAB and SCILAB | Endmember Induction Algorithms]] ==<br /> <br /> == [[Euclidean skeletons of digital image and volume data in linear time by integer medial axis transform]] ==<br /> <br /> == [[Skeletonization, skeleton pruning and simple skeleton graph construction example in Matlab]] ==<br /> <br /> == [[NPP estimation software for regional/global applications using Forest-BGC]] ==<br /> <br /> ==[http://www.sc.ehu.es/ccwgrrom/webcaras/ Sistema de reconocimiento de caras desarrollado por Iñigo Barandiarán]==<br /> <br /> == [[Graph Coloring Suite, Graph Coloring Solver and Graph generator]] ==<br /> <br /> ==[https://github.com/alexsavio/aizkolari#aizkolari Aizkolari: Supervised feature extraction from brain MRI (or any kind Nifti or Analyze files) and supervised classification tool for disease detection] [[Media:Alexsavio-aizkolari.zip | Local copy]]==<br /> <br /> == [http://www.ehu.es/ccwintco/index.php/Usuario:Alexsavio#Software Other tools from Alexandre Savio] ==<br /> <br /> ==[[Hybrid Extreme Rotation Forest (HERF)]]==<br /> <br /> == [http://www.ehu.es/ccwintco/uploads/6/69/HERF.tar.gz Hybrid Extreme Rotation Forest (HERF) basic code] ==<br /> <br /> == [http://www.ehu.es/ccwintco/uploads/2/26/AdaHERF.zip Adaptative Hybrid Extreme Rotation Forest (AdaHERF) python code] ==<br /> <br /> == [[Hyperspectral Image Nonlinear Unmixing and Reconstruction by ELM Regression Ensemble (MATLAB) | Nonlinear Unmixing and Reconstruction]] ==<br /> <br /> == [http://www.ehu.es/ccwintco/index.php?title=D-RR-QL Distributed Round-Robin Q-Learning (D-RR-QL) for Linked Multicomponent Robotic Systems] ==<br /> <br /> == [http://www.ehu.es/ccwintco/uploads/c/c8/DRIVE_Active_Learning_RF.zip Drive dataset with AL and RF] ==<br /> <br /> == [[Influence Maximization]] ==</div> Borja.ayerdi https://ehu.eus/ccwintco/index.php?title=Usuario:Borja.ayerdi&diff=18380 Usuario:Borja.ayerdi 2016-01-30T23:30:27Z <p>Borja.ayerdi: /* Borja Ayerdi Vilches */</p> <hr /> <div>[[Imagen:Borja-Color.jpg | right | 350px | alt=Borja Ayerdi photo]]<br /> <br /> == Borja Ayerdi Vilches ==<br /> <br /> ''Imagine the future, change the present''<br /> <br /> &lt;h3&gt;Personal Data&lt;/h3&gt;<br /> <br /> * &lt;b&gt;E-mail:&lt;/b&gt; borja.ayerdi@ehu.es <br /> <br /> * &lt;b&gt;Address:&lt;/b&gt;<br /> :Computational Intelligence Group <br /> :Computer Science Faculty - Lab. 307 <br /> :University Of The Basque Country (UPV/EHU) <br /> :Paseo Manuel Lardizabal 1 - CP: 20018 Donostia/San Sebastián (GIPUZKOA) - Spain<br /> <br /> * &lt;b&gt;Tfno.:&lt;/b&gt; (+34) 943.01.80.47<br /> <br /> == Studies ==<br /> <br /> * PhD Thesis: ''Contributions to Ensemble Classifiers with Image Analysis Applications''. Director: Prof. Manuel Graña Romay. (18/Dec/2015)<br /> ** [[media:Tesis-Borja-Ayerdi-2015-12-14.pdf|PhD Thesis]]<br /> ** [[media:Borja-Ayerdi-slides tesis.pdf|Dissertation slides]]<br /> * [http://www.kisa.ehu.es/ Masters Degree in Computational Engineering and Intelligent Systems] (2011/2012) - Universidad del País Vasco (UPV/EHU).<br /> * Computer Science Engineer (2009/2011) - Universidad del País Vasco (UPV/EHU).<br /> * Technical Engineering in Information Management (2006/2009) - Universidad del País Vasco (UPV/EHU).<br /> <br /> == Research Areas ==<br /> <br /> * Medical Image segmentation and registration.<br /> * Machine Learning application to medical image processing.<br /> * Extreme Learning Machines.<br /> * Hyperspectral imaging.<br /> * Social Networks.<br /> * Big data.<br /> * Active learning.<br /> * Hybrid classification ensembles.<br /> <br /> <br /> == Working experience ==<br /> <br /> * January 2012 - ongoing: [http://www.hezkuntza.ejgv.euskadi.net/r43-5552/es/contenidos/informacion/dib4/es_2035/bfi2_c.html Beca predoctoral / Predoctoral fellowship] granted by Gobierno Vasco / Basque Government.<br /> <br /> * September 2011 - December 2011: Personal Investigador Contratado / Hired researcher at Universidad del País Vasco (UPV/EHU), [http://www.ehu.es/ccwintco/ Computational Intelligence Group].<br /> : Project: EVARTRAC CIRUGÍA GUIADA POR IMAGEN: APLICACIÓN A LA REPARACIÓN ENDOVASCULAR DE ANEURISMAS DE AORTA.<br /> <br /> <br /> == Teaching ==<br /> <br /> * Computer Vision (UPV/EHU 2015/2016)<br /> * Computer Vision (UPV/EHU 2014/2015)<br /> * Machine Learning and Neural Networks (UPV/EHU 2013/2014)<br /> <br /> == Courses ==<br /> <br /> * Vitoria-Gasteiz 2009 - (Intensive Programme) Network Security and 4n6<br /> <br /> <br /> == Intership ==<br /> <br /> * 2013 - [http://www.kssk.pwr.wroc.pl/machine-learning-team/1469/?lang=en Machine Learning Group], Wrocław University of Technology, Poland with Prof. Michal Wozniak<br /> <br /> <br /> == Research projects participation ==<br /> <br /> * Proyecto: Aprendizaje cooperativo inter e intragrupal en el submodulo de escructura y arquitectura de computadores.<br /> ** Entidad adjudicataria: UPV/EHU, Proyecto de Innovación Educativa 6719.<br /> ** Investigador principal: Jose Manuel Lopez Guede.<br /> ** Fechas: 2014 – 2015.<br /> <br /> <br /> * Proyecto: Técnicas de inteligencia computacional en el proceso de imagen hiperespectral y aplicaciones.<br /> ** Entidad adjudicataria: Ministerio de Ciencia e Innovación del Gobierno Español, TIN2011-28753-C02-02.<br /> ** Investigador principal: Prof. Alicia d'Anjou.<br /> ** Fechas: 2011 – 2013.<br /> <br /> <br /> == Publications ==<br /> <br /> &lt;h3&gt;<br /> Submitted without decision<br /> &lt;/h3&gt;<br /> <br /> <br /> * Borja Ayerdi, Manuel Grana<br /> : &quot;Anticipative Hybrid Extreme Rotation Forest&quot;<br /> : ''IEEE Transactions on Neural Networks and Learning Systems''<br /> : JCR 2014 - 4.291<br /> <br /> <br /> <br /> &lt;h3&gt;<br /> 2015<br /> &lt;/h3&gt;<br /> <br /> <br /> * Borja Ayerdi, Manuel Graña<br /> : &quot;Hyperspectral Image Analysis by Spectral-Spatial Processing and Anticipatively Tuned Hybrid Extreme Rotation Forest Classification&quot;<br /> : ''IEEE Transactions on Geoscience and Remote Sensing (TGARS)''<br /> : JCR 2014 - 3.514<br /> <br /> <br /> <br /> * Ariadna Besga, Itxaso González-Ortega, Enrique Echeburúa, Alexandre Savio, Borja Ayerdi, Darya Chyzhyk, Jose LM Madrigal, Juan C. Leza, Manuel Graña, Ana González-Pinto<br /> : &quot;Discrimination between Alzheimer’s Disease and Late Onset Bipolar Disorder using multivariate analysis&quot;<br /> : ''Frontiers in Aging Neuroscience''<br /> : JCR 2014 - 4.000<br /> <br /> <br /> * A Besga-Basterra, B Ayerdi, G Alcalde-Behold, A Manzano-Ramirez, P Lopetegui-Eraso, M Graña, A González-Pinto-Arrillaga<br /> : &quot;Risk factors for emergency department short time readmission in stratified population&quot;<br /> : ''Biomed Research International''<br /> : JCR 2014 - 1.579<br /> <br /> <br /> * Borja Ayerdi, Oier Echaniz, Alexandre Savio, Manuel Graña <br /> : “Automated segmentation of subcutaneous and visceral adipose tissues from MRI”<br /> : ''InMed 2015''<br /> <br /> <br /> * Borja Ayerdi, Manuel Graña<br /> : &quot;Random Forest Active Learning for Detecting Blood Vessels in Angiography&quot;<br /> : ''CORES 2015''<br /> <br /> <br /> * Ariadna Besga-Basterra, Darya Chyzhyk, Itxaso González-Ortega, Alexandre Savio, Borja Ayerdi, Jon Echeveste, Manuel Graña, Ana González-Pinto<br /> : &quot;White matter anatomical correlates with biomarkers discriminating between Alzheimer’s Disease and Late Onset Bipolar Disorder by eigenanatomy on fractional anisotropy imaging&quot;<br /> : ''Current Alzheimer Research''<br /> : JCR 2014 - 3.889 (Q1 Clin Neurol, T1 Neurosciences)<br /> <br /> <br /> * Borja Ayerdi, Manuel Graña<br /> : &quot;Hyperspectral Image Nonlinear Unmixing and Reconstruction by ELM Regression Ensemble&quot;<br /> : ''Neurocomputing''<br /> : JCR 2014 - 2.083 (Q1 CSAI) / [5-Year Impact Factor: 2.292]<br /> <br /> <br /> &lt;h3&gt;<br /> 2014<br /> &lt;/h3&gt;<br /> <br /> * Borja Ayerdi, Manuel Graña<br /> : &quot;Hyperspectral Image Nonlinear Unmixing by Ensemble ELM Regression&quot;<br /> : Jiuwen Cao et al. (Eds.): Proceedings of ELM-2014 Volume 2, Proceedings in Adaptation, Learning and Optimization1, pp. 289-297. Springer. <br /> <br /> <br /> * Borja Ayerdi, Ion Marqués and Manuel Grana<br /> : &quot;Spatially regularized semisupervised Ensembles of Extreme Learning Machines for hyperspectral image segmentation&quot;<br /> : ''Neurocomputing''<br /> : JCR 2014 - 2.083 (Q1 CSAI) / [5-Year Impact Factor: 2.292]<br /> <br /> <br /> * Borja Ayerdi, Manuel Grana<br /> : &quot;Hybrid Extreme Rotation Forest&quot;<br /> : ''Neural Networks''<br /> : JCR 2014 - 2.708 (Q1 CSAI) / [5-Year Impact Factor: 2.729]<br /> <br /> <br /> * Pawel Ksieniewicz, Dariusz Jankowski, Borja Ayerdi, Konrad Jackowski, Michal Wozniak and Manuel Graña<br /> : &quot;A Novel Hyperspectral Segmentation Algorithm - Concept and Evaluation&quot;<br /> : ''Logic Journal of the IGPL''<br /> : JCR 2012 - 1.136 (Q1 MATHEMATICS, Q1 APPLIED MATHEMATICS, Q1 LOGIC) / [5-Year Impact Factor: 0.79]<br /> <br /> <br /> &lt;h3&gt;<br /> 2013<br /> &lt;/h3&gt;<br /> <br /> * Borja Ayerdi, Ion Marqués and Manuel Grana<br /> : &quot;Spectral-spatial semi-supervised hyperspectral image segmentation using Ensembles of Extreme Learning Machines&quot;<br /> : ''ELM 2013, Beijing, October 15-17, 2013.''<br /> <br /> <br /> * J. Maiora , G. García , B. Ayerdi , M. Graña , M. De Blas<br /> : &quot;Active Learning enhanced with Expert Knowledge for Computed Tomography Image Segmentation&quot;<br /> : ''InMed 2013, Greece, 17-19 July, 2013.''<br /> <br /> <br /> * Borja Ayerdi, Josu Maiora, Manuel Graña<br /> : &quot;Aplications of Hybrid Extreme Rotation Forests for Image Segmentation&quot;<br /> : ''Journal of Hybrid Intelligent Systems''<br /> <br /> <br /> * Borja Ayerdi, Josu Maiora, Manuel Graña<br /> : &quot;Enhancing Active Learning Computed Tomography Image Segmentation with Domain Knowledge&quot;<br /> : ''HAIS 2013, Salamanca, 11-13 September, 2013.''<br /> <br /> <br /> * Borja Ayerdi, Alexandre Savio, Manuel Graña<br /> : &quot;Meta-ensembles of classifiers for Alzheimer's disease detection using independent ROI features&quot;<br /> : J.M. Ferrandez et al. (Eds.): IWINAC 2013, Part II, LNCS 7931, pp. 122--130. Springer, Heidelberg (2013) <br /> <br /> <br /> * Borja Ayerdi, Manuel Graña<br /> : &quot;On Spatial Regularization for Semisupervised Hyperspectral Image Segmentation Using Hybrid Extreme Rotation Forest&quot;<br /> : ''WHISPERS 2013, Gainesville, USA, 25-28 June, 2013.''<br /> <br /> <br /> * Darya Chyzhyk, Borja Ayerdi, Josu Maiora<br /> : &quot;Active Learning with Bootstrapped Dendritic Classifier applied to medical image segmentation&quot;<br /> : ''Pattern Recognition Letters''<br /> : JCR 2013 - 1.062 (T1, Q2 CSAI) / [5-Year Impact Factor: 1.466]<br /> <br /> <br /> * Josu Maiora, Borja Ayerdi, Manuel Graña<br /> : &quot;Random Forest Active Learning for Computed Tomography Angiography Image Segmentation&quot;<br /> : ''Neurocomputing''<br /> : JCR 2013 - 2.005 (Q1 CSAI) / [5-Year Impact Factor: 2.102]<br /> <br /> <br /> &lt;h3&gt;<br /> 2012<br /> &lt;/h3&gt;<br /> <br /> * Borja Ayerdi Vilches, Manuel Graña<br /> : &quot;Hybrid Extreme Rotation Forest&quot;.<br /> : ''ELM 2012, Singapore, 11-13 December, 2012''. <br /> <br /> <br /> * Borja Ayerdi, Josu Maiora, Manuel Graña<br /> : &quot;Active learning of Hybrid Extreme Rotation Forests for CTA image segmentation&quot;.<br /> : ''Hybrid Intelligent Systems (HIS), 2012 12th International Conference on (pp. 543-548)''. IEEE.<br /> <br /> <br /> &lt;h3&gt;<br /> 2010<br /> &lt;/h3&gt;<br /> <br /> * Ekaitz Zulueta Guerrero, Naiara Telleria Garay, Jose Manuel Lopez-Guede, Borja Ayerdi Vilches, Eider Egilegor Iragorri, David Lecumberri Castaños, Ana Belén de la Hoz Rastrollo and Carlos Pertusa Peña<br /> : &quot;Prediction of Bladder Cancer Recurrences Using Artificial Neural Networks&quot;<br /> : ''Lecture Notes in Computer Science, 2010, Volume 6076, Hybrid Artificial Intelligence Systems, Pages 492-499''.<br /> <br /> == Conferences ==<br /> <br /> * PyData 2014, Berlin ,25-27 July 2014.<br /> * Europython 2014, Berlin ,21-27 July 2014.<br /> * ELM 2013, Beijing, October 15-17, 2013.<br /> * HAIS 2013, Salamanca, 11-13 September, 2013. <br /> * WHISPERS 2013, Gainesville, USA, 25-28 June, 2013. <br /> * IWINAC 2013, Mallorca, 10-14 June, 2013. <br /> * FIA 2013, Dublin, 8-10 May, 2013. <br /> * ELM 2012, Singapore, 11-13 December 2012.<br /> * HIS 2012, Pune (India), 04-07 December 2012.<br /> <br /> == Reviewer ==<br /> <br /> * KES 2012<br /> * Pattern Recognition Letters<br /> * Neurocomputing<br /> * IEEE Journal of Selected Topics in Applied Earth Observations and Remote Sensing (JSTARS)<br /> * Pattern Analysis and Applications<br /> * InMed 2014<br /> <br /> == Organizer ==<br /> <br /> * Local organizing committee member of Europython 2015 ([http://ep2015.europython.eu/ Europython 2015])<br /> * Local organizing committee member of Python San Sebastian 2014 ([http://www.pyss.org Pyss14])<br /> * Local organizing committee member of the KES International Conference on Innovation in Medicine and Healthcare - ([http://inmed-14.innovationkt.org/ INMED 2014]) 7, 8 &amp; 9 July 2014, San Sebastian, Spain.<br /> * Local organizing committee member of the 16th International Conference on Knowledge-Based and Intelligent Information &amp; Engineering Systems – ([http://www.mirlabs.net/nwesp12/ KES 2012]) 10, 11 &amp; 12 September 2012, San Sebastian, Spain.<br /> <br /> == Other activities ==<br /> <br /> * Treasurer and board member of the non-profit Python San Sebastian society (ACPySS)<br /> * Treasurer and board member of the non-profit Euskopython society<br /> * Treasurer and board member of the non-profit Europython society (EPS)<br /> <br /> == Awards ==<br /> <br /> * Alexandre Savio, Borja Ayerdi y Manuel Graña: XIII Premio Manuel Laborde Werlinden, 2013 [http://entreprenari.com/html/cast/premios/mlaborde1.htm][http://www.basqueresearch.com/berria_irakurri.asp?Berri_Kod=4843&amp;hizk=I#.Ut475RC0qUk][http://www.diariovasco.com/20131211/economia/recibe-premio-manuel-laborde-201312111847.html][http://www.abc.es/agencias/noticia.asp?noticia=1549703][http://www.ehu.es/p200-content/es/contenidos/noticia/20131211_premio_laborde/es_laborde/20131211_premio_laborde.html]<br /> <br /> * Alexandre Savio, Borja Ayerdi y Manuel Graña: XXIV Premio Toribio Echevarria, 2014 [http://www.noticiasdegipuzkoa.com/2014/05/29/economia/los-toribio-premian-proyectos-de-tecnologia-computacional][http://www.toribioechevarria.com/eu/2013-2014ko-irabazleak/] [https://www.youtube.com/watch?v=gthFBCrw2VQ&amp;t=62m]<br /> <br /> * Videos [https://www.youtube.com/watch?v=_VUSjxMkxCo Euskadinnova] [https://www.youtube.com/watch?v=-0eNpmyOTxA Premios Toribio Echeverria]<br /> <br /> == Semana de la ciencia ==<br /> <br /> * XI Semana de la Ciencia 2011 ([http://www.diariovasco.com/v/20111112/al-dia-local/cientificos-20111112.html Diario Vasco])<br /> * XII Semana de la Ciencia 2012<br /> <br /> <br /> == Software ==<br /> * [http://www.ehu.es/ccwintco/index.php/GIC-source-code-free-libre GIC Source Code]<br /> * [http://www.ehu.es/ccwintco/uploads/6/69/HERF.tar.gz Hybrid Extreme Rotation Forest (HERF) basic code]<br /> * [http://www.ehu.es/ccwintco/uploads/c/c9/Farzad.zip Basic ELM code example]<br /> * [http://www.ehu.es/ccwintco/uploads/2/26/AdaHERF.zip Adaptative Extreme Rotation Forest (AdaHERF) python code]<br /> * [http://www.ehu.eus/ccwintco/uploads/1/1a/RotationForest-master.zip Rotation Forest python code]<br /> <br /> == Datasets ==<br /> <br /> &lt;h3&gt;General Datasets&lt;/h3&gt;<br /> <br /> * [http://www.eecs.berkeley.edu/Research/Projects/CS/vision/grouping/segbench/ The Berkeley Segmentation Dataset and Benchmark]<br /> * [http://www.ehu.es/ccwintco/index.php/Hyperspectral_Remote_Sensing_Scenes Hyperspectral Remote Sensing Images (Salinas A, Salinas C, Indian Pines, Pavia University)]<br /> * [http://archive.ics.uci.edu/ml/ UCI Machine Learning Repository]<br /> * [[GIC-experimental-databases | Post-processed datasets by Alex Savio.]]<br /> <br /> <br /> &lt;h3&gt;Hyperspectral Datasets&lt;/h3&gt;<br /> <br /> * [http://www.ehu.es/ccwintco/index.php/Hyperspectral_Remote_Sensing_Scenes Hyperspectral Remote Sensing Scenes]<br /> * [http://www.ehu.es/ccwintco/index.php/Hyperspectral_Camera_SOC710_Nature_Datasets Our own dataset!]<br /> * [http://personalpages.manchester.ac.uk/staff/david.foster/Hyperspectral_images_of_natural_scenes_04.html Foster Hyperspectral Images]<br /> * [http://www.foi.se/FOI/templates/Page____9189.aspx FOI HyperSpectral Images]<br /> * [http://www.spectir.com/download.html Spectir Hyperspectral Images]<br /> * [http://www.cvc.uab.es/color_calibration/Bristol_Hyper/ Bristol Hyperspecrtal Images]<br /> * [https://sourceforge.net/p/hyperspectralim/wiki/Home/ SourceForge repository]<br /> * [https://sourceforge.net/projects/hyperspectralim/ SourceForge Hyperspectral repository]<br /> <br /> <br /> &lt;h3&gt;Medical Datasets&lt;/h3&gt;<br /> <br /> * [http://www.oasis-brains.org OASIS]<br /> * [http://fcon_1000.projects.nitrc.org/index.html INDI - 1000 Functional Connectomes Project]<br /> * [http://adni.loni.ucla.edu/ ADNI]<br /> * [http://www.nitrc.org/projects/brainmap BrainMap]<br /> * [http://rad.med.hokudai.ac.jp/research/fa/index_e.php Fractional Anisotropy Database]<br /> * [http://insight-journal.org/midas MIDAS]<br /> * [http://www.childmind.org/en/healthy-brain-network/abide/ ABIDE]<br /> * [http://fcon_1000.projects.nitrc.org/indi/retro/cobre.html COBRE-Schizophrenia]<br /> <br /> <br /> == Target journals ==<br /> <br /> * [http://ieeexplore.ieee.org/xpl/RecentIssue.jsp?punumber=91 IEEE Transactions on Fuzzy Systems (IF 5.484)]<br /> * [http://ieeexplore.ieee.org/xpl/RecentIssue.jsp?reload=true&amp;punumber=34 IEEE Transactions on Pattern Analysis and Machine Intelligence (IF 4.795)]<br /> * [http://www.journals.elsevier.com/knowledge-based-systems/ Knowledge-Based Systems (IF 4.104)]<br /> * [http://www.journals.elsevier.com/information-sciences/ Information Sciences (IF 3.643)]<br /> * [http://ieeexplore.ieee.org/xpl/RecentIssue.jsp?punumber=36 IEEE Transactions on Geoscience and Remote Sensing (IF 3.467)]<br /> * [http://ieeexplore.ieee.org/xpl/RecentIssue.jsp?punumber=4609443 IEEE Journal of Selected Topics in Applied Earth Observations and Remote Sensing (IF 2.874))]<br /> * [http://www.springer.com/computer/ai/journal/11063 Neural Processing Letters (IF 1.240)]<br /> <br /> <br /> == Utilities ==<br /> <br /> * [http://www.ehu.es/ccwintco/uploads/2/2d/Vision_20140908.pdf Intro 08/09/2014]<br /> * [https://www.accesowok.fecyt.es/jcr JCR]<br /> * [https://www.accesowok.fecyt.es/?page_id=658 Web of Knowledge]<br /> * [https://gestion-empleado.ehu.es Gestión de empleados UPV/EHU]<br /> * [http://gestioncvb.ehu.es Gestión de aulas virtuales]<br /> * [http://moodle5.ehu.es/ MOODLE]<br /> * [https://gestion.ehu.es/gaur GAUR]<br /> * [http://www.tic.ehu.es/p265-shintrct/es/contenidos/informacion/wifi/es_wifi/wifi_manual.html Eduroam UPV/EHU]<br /> * [http://www.tic.ehu.es/p265-shintrct/es/contenidos/enlace/vpn_indice/es_indizea/vpn_indizea.html VPN UPV/EHU]<br /> * [https://github.com/borjaayerdi My github]<br /> * [https://www.linkedin.com/pub/borja-ayerdi-vilches/3a/b87/12b My LinkedIn]<br /> * [http://scholar.google.es/citations?user=bVAL794AAAAJ My Google Scholar]<br /> * [http://braincloudcomputing.com Brain Cloud Computing (BCC)]<br /> * [http://bcig.eu/ BCIG]<br /> * [http://gitlab.braincloudcomputing.com/ Gitlab]<br /> * [http://www.cpt.univ-mrs.fr/~masson/latex/Beamer-appearance-cheat-sheet.pdf Beamer appearance cheat sheet]<br /> <br /> == Tutorials ==<br /> <br /> * [[Media:Git for dummies.png | Git Cheat sheet for Dummies.]]<br /> * [http://roundhere.net/journal/virtualenv-ubuntu-12-10/ Virtual enviroment (Ubuntu)]<br /> * [http://sebastianraschka.com/Articles/2014_matrix_cheatsheet.html Matrix Cheat Sheet MATLAB, Python NumPy, R, and Julia]<br /> * [http://bioinformatiquillo.wordpress.com/2009/06/17/beamerposter-posters-elegantes-con-la-clase-latex-beamer-en-lyx-y-presentaciones-en-formato-panoramico/ Beamer poster LyX]<br /> * [http://nbviewer.ipython.org/url/jakevdp.github.com/downloads/notebooks/XKCD_plots.ipynb XKCD plots]<br /> * [https://github.com/mwaskom/ziegler Ziegler: fMRI Reporting Webapp]</div> Borja.ayerdi https://ehu.eus/ccwintco/index.php?title=Tesis_doctorales_dirigidas&diff=18378 Tesis doctorales dirigidas 2016-01-28T17:29:45Z <p>Borja.ayerdi: </p> <hr /> <div><br /> ;Borja Ayerdi Vilches<br /> : [[media:Tesis-Borja-Ayerdi-2015-12-14.pdf|Contributions to Ensemble Classifiers with Image Analysis Applications]]<br /> : Director Manuel M Graña Romay<br /> : defensa 18 diciembre 2015, Facultad de Informática UPV/EHU [[media:Borja-Ayerdi-slides tesis.pdf|presentación]]<br /> : Calificación: Sobresaliente Cum Laude por unanimidad<br /> : Tribunal Javier Dolado (UPV/EHU), Richard Duro (UDC), Alexandre Manhaes Savio (TUM Munchen, Germany), Emilio Corchado (USAL), Jose Manuel Lopez Guede (UPV/EHU)<br /> <br /> ;Maialen Larrañaga Zumeta<br /> :Dynamic control of stochastic and fluid resource-sharing systems <br /> : Directores Urtzi Ayesta, Ina Maria Verloop, Xabier Albizuri<br /> : defensa 25/09/2015, Institut National Polytechnique de Toulouse (INP Toulouse) / Laboratoire d’Analyse et d’Architecture des Systèmes (de la CNRS)<br /> : calificación: sobresaliente cum laude por unanimidad<br /> : Teis en cotutela con la Universidad de Tolouse y la UPV/EHU<br /> <br /> ;Ane Izagirre Korta<br /> :Interpolation approximations for steady-state performance measures <br /> : Directores Urtzi Ayesta, Ina Maria Verloop, Xabier Albizuri<br /> : defensa 21/09/2015 Institut National Polytechnique de Toulouse (INP Toulouse) / Laboratoire d’Analyse et d’Architecture des Systèmes (de la CNRS)<br /> : calificación: sobresaliente cum laude por unanimidad<br /> : Teis en cotutela con la Universidad de Tolouse y la UPV/EHU<br /> <br /> <br /> ; Eduardo Carrasco<br /> : [[media:Some Contributions to Smart Assistive Technologies - Final.pdf|Some Contributions to Smart Assistive Technologies]]<br /> :Directores: Manuel Graña, Carlos Toro (IK4-Vicomtech)<br /> : Facultad de Informatica UPV/EHU, depositada 16 de diciembre 2014, defensa 23 enero 2015<br /> : calificación: sobre saliente cum laude por unanimidad<br /> :Tribunal: J Miguel Alonso (UPV/EHU), J de Lope (UPM), Alessandro de Mauro (Universidad Catolica Leuven), Ivan Macia (Vicomtech-IK4), Darya Chyzhyk (UPV/EHU)<br /> <br /> <br /> <br /> ;Ion Marqués Bailón<br /> : [[media:Ion_Marques_tesis_2014_10_28.pdf|Lattice Computing and Hyperspectral Image Processing for Human Detection and Identification]]<br /> : Director: Manuel Graña Romay<br /> : Facultad de Informatica UPV/EHU, depositada 10 de octubre 2014, defensa 14 Noviembre<br /> : Apto cum laude por unanimidad, Tesis internacional<br /> : Tribunal, J Miguel Alonso (UPV/EHU), G Caridakis (National Techn. Univ. of Athens), R Duro (Univ. de A Coruña), E Corchado (Univ. de Salamanca), JM Lopez Guede (UPV/EHU)<br /> <br /> ; Rosalia Dacosta Aguayo<br /> : [[media:ROSALIA PhD THESIS-2014-04-10.pdf | Functional, structural and metabolic remodeling related to cognitive recovery in ischemic stroke patients]]<br /> : Department of Psychiatry and Clinical Psychobiology, Universidad de Barcelona<br /> : Directores: Maria Mataró Serrat, Manuel Graña Romay<br /> : depositada Universidad de Barcelona<br /> : Dia de la defensa: 27 de junio, Hora: 12 mañana<br /> : Tribunal, Pilar Salgado (Hospital Benito Menni), Meritxell Gomis (Hospital Germans Trias i Pujol, David Bartrés (Universidad de Barcelona/Hospital Clínic)<br /> : Aula: aula 14 (aula de graus). MEDICINA. Hospital Clínic. Barcelona<br /> <br /> ;Eider Sanchez Herrero<br /> :[[media:Eider Sanchez Tesis 20140220 Printed.pdf|Semantically Steered Clinical Decision Support Systems]]<br /> :[[media:2014-06-04-E-Sanchez-ThesisPresentation.pdf|slides of the presentation]]<br /> : Directores: Manuel Graña Romay, Carlos Toro Rodriguez<br /> : Facultad de Informatica UPV/EHU, depositada 26 Febrero 2014, defensa: 20 junio<br /> : Apto cum laude por unanimidad,<br /> : Tribunal Alicia d'Anjou d'Anjou (UPV/EHU), Jorge L Posada (Vicomtech-IK4), Dora Blanco Heras (Univ. Santiago de Compostela), Cesar A Maldonado Sanin (Univ. Newcastle, AU), Ana Isabel Gonzalez Acuña (UPV/EHU)<br /> <br /> ;Alexandre Savio<br /> :[[media:Alex-Savio-thesis final with covers.pdf|Experiments of Machine Learning for Neurodiagnosis]]<br /> :[[media:Alex_thesis_slides.pdf|slides]]<br /> : Director: Manuel Graña Romay<br /> : Facultad de Informatica UPV/EHU, depositada 27 sept 2013, defendida 8 de noviembre de 2013 <br /> : Apto cum laude por unanimidad, Tesis Internacional<br /> : Tribunal Alicia d'Anjou (UPV/EHU), JM Gorriz (U Granada), R Duro (UDC), K Camilleri (U Malta), FX Albizuri (UPV/EHU)<br /> <br /> ;Darya Chyzhyk<br /> : [[media:Darya-Chyzhyk-thesis-draft-2013-06-03.pdf| Contributions of Lattice Computing to Medical Image Processing]]<br /> : [[media:Chyzhyk-thesis-Slides.pdf| Slides of the Thesis]]<br /> : Director: Manuel Graña Romay<br /> : Facultad de Informática UPV/EHU 26 de Julio de 2013, <br /> : Apto cum laude por unanimidad, Tesis internacional<br /> : Tribunal: G.X. Ritter (U.Florida, USA), G. Papadakis (ITE Kavala, Greece), G. Caridakis (NTU Athens, Greece), M. Wozniak (TU Wroclaw, Poland), B. Apolloni (U Milano, Italy)<br /> : This is the last thesis in the UPV/EHU with a tribunal entirely composed of international members. Despite holding the qualification of &quot;Campus of International Excelence&quot; the UPV/EHU will not allow fully international thesis tribunal in the future. Economical reasons are claimed while the university spends the equivalent to the cost of 4000-8000 international theses in a building whose purpose is unknown, whose need is doubtful and whose final funding sources for its payment are uncertain. <br /> <br /> ; Iñigo Barandiaran Martirena<br /> : [[media:IBarandiaran Thesis 11-07-2013.pdf|Contributions to Local Feature Extraction, Description and Matching in 2D Images]]<br /> : Directores: Manuel Graña Romay, Marcos Nieto Doncel (VIcomtech)<br /> : Facultad de Informática UPV/EHU 12 de Julio de 2013, Apto cum laude por unanimidad [[media:Ibarandiaran slides 2013 07 01.pdf|slides]]<br /> : Tribunal: R. Duro (UPC), J de Lope (UPM), B Raducanu (UAB), I MAcia (Vicomtech) R Ferreiro (UPC)<br /> <br /> <br /> ;Josu Maiora Oria<br /> :[[media:Tesis Josu Maiora final 2013 02 15.pdf|Computational Intelligence for Abdominal Aortic Aneurysm Imaging Analysis]]<br /> : Director Manuel Graña Romay<br /> :depósito 18 de febrero 2013<br /> : Facultad de Informática UPV/EHU, 5 de Abril de 2013, Apto cum laude por unanimidad [[media:Josu Maiora 2013-04-05-thesis presentation.pdf|slides]]<br /> : Tribunal : D Maravall (UPM), E Corchado (USAL), J. Ruiz-Cabello (UCM, CNIC), JM Gorriz (UGranada), PP Wang (Duke Univesity)<br /> <br /> ; Israel Carlos Rebollo Ruiz<br /> :[[media:Tesis-Israel-final.pdf|Gravitational Swarm for Graph Coloring]]<br /> :[[media:Presentacion_tesis_israel.pdf| Slides (spanish)]]<br /> : Director Manuel Graña Romay<br /> :depósito 22 de junio 2012<br /> : Facultad de Informatica UPV/EHU, 27 de julio de 2012, Apto cum laude por unanimidad,<br /> : Tribunal : J. Pavon (UCM), R. Duro (UDC), D. Andina (UPM), J. de Lope (UPM), A. Gonzalez (UPV/EHU)<br /> <br /> <br /> ; Ivan Macia Oliver<br /> :[[media:Thesis_Ivan_Macia_Final.pdf‎| Medical Image Analysis for the Detection, Extraction and Modelling of Vascular Structures]]<br /> : Director Manuel Graña Romay<br /> :depósito 6 de junio 2012<br /> : Facultad de Informatica UPV/EHU, 13 de julio de 2012, Apto cum laude por unanimidad,<br /> : Tribunal : R. Duro, K. Krissian, K. Camilleri, E. Corchado, C. Toro<br /> <br /> <br /> ;Miguel Angel Veganzones Bodon<br /> :[[media:Veganzones_-_Thesis_-_2012.pdf‎|Contributions to hyperspectral image processing from lattice computing and computational intelligence]]<br /> : Director Manuel Graña Romay<br /> : depósito 15 mayo 2012<br /> : Facultad de Informatica UPV/EHU, 15 de junio de 2012, Apto cum laude por unanimidad, Tesis internacional<br /> : Tribunal : A. P. del Pobil, F. Ferri, J. Blat, E. Merenyi, F. Corona, <br /> <br /> ; Ramón Moreno Jimenez<br /> : [[media:Tesis-Ramon-2012-05-03.pdf|Contributions to robust chromatic digital image processing]] <br /> : Directores Manuel Graña Romay, Alicia d'Anjou d'Anjou <br /> : depósito 10 de mayo 2012<br /> : Facultad de Informatica UPV/EHU, 14 de junio de 2012, Apto cum laude por unanimidad, Tesis internacional<br /> : Tribunal : F. J. Torrealdea Folgado, A. P. del Pobil, D. Simic, F. Corona, A.I. Gonzalez Acuña<br /> <br /> <br /> ; Borja Fernandez Gauna<br /> : [[media:Tesis-Borja-imprenta-2012-03-15.pdf|Modular Multi-Agent reinforcement Learning of Linked Multi-Component Robotic Systems]]<br /> : Director: Manuel Graña Romay (UPV/EHU)<br /> : Facultad Informática UPV/EHU, 23 Abril 2012, Apto cum laude por unanimidad<br /> <br /> <br /> ; Jose Manuel Lopez Guede<br /> : [[media:Tesis-JM-draft-2012-02-03.pdf|Reinforcement Learning for Linked Multicomponent Robotic Systems]]<br /> : Director: Manuel Graña Romay (UPV/EHU)<br /> : Facultad Informática UPV/EHU, 12 Abril 2012, Apto cum laude por unanimidad<br /> <br /> <br /> ; Ana Isabel Gonzalez Acuña<br /> :''[[media:Tesis Ana-I-Gonzalez-Acuna-2011-12-21.pdf|Contributions to Unsupervised and Supervised Learning with Applications in Digital Image Processing]]''<br /> :[[media:AI_Gonzalez_slides_Defensa.pdf | Slides]]<br /> : Director: Manuel Graña Romay (UPV/EHU)<br /> : Facultad Informática UPV/EHU, 17 de Abril de 2012, Apto cum laude por unanimidad<br /> <br /> <br /> ;Josune Gallego<br /> :''[[media:Tesis-Josune-2011-02-10.pdf|Contributions to the analyisis and segmentation of remote sensing hyperspectral images]]''<br /> : Director: Manuel Graña Romay (UPV/EHU)<br /> : Facultad Informática UPV/EHU, 13 Junio 2011, Sobresaliente cum laude por unanimidad.<br /> : ISBN13: 978-84-694-6822-7<br /> <br /> ;Andoni Beristain Iraola<br /> :''[[media:Thesis_Andoni_Beristain_Iraola_2009b.pdf|Skeleton based visual pattern recognition: Applications to tabletop interaction]]''<br /> :[[Media:A.Beristain_thesis_Defense_12.10.2009.pdf|Slides]]<br /> : Director: Manuel Graña Romay (UPV/EHU)<br /> : Facultad Informática UPV/EHU, 10 diciembre 2009, Sobresaliente cum laude por unanimidad.<br /> <br /> ;Ivan Villaverde<br /> :''[[media:Tesis_Ivan_Villaverde.pdf|On Computational Intelligence tools for vision based navigation of mobile robots]]''<br /> :[[Media:Slides-defensa-tesis-ivan-villaverde.pdf|Slides]]<br /> : Director: Manuel Graña Romay (UPV/EHU)<br /> : Facultad Informática UPV/EHU, 9 diciembre 2009, Sobresaliente cum laude por unanimidad.<br /> <br /> ;Zelmar Echegoyen<br /> :[[media:Tesis-Zelmar-17-10-2009.pdf|Contributions to visual servoing for legged and linked multicomponent robots]]<br /> :[[Media:Traspas_Tesis_Zelmar.pdf|Slides]]<br /> : Directores: Manuel Graña Romay. Alicia d'Anjou d'Anjou (UPV/EHU)<br /> :Facultad Informática UPV/EHU, 2 diciembre 2009, Sobresaliente cum laude por unanimidad<br /> <br /> ;María Teresa García Sebastián<br /> :''[[Media:Tesis MT Garcia Sebastian.pdf|Contributions to Brain MRI Processing and Analysis]]''<br /> :[[Media:Maite_tesis.pdf|Slides]]<br /> : Director: Manuel Graña Romay (UPV/EHU)<br /> : Facultad Informática UPV/EHU, 11 diciembre 2009, Sobresaliente cum laude por unanimidad.<br /> : premio extraordinario de doctorado 2012<br /> <br /> ;Maria de las Nieves Velez de Mendizabal Castillo<br /> :''Modelado Computacional en Dinámica de Sistemas aplicado a Inmunología''<br /> : Directores: Francisco Javier Torrealdea Folgado, Pablo Villoslada Diaz<br /> :Facultad Informática UPV/EHU, 2 octubre 2009, Sobresaliente cum laude por unanimidad<br /> <br /> ;Carlos A. Toro<br /> :''[[Media:Thesis carlos toro final version printLayout 04102209.pdf | Semantic Enhancement of VirtualEngineering Applications]]''<br /> : Directores: Manuel Graña Romay (UPV/EHU), Jorge Posada (Vicomtech)<br /> : Facultad Informática UPV/EHU, 26 Mayo 2009, CALIFICACION: Sobresaliente cum Laude por unanimidad<br /> <br /> ;Pablo Gonzalez Nalda<br /> :''[[Media:Pablo-Gonzalez-Nalda-Tesis.pdf |Navegación mediante evolución de redes neuronales recurrentes y dinámica]]''<br /> : Directores: Blanca Cases Gutierrez, Alvaro Moreno Bergareche<br /> : Facultad Informática UPV/EHU, 10 Octubre 2008 CALIFICACION: Sobresaliente cum Laude por unanimidad<br /> <br /> ; José Orlando Maldonado Bautista<br /> : ''[[Media:Tesis-17-04-2008.pdf |Estudio de métodos de indexación y recuperación en bases de datos de imágenes]]''<br /> : Director: Manuel Graña Romay<br /> : Facultad Informática UPV/EHU, 19 Septiembre 2008 CALIFICACION: Apto cum Laude por unanimidad<br /> <br /> ;Imanol Echave Calvo<br /> : ''[[Media:Imanol-echave-tesis-06-06.pdf |Algunas aportaciones a la segmentación de imagen digital basadas en el Mapa Autoorganizativo]]''<br /> : Director: Manuel Graña Romay, F. Xabier Albizuri Irigoien<br /> :Facultad Informática UPV/EHU, Octubre 2006 CALIFICACION: Apto cum Laude por unanimidad<br /> <br /> ;Elsa Fernández Gomez<br /> : ''[[media:Elsa-fernandez-tesis-16-12-04.pdf| Algunas contribuciones sobre la corrección de inhomogeneidades de iluminación en imágenes digitales]]''<br /> : Director: Manuel Graña Romay<br /> :Facultad Informática UPV/EHU, Marzo 2005 CALIFICACION: Apto cum Laude por unanimidad<br /> <br /> ;Abdelmalik Mouhajid<br /> : ''Aportaciones a la sincronización de sistemas caóticos''<br /> :Directora: Alicia d'Anjou<br /> :Facultad Informática UPV/EHU, 2005 CALIFICACION: Sobresaliente cum Laude por unanimidad<br /> <br /> ;Karmele Lopez de Ipina<br /> : ''Reconocimiento Automático del habla continua en Euskera mediante métodos estocásticos''<br /> : Director: Manuel Graña Romay<br /> :Facultad Informática UPV/EHU, Junio 2003 CALIFICACION: Apto cum Laude por unanimidad<br /> <br /> ;Sergio Oscar Anchorena<br /> : ''Teoría De Juegos Y Sistemas De Eco-Gramáticas En La Simulación De Sistemas Complejos Adaptativos''<br /> : Director: Blanca Rosa Cases Gutiérrez<br /> : Facultad Informática UPV/EHU, Abril 2002 CALIFICACION: Apto cum Laude por unanimidad<br /> <br /> ;Bogdan Raducanu<br /> : ''[[Media:Raducanu-thesis-may26.pdf|Morphological Techniques for Face Localization]]''<br /> : Director: Manuel Graña Romay<br /> : Facultad Informática UPV/EHU, Junio 2001 CALIFICACION: Apto cum Laude por unanimidad<br /> : Premio extraordinario de doctorado<br /> <br /> ;M. Carmen Hernandez Gomez<br /> :''Máquinas de Boltzmann para la optimización combinatoria y la simulación del aprendizaje''<br /> :Directores: F. J. Torrealdea Folgado, Manuel Graña<br /> :Facultad Informática UPV/EHU, Marzo 1997 CALIFICACION: Apto cum Laude por unanimidad<br /> <br /> ;Francisco Xabier Albizuri Irigoyen<br /> : ''Máquinas de Boltzmann de alto orden: Una red neuronal estocásticas con técnicas de Montecarlo. Caracterización y estructura.''<br /> :Directora: Alicia d'Anjou<br /> :Facultad Informática UPV/EHU, 1995 CALIFICACION: Sobresaliente cum Laude por unanimidad</div> Borja.ayerdi https://ehu.eus/ccwintco/index.php?title=Usuario:Borja.ayerdi&diff=18376 Usuario:Borja.ayerdi 2016-01-17T20:32:33Z <p>Borja.ayerdi: /* Software */</p> <hr /> <div>[[Imagen:Borja-Color.jpg | right | 350px | alt=Borja Ayerdi photo]]<br /> <br /> == Borja Ayerdi Vilches ==<br /> <br /> ''Imagine the future, change the present''<br /> <br /> &lt;h3&gt;Personal Data&lt;/h3&gt;<br /> <br /> * &lt;b&gt;E-mail:&lt;/b&gt; borja.ayerdi@ehu.es <br /> <br /> * &lt;b&gt;Address:&lt;/b&gt;<br /> :Computational Intelligence Group <br /> :Computer Science Faculty - Lab. 307 <br /> :University Of The Basque Country (UPV/EHU) <br /> :Paseo Manuel Lardizabal 1 - CP: 20018 Donostia/San Sebastián (GUIPUZCOA) - Spain<br /> <br /> * &lt;b&gt;Tfno.:&lt;/b&gt; (+34) 943.01.80.47<br /> <br /> == Studies ==<br /> <br /> * PhD Thesis: ''Contributions to Ensemble Classifiers with Image Analysis Applications''. Director: Prof. Manuel Graña Romay. (18/Dec/2015)<br /> ** [[media:Tesis-Borja-Ayerdi-2015-12-14.pdf|PhD Thesis]]<br /> ** [[media:Borja-Ayerdi-slides tesis.pdf|Dissertation slides]]<br /> * [http://www.kisa.ehu.es/ Masters Degree in Computational Engineering and Intelligent Systems] (2011/2012) - Universidad del País Vasco (UPV/EHU).<br /> * Computer Science Engineer (2009/2011) - Universidad del País Vasco (UPV/EHU).<br /> * Technical Engineering in Information Management (2006/2009) - Universidad del País Vasco (UPV/EHU).<br /> <br /> == Research Areas ==<br /> <br /> * Medical Image segmentation and registration.<br /> * Machine Learning application to medical image processing.<br /> * Extreme Learning Machines.<br /> * Hyperspectral imaging.<br /> * Social Networks.<br /> * Big data.<br /> * Active learning.<br /> * Hybrid classification ensembles.<br /> <br /> <br /> == Working experience ==<br /> <br /> * January 2012 - ongoing: [http://www.hezkuntza.ejgv.euskadi.net/r43-5552/es/contenidos/informacion/dib4/es_2035/bfi2_c.html Beca predoctoral / Predoctoral fellowship] granted by Gobierno Vasco / Basque Government.<br /> <br /> * September 2011 - December 2011: Personal Investigador Contratado / Hired researcher at Universidad del País Vasco (UPV/EHU), [http://www.ehu.es/ccwintco/ Computational Intelligence Group].<br /> : Project: EVARTRAC CIRUGÍA GUIADA POR IMAGEN: APLICACIÓN A LA REPARACIÓN ENDOVASCULAR DE ANEURISMAS DE AORTA.<br /> <br /> <br /> == Teaching ==<br /> <br /> * Computer Vision (UPV/EHU 2015/2016)<br /> * Computer Vision (UPV/EHU 2014/2015)<br /> * Machine Learning and Neural Networks (UPV/EHU 2013/2014)<br /> <br /> == Courses ==<br /> <br /> * Vitoria-Gasteiz 2009 - (Intensive Programme) Network Security and 4n6<br /> <br /> <br /> == Intership ==<br /> <br /> * 2013 - [http://www.kssk.pwr.wroc.pl/machine-learning-team/1469/?lang=en Machine Learning Group], Wrocław University of Technology, Poland with Prof. Michal Wozniak<br /> <br /> <br /> == Research projects participation ==<br /> <br /> * Proyecto: Aprendizaje cooperativo inter e intragrupal en el submodulo de escructura y arquitectura de computadores.<br /> ** Entidad adjudicataria: UPV/EHU, Proyecto de Innovación Educativa 6719.<br /> ** Investigador principal: Jose Manuel Lopez Guede.<br /> ** Fechas: 2014 – 2015.<br /> <br /> <br /> * Proyecto: Técnicas de inteligencia computacional en el proceso de imagen hiperespectral y aplicaciones.<br /> ** Entidad adjudicataria: Ministerio de Ciencia e Innovación del Gobierno Español, TIN2011-28753-C02-02.<br /> ** Investigador principal: Prof. Alicia d'Anjou.<br /> ** Fechas: 2011 – 2013.<br /> <br /> <br /> == Publications ==<br /> <br /> &lt;h3&gt;<br /> Submitted without decision<br /> &lt;/h3&gt;<br /> <br /> <br /> * Borja Ayerdi, Manuel Grana<br /> : &quot;Anticipative Hybrid Extreme Rotation Forest&quot;<br /> : ''IEEE Transactions on Neural Networks and Learning Systems''<br /> : JCR 2014 - 4.291<br /> <br /> <br /> <br /> &lt;h3&gt;<br /> 2015<br /> &lt;/h3&gt;<br /> <br /> <br /> * Borja Ayerdi, Manuel Graña<br /> : &quot;Hyperspectral Image Analysis by Spectral-Spatial Processing and Anticipatively Tuned Hybrid Extreme Rotation Forest Classification&quot;<br /> : ''IEEE Transactions on Geoscience and Remote Sensing (TGARS)''<br /> : JCR 2014 - 3.514<br /> <br /> <br /> <br /> * Ariadna Besga, Itxaso González-Ortega, Enrique Echeburúa, Alexandre Savio, Borja Ayerdi, Darya Chyzhyk, Jose LM Madrigal, Juan C. Leza, Manuel Graña, Ana González-Pinto<br /> : &quot;Discrimination between Alzheimer’s Disease and Late Onset Bipolar Disorder using multivariate analysis&quot;<br /> : ''Frontiers in Aging Neuroscience''<br /> : JCR 2014 - 4.000<br /> <br /> <br /> * A Besga-Basterra, B Ayerdi, G Alcalde-Behold, A Manzano-Ramirez, P Lopetegui-Eraso, M Graña, A González-Pinto-Arrillaga<br /> : &quot;Risk factors for emergency department short time readmission in stratified population&quot;<br /> : ''Biomed Research International''<br /> : JCR 2014 - 1.579<br /> <br /> <br /> * Borja Ayerdi, Oier Echaniz, Alexandre Savio, Manuel Graña <br /> : “Automated segmentation of subcutaneous and visceral adipose tissues from MRI”<br /> : ''InMed 2015''<br /> <br /> <br /> * Borja Ayerdi, Manuel Graña<br /> : &quot;Random Forest Active Learning for Detecting Blood Vessels in Angiography&quot;<br /> : ''CORES 2015''<br /> <br /> <br /> * Ariadna Besga-Basterra, Darya Chyzhyk, Itxaso González-Ortega, Alexandre Savio, Borja Ayerdi, Jon Echeveste, Manuel Graña, Ana González-Pinto<br /> : &quot;White matter anatomical correlates with biomarkers discriminating between Alzheimer’s Disease and Late Onset Bipolar Disorder by eigenanatomy on fractional anisotropy imaging&quot;<br /> : ''Current Alzheimer Research''<br /> : JCR 2014 - 3.889 (Q1 Clin Neurol, T1 Neurosciences)<br /> <br /> <br /> * Borja Ayerdi, Manuel Graña<br /> : &quot;Hyperspectral Image Nonlinear Unmixing and Reconstruction by ELM Regression Ensemble&quot;<br /> : ''Neurocomputing''<br /> : JCR 2014 - 2.083 (Q1 CSAI) / [5-Year Impact Factor: 2.292]<br /> <br /> <br /> &lt;h3&gt;<br /> 2014<br /> &lt;/h3&gt;<br /> <br /> * Borja Ayerdi, Manuel Graña<br /> : &quot;Hyperspectral Image Nonlinear Unmixing by Ensemble ELM Regression&quot;<br /> : Jiuwen Cao et al. (Eds.): Proceedings of ELM-2014 Volume 2, Proceedings in Adaptation, Learning and Optimization1, pp. 289-297. Springer. <br /> <br /> <br /> * Borja Ayerdi, Ion Marqués and Manuel Grana<br /> : &quot;Spatially regularized semisupervised Ensembles of Extreme Learning Machines for hyperspectral image segmentation&quot;<br /> : ''Neurocomputing''<br /> : JCR 2014 - 2.083 (Q1 CSAI) / [5-Year Impact Factor: 2.292]<br /> <br /> <br /> * Borja Ayerdi, Manuel Grana<br /> : &quot;Hybrid Extreme Rotation Forest&quot;<br /> : ''Neural Networks''<br /> : JCR 2014 - 2.708 (Q1 CSAI) / [5-Year Impact Factor: 2.729]<br /> <br /> <br /> * Pawel Ksieniewicz, Dariusz Jankowski, Borja Ayerdi, Konrad Jackowski, Michal Wozniak and Manuel Graña<br /> : &quot;A Novel Hyperspectral Segmentation Algorithm - Concept and Evaluation&quot;<br /> : ''Logic Journal of the IGPL''<br /> : JCR 2012 - 1.136 (Q1 MATHEMATICS, Q1 APPLIED MATHEMATICS, Q1 LOGIC) / [5-Year Impact Factor: 0.79]<br /> <br /> <br /> &lt;h3&gt;<br /> 2013<br /> &lt;/h3&gt;<br /> <br /> * Borja Ayerdi, Ion Marqués and Manuel Grana<br /> : &quot;Spectral-spatial semi-supervised hyperspectral image segmentation using Ensembles of Extreme Learning Machines&quot;<br /> : ''ELM 2013, Beijing, October 15-17, 2013.''<br /> <br /> <br /> * J. Maiora , G. García , B. Ayerdi , M. Graña , M. De Blas<br /> : &quot;Active Learning enhanced with Expert Knowledge for Computed Tomography Image Segmentation&quot;<br /> : ''InMed 2013, Greece, 17-19 July, 2013.''<br /> <br /> <br /> * Borja Ayerdi, Josu Maiora, Manuel Graña<br /> : &quot;Aplications of Hybrid Extreme Rotation Forests for Image Segmentation&quot;<br /> : ''Journal of Hybrid Intelligent Systems''<br /> <br /> <br /> * Borja Ayerdi, Josu Maiora, Manuel Graña<br /> : &quot;Enhancing Active Learning Computed Tomography Image Segmentation with Domain Knowledge&quot;<br /> : ''HAIS 2013, Salamanca, 11-13 September, 2013.''<br /> <br /> <br /> * Borja Ayerdi, Alexandre Savio, Manuel Graña<br /> : &quot;Meta-ensembles of classifiers for Alzheimer's disease detection using independent ROI features&quot;<br /> : J.M. Ferrandez et al. (Eds.): IWINAC 2013, Part II, LNCS 7931, pp. 122--130. Springer, Heidelberg (2013) <br /> <br /> <br /> * Borja Ayerdi, Manuel Graña<br /> : &quot;On Spatial Regularization for Semisupervised Hyperspectral Image Segmentation Using Hybrid Extreme Rotation Forest&quot;<br /> : ''WHISPERS 2013, Gainesville, USA, 25-28 June, 2013.''<br /> <br /> <br /> * Darya Chyzhyk, Borja Ayerdi, Josu Maiora<br /> : &quot;Active Learning with Bootstrapped Dendritic Classifier applied to medical image segmentation&quot;<br /> : ''Pattern Recognition Letters''<br /> : JCR 2013 - 1.062 (T1, Q2 CSAI) / [5-Year Impact Factor: 1.466]<br /> <br /> <br /> * Josu Maiora, Borja Ayerdi, Manuel Graña<br /> : &quot;Random Forest Active Learning for Computed Tomography Angiography Image Segmentation&quot;<br /> : ''Neurocomputing''<br /> : JCR 2013 - 2.005 (Q1 CSAI) / [5-Year Impact Factor: 2.102]<br /> <br /> <br /> &lt;h3&gt;<br /> 2012<br /> &lt;/h3&gt;<br /> <br /> * Borja Ayerdi Vilches, Manuel Graña<br /> : &quot;Hybrid Extreme Rotation Forest&quot;.<br /> : ''ELM 2012, Singapore, 11-13 December, 2012''. <br /> <br /> <br /> * Borja Ayerdi, Josu Maiora, Manuel Graña<br /> : &quot;Active learning of Hybrid Extreme Rotation Forests for CTA image segmentation&quot;.<br /> : ''Hybrid Intelligent Systems (HIS), 2012 12th International Conference on (pp. 543-548)''. IEEE.<br /> <br /> <br /> &lt;h3&gt;<br /> 2010<br /> &lt;/h3&gt;<br /> <br /> * Ekaitz Zulueta Guerrero, Naiara Telleria Garay, Jose Manuel Lopez-Guede, Borja Ayerdi Vilches, Eider Egilegor Iragorri, David Lecumberri Castaños, Ana Belén de la Hoz Rastrollo and Carlos Pertusa Peña<br /> : &quot;Prediction of Bladder Cancer Recurrences Using Artificial Neural Networks&quot;<br /> : ''Lecture Notes in Computer Science, 2010, Volume 6076, Hybrid Artificial Intelligence Systems, Pages 492-499''.<br /> <br /> == Conferences ==<br /> <br /> * PyData 2014, Berlin ,25-27 July 2014.<br /> * Europython 2014, Berlin ,21-27 July 2014.<br /> * ELM 2013, Beijing, October 15-17, 2013.<br /> * HAIS 2013, Salamanca, 11-13 September, 2013. <br /> * WHISPERS 2013, Gainesville, USA, 25-28 June, 2013. <br /> * IWINAC 2013, Mallorca, 10-14 June, 2013. <br /> * FIA 2013, Dublin, 8-10 May, 2013. <br /> * ELM 2012, Singapore, 11-13 December 2012.<br /> * HIS 2012, Pune (India), 04-07 December 2012.<br /> <br /> == Reviewer ==<br /> <br /> * KES 2012<br /> * Pattern Recognition Letters<br /> * Neurocomputing<br /> * IEEE Journal of Selected Topics in Applied Earth Observations and Remote Sensing (JSTARS)<br /> * Pattern Analysis and Applications<br /> * InMed 2014<br /> <br /> == Organizer ==<br /> <br /> * Local organizing committee member of Europython 2015 ([http://ep2015.europython.eu/ Europython 2015])<br /> * Local organizing committee member of Python San Sebastian 2014 ([http://www.pyss.org Pyss14])<br /> * Local organizing committee member of the KES International Conference on Innovation in Medicine and Healthcare - ([http://inmed-14.innovationkt.org/ INMED 2014]) 7, 8 &amp; 9 July 2014, San Sebastian, Spain.<br /> * Local organizing committee member of the 16th International Conference on Knowledge-Based and Intelligent Information &amp; Engineering Systems – ([http://www.mirlabs.net/nwesp12/ KES 2012]) 10, 11 &amp; 12 September 2012, San Sebastian, Spain.<br /> <br /> == Other activities ==<br /> <br /> * Treasurer and board member of the non-profit Python San Sebastian society (ACPySS)<br /> * Treasurer and board member of the non-profit Euskopython society<br /> * Treasurer and board member of the non-profit Europython society (EPS)<br /> <br /> == Awards ==<br /> <br /> * Alexandre Savio, Borja Ayerdi y Manuel Graña: XIII Premio Manuel Laborde Werlinden, 2013 [http://entreprenari.com/html/cast/premios/mlaborde1.htm][http://www.basqueresearch.com/berria_irakurri.asp?Berri_Kod=4843&amp;hizk=I#.Ut475RC0qUk][http://www.diariovasco.com/20131211/economia/recibe-premio-manuel-laborde-201312111847.html][http://www.abc.es/agencias/noticia.asp?noticia=1549703][http://www.ehu.es/p200-content/es/contenidos/noticia/20131211_premio_laborde/es_laborde/20131211_premio_laborde.html]<br /> <br /> * Alexandre Savio, Borja Ayerdi y Manuel Graña: XXIV Premio Toribio Echevarria, 2014 [http://www.noticiasdegipuzkoa.com/2014/05/29/economia/los-toribio-premian-proyectos-de-tecnologia-computacional][http://www.toribioechevarria.com/eu/2013-2014ko-irabazleak/] [https://www.youtube.com/watch?v=gthFBCrw2VQ&amp;t=62m]<br /> <br /> * Videos [https://www.youtube.com/watch?v=_VUSjxMkxCo Euskadinnova] [https://www.youtube.com/watch?v=-0eNpmyOTxA Premios Toribio Echeverria]<br /> <br /> == Semana de la ciencia ==<br /> <br /> * XI Semana de la Ciencia 2011 ([http://www.diariovasco.com/v/20111112/al-dia-local/cientificos-20111112.html Diario Vasco])<br /> * XII Semana de la Ciencia 2012<br /> <br /> <br /> == Software ==<br /> * [http://www.ehu.es/ccwintco/index.php/GIC-source-code-free-libre GIC Source Code]<br /> * [http://www.ehu.es/ccwintco/uploads/6/69/HERF.tar.gz Hybrid Extreme Rotation Forest (HERF) basic code]<br /> * [http://www.ehu.es/ccwintco/uploads/c/c9/Farzad.zip Basic ELM code example]<br /> * [http://www.ehu.es/ccwintco/uploads/2/26/AdaHERF.zip Adaptative Extreme Rotation Forest (AdaHERF) python code]<br /> * [http://www.ehu.eus/ccwintco/uploads/1/1a/RotationForest-master.zip Rotation Forest python code]<br /> <br /> == Datasets ==<br /> <br /> &lt;h3&gt;General Datasets&lt;/h3&gt;<br /> <br /> * [http://www.eecs.berkeley.edu/Research/Projects/CS/vision/grouping/segbench/ The Berkeley Segmentation Dataset and Benchmark]<br /> * [http://www.ehu.es/ccwintco/index.php/Hyperspectral_Remote_Sensing_Scenes Hyperspectral Remote Sensing Images (Salinas A, Salinas C, Indian Pines, Pavia University)]<br /> * [http://archive.ics.uci.edu/ml/ UCI Machine Learning Repository]<br /> * [[GIC-experimental-databases | Post-processed datasets by Alex Savio.]]<br /> <br /> <br /> &lt;h3&gt;Hyperspectral Datasets&lt;/h3&gt;<br /> <br /> * [http://www.ehu.es/ccwintco/index.php/Hyperspectral_Remote_Sensing_Scenes Hyperspectral Remote Sensing Scenes]<br /> * [http://www.ehu.es/ccwintco/index.php/Hyperspectral_Camera_SOC710_Nature_Datasets Our own dataset!]<br /> * [http://personalpages.manchester.ac.uk/staff/david.foster/Hyperspectral_images_of_natural_scenes_04.html Foster Hyperspectral Images]<br /> * [http://www.foi.se/FOI/templates/Page____9189.aspx FOI HyperSpectral Images]<br /> * [http://www.spectir.com/download.html Spectir Hyperspectral Images]<br /> * [http://www.cvc.uab.es/color_calibration/Bristol_Hyper/ Bristol Hyperspecrtal Images]<br /> * [https://sourceforge.net/p/hyperspectralim/wiki/Home/ SourceForge repository]<br /> * [https://sourceforge.net/projects/hyperspectralim/ SourceForge Hyperspectral repository]<br /> <br /> <br /> &lt;h3&gt;Medical Datasets&lt;/h3&gt;<br /> <br /> * [http://www.oasis-brains.org OASIS]<br /> * [http://fcon_1000.projects.nitrc.org/index.html INDI - 1000 Functional Connectomes Project]<br /> * [http://adni.loni.ucla.edu/ ADNI]<br /> * [http://www.nitrc.org/projects/brainmap BrainMap]<br /> * [http://rad.med.hokudai.ac.jp/research/fa/index_e.php Fractional Anisotropy Database]<br /> * [http://insight-journal.org/midas MIDAS]<br /> * [http://www.childmind.org/en/healthy-brain-network/abide/ ABIDE]<br /> * [http://fcon_1000.projects.nitrc.org/indi/retro/cobre.html COBRE-Schizophrenia]<br /> <br /> <br /> == Target journals ==<br /> <br /> * [http://ieeexplore.ieee.org/xpl/RecentIssue.jsp?punumber=91 IEEE Transactions on Fuzzy Systems (IF 5.484)]<br /> * [http://ieeexplore.ieee.org/xpl/RecentIssue.jsp?reload=true&amp;punumber=34 IEEE Transactions on Pattern Analysis and Machine Intelligence (IF 4.795)]<br /> * [http://www.journals.elsevier.com/knowledge-based-systems/ Knowledge-Based Systems (IF 4.104)]<br /> * [http://www.journals.elsevier.com/information-sciences/ Information Sciences (IF 3.643)]<br /> * [http://ieeexplore.ieee.org/xpl/RecentIssue.jsp?punumber=36 IEEE Transactions on Geoscience and Remote Sensing (IF 3.467)]<br /> * [http://ieeexplore.ieee.org/xpl/RecentIssue.jsp?punumber=4609443 IEEE Journal of Selected Topics in Applied Earth Observations and Remote Sensing (IF 2.874))]<br /> * [http://www.springer.com/computer/ai/journal/11063 Neural Processing Letters (IF 1.240)]<br /> <br /> <br /> == Utilities ==<br /> <br /> * [http://www.ehu.es/ccwintco/uploads/2/2d/Vision_20140908.pdf Intro 08/09/2014]<br /> * [https://www.accesowok.fecyt.es/jcr JCR]<br /> * [https://www.accesowok.fecyt.es/?page_id=658 Web of Knowledge]<br /> * [https://gestion-empleado.ehu.es Gestión de empleados UPV/EHU]<br /> * [http://gestioncvb.ehu.es Gestión de aulas virtuales]<br /> * [http://moodle5.ehu.es/ MOODLE]<br /> * [https://gestion.ehu.es/gaur GAUR]<br /> * [http://www.tic.ehu.es/p265-shintrct/es/contenidos/informacion/wifi/es_wifi/wifi_manual.html Eduroam UPV/EHU]<br /> * [http://www.tic.ehu.es/p265-shintrct/es/contenidos/enlace/vpn_indice/es_indizea/vpn_indizea.html VPN UPV/EHU]<br /> * [https://github.com/borjaayerdi My github]<br /> * [https://www.linkedin.com/pub/borja-ayerdi-vilches/3a/b87/12b My LinkedIn]<br /> * [http://scholar.google.es/citations?user=bVAL794AAAAJ My Google Scholar]<br /> * [http://braincloudcomputing.com Brain Cloud Computing (BCC)]<br /> * [http://bcig.eu/ BCIG]<br /> * [http://gitlab.braincloudcomputing.com/ Gitlab]<br /> * [http://www.cpt.univ-mrs.fr/~masson/latex/Beamer-appearance-cheat-sheet.pdf Beamer appearance cheat sheet]<br /> <br /> == Tutorials ==<br /> <br /> * [[Media:Git for dummies.png | Git Cheat sheet for Dummies.]]<br /> * [http://roundhere.net/journal/virtualenv-ubuntu-12-10/ Virtual enviroment (Ubuntu)]<br /> * [http://sebastianraschka.com/Articles/2014_matrix_cheatsheet.html Matrix Cheat Sheet MATLAB, Python NumPy, R, and Julia]<br /> * [http://bioinformatiquillo.wordpress.com/2009/06/17/beamerposter-posters-elegantes-con-la-clase-latex-beamer-en-lyx-y-presentaciones-en-formato-panoramico/ Beamer poster LyX]<br /> * [http://nbviewer.ipython.org/url/jakevdp.github.com/downloads/notebooks/XKCD_plots.ipynb XKCD plots]<br /> * [https://github.com/mwaskom/ziegler Ziegler: fMRI Reporting Webapp]</div> Borja.ayerdi https://ehu.eus/ccwintco/index.php?title=Archivo:RotationForest-master.zip&diff=18374 Archivo:RotationForest-master.zip 2016-01-17T20:32:08Z <p>Borja.ayerdi: Rotation Forest python code.</p> <hr /> <div>Rotation Forest python code.</div> Borja.ayerdi https://ehu.eus/ccwintco/index.php?title=Usuario:Borja.ayerdi&diff=18355 Usuario:Borja.ayerdi 2015-12-20T10:40:32Z <p>Borja.ayerdi: /* Studies */</p> <hr /> <div>[[Imagen:Borja-Color.jpg | right | 350px | alt=Borja Ayerdi photo]]<br /> <br /> == Borja Ayerdi Vilches ==<br /> <br /> ''Imagine the future, change the present''<br /> <br /> &lt;h3&gt;Personal Data&lt;/h3&gt;<br /> <br /> * &lt;b&gt;E-mail:&lt;/b&gt; borja.ayerdi@ehu.es <br /> <br /> * &lt;b&gt;Address:&lt;/b&gt;<br /> :Computational Intelligence Group <br /> :Computer Science Faculty - Lab. 307 <br /> :University Of The Basque Country (UPV/EHU) <br /> :Paseo Manuel Lardizabal 1 - CP: 20018 Donostia/San Sebastián (GUIPUZCOA) - Spain<br /> <br /> * &lt;b&gt;Tfno.:&lt;/b&gt; (+34) 943.01.80.47<br /> <br /> == Studies ==<br /> <br /> * PhD Thesis: ''Contributions to Ensemble Classifiers with Image Analysis Applications''. Director: Prof. Manuel Graña Romay. (18/Dec/2015)<br /> ** [[media:Tesis-Borja-Ayerdi-2015-12-14.pdf|PhD Thesis]]<br /> ** [[media:Borja-Ayerdi-slides tesis.pdf|Dissertation slides]]<br /> * [http://www.kisa.ehu.es/ Masters Degree in Computational Engineering and Intelligent Systems] (2011/2012) - Universidad del País Vasco (UPV/EHU).<br /> * Computer Science Engineer (2009/2011) - Universidad del País Vasco (UPV/EHU).<br /> * Technical Engineering in Information Management (2006/2009) - Universidad del País Vasco (UPV/EHU).<br /> <br /> == Research Areas ==<br /> <br /> * Medical Image segmentation and registration.<br /> * Machine Learning application to medical image processing.<br /> * Extreme Learning Machines.<br /> * Hyperspectral imaging.<br /> * Social Networks.<br /> * Big data.<br /> * Active learning.<br /> * Hybrid classification ensembles.<br /> <br /> <br /> == Working experience ==<br /> <br /> * January 2012 - ongoing: [http://www.hezkuntza.ejgv.euskadi.net/r43-5552/es/contenidos/informacion/dib4/es_2035/bfi2_c.html Beca predoctoral / Predoctoral fellowship] granted by Gobierno Vasco / Basque Government.<br /> <br /> * September 2011 - December 2011: Personal Investigador Contratado / Hired researcher at Universidad del País Vasco (UPV/EHU), [http://www.ehu.es/ccwintco/ Computational Intelligence Group].<br /> : Project: EVARTRAC CIRUGÍA GUIADA POR IMAGEN: APLICACIÓN A LA REPARACIÓN ENDOVASCULAR DE ANEURISMAS DE AORTA.<br /> <br /> <br /> == Teaching ==<br /> <br /> * Computer Vision (UPV/EHU 2015/2016)<br /> * Computer Vision (UPV/EHU 2014/2015)<br /> * Machine Learning and Neural Networks (UPV/EHU 2013/2014)<br /> <br /> == Courses ==<br /> <br /> * Vitoria-Gasteiz 2009 - (Intensive Programme) Network Security and 4n6<br /> <br /> <br /> == Intership ==<br /> <br /> * 2013 - [http://www.kssk.pwr.wroc.pl/machine-learning-team/1469/?lang=en Machine Learning Group], Wrocław University of Technology, Poland with Prof. Michal Wozniak<br /> <br /> <br /> == Research projects participation ==<br /> <br /> * Proyecto: Aprendizaje cooperativo inter e intragrupal en el submodulo de escructura y arquitectura de computadores.<br /> ** Entidad adjudicataria: UPV/EHU, Proyecto de Innovación Educativa 6719.<br /> ** Investigador principal: Jose Manuel Lopez Guede.<br /> ** Fechas: 2014 – 2015.<br /> <br /> <br /> * Proyecto: Técnicas de inteligencia computacional en el proceso de imagen hiperespectral y aplicaciones.<br /> ** Entidad adjudicataria: Ministerio de Ciencia e Innovación del Gobierno Español, TIN2011-28753-C02-02.<br /> ** Investigador principal: Prof. Alicia d'Anjou.<br /> ** Fechas: 2011 – 2013.<br /> <br /> <br /> == Publications ==<br /> <br /> &lt;h3&gt;<br /> Submitted without decision<br /> &lt;/h3&gt;<br /> <br /> <br /> * Borja Ayerdi, Manuel Grana<br /> : &quot;Anticipative Hybrid Extreme Rotation Forest&quot;<br /> : ''IEEE Transactions on Neural Networks and Learning Systems''<br /> : JCR 2014 - 4.291<br /> <br /> <br /> <br /> &lt;h3&gt;<br /> 2015<br /> &lt;/h3&gt;<br /> <br /> <br /> * Borja Ayerdi, Manuel Graña<br /> : &quot;Hyperspectral Image Analysis by Spectral-Spatial Processing and Anticipatively Tuned Hybrid Extreme Rotation Forest Classification&quot;<br /> : ''IEEE Transactions on Geoscience and Remote Sensing (TGARS)''<br /> : JCR 2014 - 3.514<br /> <br /> <br /> <br /> * Ariadna Besga, Itxaso González-Ortega, Enrique Echeburúa, Alexandre Savio, Borja Ayerdi, Darya Chyzhyk, Jose LM Madrigal, Juan C. Leza, Manuel Graña, Ana González-Pinto<br /> : &quot;Discrimination between Alzheimer’s Disease and Late Onset Bipolar Disorder using multivariate analysis&quot;<br /> : ''Frontiers in Aging Neuroscience''<br /> : JCR 2014 - 4.000<br /> <br /> <br /> * A Besga-Basterra, B Ayerdi, G Alcalde-Behold, A Manzano-Ramirez, P Lopetegui-Eraso, M Graña, A González-Pinto-Arrillaga<br /> : &quot;Risk factors for emergency department short time readmission in stratified population&quot;<br /> : ''Biomed Research International''<br /> : JCR 2014 - 1.579<br /> <br /> <br /> * Borja Ayerdi, Oier Echaniz, Alexandre Savio, Manuel Graña <br /> : “Automated segmentation of subcutaneous and visceral adipose tissues from MRI”<br /> : ''InMed 2015''<br /> <br /> <br /> * Borja Ayerdi, Manuel Graña<br /> : &quot;Random Forest Active Learning for Detecting Blood Vessels in Angiography&quot;<br /> : ''CORES 2015''<br /> <br /> <br /> * Ariadna Besga-Basterra, Darya Chyzhyk, Itxaso González-Ortega, Alexandre Savio, Borja Ayerdi, Jon Echeveste, Manuel Graña, Ana González-Pinto<br /> : &quot;White matter anatomical correlates with biomarkers discriminating between Alzheimer’s Disease and Late Onset Bipolar Disorder by eigenanatomy on fractional anisotropy imaging&quot;<br /> : ''Current Alzheimer Research''<br /> : JCR 2014 - 3.889 (Q1 Clin Neurol, T1 Neurosciences)<br /> <br /> <br /> * Borja Ayerdi, Manuel Graña<br /> : &quot;Hyperspectral Image Nonlinear Unmixing and Reconstruction by ELM Regression Ensemble&quot;<br /> : ''Neurocomputing''<br /> : JCR 2014 - 2.083 (Q1 CSAI) / [5-Year Impact Factor: 2.292]<br /> <br /> <br /> &lt;h3&gt;<br /> 2014<br /> &lt;/h3&gt;<br /> <br /> * Borja Ayerdi, Manuel Graña<br /> : &quot;Hyperspectral Image Nonlinear Unmixing by Ensemble ELM Regression&quot;<br /> : Jiuwen Cao et al. (Eds.): Proceedings of ELM-2014 Volume 2, Proceedings in Adaptation, Learning and Optimization1, pp. 289-297. Springer. <br /> <br /> <br /> * Borja Ayerdi, Ion Marqués and Manuel Grana<br /> : &quot;Spatially regularized semisupervised Ensembles of Extreme Learning Machines for hyperspectral image segmentation&quot;<br /> : ''Neurocomputing''<br /> : JCR 2014 - 2.083 (Q1 CSAI) / [5-Year Impact Factor: 2.292]<br /> <br /> <br /> * Borja Ayerdi, Manuel Grana<br /> : &quot;Hybrid Extreme Rotation Forest&quot;<br /> : ''Neural Networks''<br /> : JCR 2014 - 2.708 (Q1 CSAI) / [5-Year Impact Factor: 2.729]<br /> <br /> <br /> * Pawel Ksieniewicz, Dariusz Jankowski, Borja Ayerdi, Konrad Jackowski, Michal Wozniak and Manuel Graña<br /> : &quot;A Novel Hyperspectral Segmentation Algorithm - Concept and Evaluation&quot;<br /> : ''Logic Journal of the IGPL''<br /> : JCR 2012 - 1.136 (Q1 MATHEMATICS, Q1 APPLIED MATHEMATICS, Q1 LOGIC) / [5-Year Impact Factor: 0.79]<br /> <br /> <br /> &lt;h3&gt;<br /> 2013<br /> &lt;/h3&gt;<br /> <br /> * Borja Ayerdi, Ion Marqués and Manuel Grana<br /> : &quot;Spectral-spatial semi-supervised hyperspectral image segmentation using Ensembles of Extreme Learning Machines&quot;<br /> : ''ELM 2013, Beijing, October 15-17, 2013.''<br /> <br /> <br /> * J. Maiora , G. García , B. Ayerdi , M. Graña , M. De Blas<br /> : &quot;Active Learning enhanced with Expert Knowledge for Computed Tomography Image Segmentation&quot;<br /> : ''InMed 2013, Greece, 17-19 July, 2013.''<br /> <br /> <br /> * Borja Ayerdi, Josu Maiora, Manuel Graña<br /> : &quot;Aplications of Hybrid Extreme Rotation Forests for Image Segmentation&quot;<br /> : ''Journal of Hybrid Intelligent Systems''<br /> <br /> <br /> * Borja Ayerdi, Josu Maiora, Manuel Graña<br /> : &quot;Enhancing Active Learning Computed Tomography Image Segmentation with Domain Knowledge&quot;<br /> : ''HAIS 2013, Salamanca, 11-13 September, 2013.''<br /> <br /> <br /> * Borja Ayerdi, Alexandre Savio, Manuel Graña<br /> : &quot;Meta-ensembles of classifiers for Alzheimer's disease detection using independent ROI features&quot;<br /> : J.M. Ferrandez et al. (Eds.): IWINAC 2013, Part II, LNCS 7931, pp. 122--130. Springer, Heidelberg (2013) <br /> <br /> <br /> * Borja Ayerdi, Manuel Graña<br /> : &quot;On Spatial Regularization for Semisupervised Hyperspectral Image Segmentation Using Hybrid Extreme Rotation Forest&quot;<br /> : ''WHISPERS 2013, Gainesville, USA, 25-28 June, 2013.''<br /> <br /> <br /> * Darya Chyzhyk, Borja Ayerdi, Josu Maiora<br /> : &quot;Active Learning with Bootstrapped Dendritic Classifier applied to medical image segmentation&quot;<br /> : ''Pattern Recognition Letters''<br /> : JCR 2013 - 1.062 (T1, Q2 CSAI) / [5-Year Impact Factor: 1.466]<br /> <br /> <br /> * Josu Maiora, Borja Ayerdi, Manuel Graña<br /> : &quot;Random Forest Active Learning for Computed Tomography Angiography Image Segmentation&quot;<br /> : ''Neurocomputing''<br /> : JCR 2013 - 2.005 (Q1 CSAI) / [5-Year Impact Factor: 2.102]<br /> <br /> <br /> &lt;h3&gt;<br /> 2012<br /> &lt;/h3&gt;<br /> <br /> * Borja Ayerdi Vilches, Manuel Graña<br /> : &quot;Hybrid Extreme Rotation Forest&quot;.<br /> : ''ELM 2012, Singapore, 11-13 December, 2012''. <br /> <br /> <br /> * Borja Ayerdi, Josu Maiora, Manuel Graña<br /> : &quot;Active learning of Hybrid Extreme Rotation Forests for CTA image segmentation&quot;.<br /> : ''Hybrid Intelligent Systems (HIS), 2012 12th International Conference on (pp. 543-548)''. IEEE.<br /> <br /> <br /> &lt;h3&gt;<br /> 2010<br /> &lt;/h3&gt;<br /> <br /> * Ekaitz Zulueta Guerrero, Naiara Telleria Garay, Jose Manuel Lopez-Guede, Borja Ayerdi Vilches, Eider Egilegor Iragorri, David Lecumberri Castaños, Ana Belén de la Hoz Rastrollo and Carlos Pertusa Peña<br /> : &quot;Prediction of Bladder Cancer Recurrences Using Artificial Neural Networks&quot;<br /> : ''Lecture Notes in Computer Science, 2010, Volume 6076, Hybrid Artificial Intelligence Systems, Pages 492-499''.<br /> <br /> == Conferences ==<br /> <br /> * PyData 2014, Berlin ,25-27 July 2014.<br /> * Europython 2014, Berlin ,21-27 July 2014.<br /> * ELM 2013, Beijing, October 15-17, 2013.<br /> * HAIS 2013, Salamanca, 11-13 September, 2013. <br /> * WHISPERS 2013, Gainesville, USA, 25-28 June, 2013. <br /> * IWINAC 2013, Mallorca, 10-14 June, 2013. <br /> * FIA 2013, Dublin, 8-10 May, 2013. <br /> * ELM 2012, Singapore, 11-13 December 2012.<br /> * HIS 2012, Pune (India), 04-07 December 2012.<br /> <br /> == Reviewer ==<br /> <br /> * KES 2012<br /> * Pattern Recognition Letters<br /> * Neurocomputing<br /> * IEEE Journal of Selected Topics in Applied Earth Observations and Remote Sensing (JSTARS)<br /> * Pattern Analysis and Applications<br /> * InMed 2014<br /> <br /> == Organizer ==<br /> <br /> * Local organizing committee member of Europython 2015 ([http://ep2015.europython.eu/ Europython 2015])<br /> * Local organizing committee member of Python San Sebastian 2014 ([http://www.pyss.org Pyss14])<br /> * Local organizing committee member of the KES International Conference on Innovation in Medicine and Healthcare - ([http://inmed-14.innovationkt.org/ INMED 2014]) 7, 8 &amp; 9 July 2014, San Sebastian, Spain.<br /> * Local organizing committee member of the 16th International Conference on Knowledge-Based and Intelligent Information &amp; Engineering Systems – ([http://www.mirlabs.net/nwesp12/ KES 2012]) 10, 11 &amp; 12 September 2012, San Sebastian, Spain.<br /> <br /> == Other activities ==<br /> <br /> * Treasurer and board member of the non-profit Python San Sebastian society (ACPySS)<br /> * Treasurer and board member of the non-profit Euskopython society<br /> * Treasurer and board member of the non-profit Europython society (EPS)<br /> <br /> == Awards ==<br /> <br /> * Alexandre Savio, Borja Ayerdi y Manuel Graña: XIII Premio Manuel Laborde Werlinden, 2013 [http://entreprenari.com/html/cast/premios/mlaborde1.htm][http://www.basqueresearch.com/berria_irakurri.asp?Berri_Kod=4843&amp;hizk=I#.Ut475RC0qUk][http://www.diariovasco.com/20131211/economia/recibe-premio-manuel-laborde-201312111847.html][http://www.abc.es/agencias/noticia.asp?noticia=1549703][http://www.ehu.es/p200-content/es/contenidos/noticia/20131211_premio_laborde/es_laborde/20131211_premio_laborde.html]<br /> <br /> * Alexandre Savio, Borja Ayerdi y Manuel Graña: XXIV Premio Toribio Echevarria, 2014 [http://www.noticiasdegipuzkoa.com/2014/05/29/economia/los-toribio-premian-proyectos-de-tecnologia-computacional][http://www.toribioechevarria.com/eu/2013-2014ko-irabazleak/] [https://www.youtube.com/watch?v=gthFBCrw2VQ&amp;t=62m]<br /> <br /> * Videos [https://www.youtube.com/watch?v=_VUSjxMkxCo Euskadinnova] [https://www.youtube.com/watch?v=-0eNpmyOTxA Premios Toribio Echeverria]<br /> <br /> == Semana de la ciencia ==<br /> <br /> * XI Semana de la Ciencia 2011 ([http://www.diariovasco.com/v/20111112/al-dia-local/cientificos-20111112.html Diario Vasco])<br /> * XII Semana de la Ciencia 2012<br /> <br /> <br /> == Software ==<br /> * [http://www.ehu.es/ccwintco/index.php/GIC-source-code-free-libre GIC Source Code]<br /> * [http://www.ehu.es/ccwintco/uploads/6/69/HERF.tar.gz Hybrid Extreme Rotation Forest (HERF) basic code]<br /> * [http://www.ehu.es/ccwintco/uploads/c/c9/Farzad.zip Basic ELM code example]<br /> * [http://www.ehu.es/ccwintco/uploads/2/26/AdaHERF.zip Adaptative Extreme Rotation Forest (AdaHERF) python code]<br /> <br /> <br /> == Datasets ==<br /> <br /> &lt;h3&gt;General Datasets&lt;/h3&gt;<br /> <br /> * [http://www.eecs.berkeley.edu/Research/Projects/CS/vision/grouping/segbench/ The Berkeley Segmentation Dataset and Benchmark]<br /> * [http://www.ehu.es/ccwintco/index.php/Hyperspectral_Remote_Sensing_Scenes Hyperspectral Remote Sensing Images (Salinas A, Salinas C, Indian Pines, Pavia University)]<br /> * [http://archive.ics.uci.edu/ml/ UCI Machine Learning Repository]<br /> * [[GIC-experimental-databases | Post-processed datasets by Alex Savio.]]<br /> <br /> <br /> &lt;h3&gt;Hyperspectral Datasets&lt;/h3&gt;<br /> <br /> * [http://www.ehu.es/ccwintco/index.php/Hyperspectral_Remote_Sensing_Scenes Hyperspectral Remote Sensing Scenes]<br /> * [http://www.ehu.es/ccwintco/index.php/Hyperspectral_Camera_SOC710_Nature_Datasets Our own dataset!]<br /> * [http://personalpages.manchester.ac.uk/staff/david.foster/Hyperspectral_images_of_natural_scenes_04.html Foster Hyperspectral Images]<br /> * [http://www.foi.se/FOI/templates/Page____9189.aspx FOI HyperSpectral Images]<br /> * [http://www.spectir.com/download.html Spectir Hyperspectral Images]<br /> * [http://www.cvc.uab.es/color_calibration/Bristol_Hyper/ Bristol Hyperspecrtal Images]<br /> * [https://sourceforge.net/p/hyperspectralim/wiki/Home/ SourceForge repository]<br /> * [https://sourceforge.net/projects/hyperspectralim/ SourceForge Hyperspectral repository]<br /> <br /> <br /> &lt;h3&gt;Medical Datasets&lt;/h3&gt;<br /> <br /> * [http://www.oasis-brains.org OASIS]<br /> * [http://fcon_1000.projects.nitrc.org/index.html INDI - 1000 Functional Connectomes Project]<br /> * [http://adni.loni.ucla.edu/ ADNI]<br /> * [http://www.nitrc.org/projects/brainmap BrainMap]<br /> * [http://rad.med.hokudai.ac.jp/research/fa/index_e.php Fractional Anisotropy Database]<br /> * [http://insight-journal.org/midas MIDAS]<br /> * [http://www.childmind.org/en/healthy-brain-network/abide/ ABIDE]<br /> * [http://fcon_1000.projects.nitrc.org/indi/retro/cobre.html COBRE-Schizophrenia]<br /> <br /> <br /> == Target journals ==<br /> <br /> * [http://ieeexplore.ieee.org/xpl/RecentIssue.jsp?punumber=91 IEEE Transactions on Fuzzy Systems (IF 5.484)]<br /> * [http://ieeexplore.ieee.org/xpl/RecentIssue.jsp?reload=true&amp;punumber=34 IEEE Transactions on Pattern Analysis and Machine Intelligence (IF 4.795)]<br /> * [http://www.journals.elsevier.com/knowledge-based-systems/ Knowledge-Based Systems (IF 4.104)]<br /> * [http://www.journals.elsevier.com/information-sciences/ Information Sciences (IF 3.643)]<br /> * [http://ieeexplore.ieee.org/xpl/RecentIssue.jsp?punumber=36 IEEE Transactions on Geoscience and Remote Sensing (IF 3.467)]<br /> * [http://ieeexplore.ieee.org/xpl/RecentIssue.jsp?punumber=4609443 IEEE Journal of Selected Topics in Applied Earth Observations and Remote Sensing (IF 2.874))]<br /> * [http://www.springer.com/computer/ai/journal/11063 Neural Processing Letters (IF 1.240)]<br /> <br /> <br /> == Utilities ==<br /> <br /> * [http://www.ehu.es/ccwintco/uploads/2/2d/Vision_20140908.pdf Intro 08/09/2014]<br /> * [https://www.accesowok.fecyt.es/jcr JCR]<br /> * [https://www.accesowok.fecyt.es/?page_id=658 Web of Knowledge]<br /> * [https://gestion-empleado.ehu.es Gestión de empleados UPV/EHU]<br /> * [http://gestioncvb.ehu.es Gestión de aulas virtuales]<br /> * [http://moodle5.ehu.es/ MOODLE]<br /> * [https://gestion.ehu.es/gaur GAUR]<br /> * [http://www.tic.ehu.es/p265-shintrct/es/contenidos/informacion/wifi/es_wifi/wifi_manual.html Eduroam UPV/EHU]<br /> * [http://www.tic.ehu.es/p265-shintrct/es/contenidos/enlace/vpn_indice/es_indizea/vpn_indizea.html VPN UPV/EHU]<br /> * [https://github.com/borjaayerdi My github]<br /> * [https://www.linkedin.com/pub/borja-ayerdi-vilches/3a/b87/12b My LinkedIn]<br /> * [http://scholar.google.es/citations?user=bVAL794AAAAJ My Google Scholar]<br /> * [http://braincloudcomputing.com Brain Cloud Computing (BCC)]<br /> * [http://bcig.eu/ BCIG]<br /> * [http://gitlab.braincloudcomputing.com/ Gitlab]<br /> * [http://www.cpt.univ-mrs.fr/~masson/latex/Beamer-appearance-cheat-sheet.pdf Beamer appearance cheat sheet]<br /> <br /> == Tutorials ==<br /> <br /> * [[Media:Git for dummies.png | Git Cheat sheet for Dummies.]]<br /> * [http://roundhere.net/journal/virtualenv-ubuntu-12-10/ Virtual enviroment (Ubuntu)]<br /> * [http://sebastianraschka.com/Articles/2014_matrix_cheatsheet.html Matrix Cheat Sheet MATLAB, Python NumPy, R, and Julia]<br /> * [http://bioinformatiquillo.wordpress.com/2009/06/17/beamerposter-posters-elegantes-con-la-clase-latex-beamer-en-lyx-y-presentaciones-en-formato-panoramico/ Beamer poster LyX]<br /> * [http://nbviewer.ipython.org/url/jakevdp.github.com/downloads/notebooks/XKCD_plots.ipynb XKCD plots]<br /> * [https://github.com/mwaskom/ziegler Ziegler: fMRI Reporting Webapp]</div> Borja.ayerdi https://ehu.eus/ccwintco/index.php?title=Revistas&diff=18315 Revistas 2015-11-25T14:51:53Z <p>Borja.ayerdi: /* aceptados */</p> <hr /> <div>[[media:Revistas-GIC-1984-2009.bib.zip|bib de revistas hasta 2009]]<br /> ==submitidos sin decision==<br /> <br /> <br /> ; Dacosta-Aguayo R, Graña M, Falcón C, Fernández-Andújar M, López-Cancio E, Cáceres C, Bargalló N, Barrios M, Clemente IC, Torán Pera, Forés Rosa, Dávalos A, Tibor A and Mataró M<br /> :Multimodal imaging of the healthy contralesional hemisphere provides insight into neural, functional and cognitive recovery in ischemic stroke patients<br /> <br /> ;Jose Manuel Lopez-Guede, Borja Fernandez-Gauna, Manuel Graña, Ekaitz Zulueta<br /> :Further Results Learning Hose Transport Control with Q-learning<br /> : Journal of Physical Agents (aceptado con revisiones)<br /> <br /> ; Borja Ayerdi, Manuel Grana<br /> : Anticipative Hybrid Extreme Rotation Forest<br /> : Transactions on Neural Networks and Learning Systems<br /> <br /> ;Rosalia Dacosta Aguayo, PhD student; Tibor Auer; Manuel Graña; Carles Falcon; Marina Fernández-Andújar; Elena López-Cancio; Cynthia Cáceres; Nuria Bargalló; Maite Barrios; IC Clemente; Toran Pera; Rosa Fores; Antoni Dávalos; Maria Mataró<br /> :Multimodal imaging of the healthy contralesional hemisphere provides insight into neural, functional and cognitive recovery in ischemic stroke patients<br /> : Plos One<br /> <br /> ;JULIAN ESTEVEZ, JM. LOPEZ-GUEDE, MANUEL GRAÑA<br /> : Particle Swarm Optimization quadrotor control for cooperative aerial transportation of deformable linear objects<br /> : CBS<br /> <br /> <br /> ;NAIARA MURO, EIDER SANCHEZ, CARLOS TORO, MANUEL GRAÑA, EDUARDO CARRASCO, FRANK GUIJARRO, and SEBASTIAN A. RÍOS<br /> :EXPERIENCE BASED ELECTRONIC HEALTH RECORDS<br /> : CBS<br /> <br /> ;J. David Nuñez-Gonzalez, Manuel Graña, Michał Wozniak<br /> :Heuristic Harmony Search for Influence Maximization in Social Networks<br /> : EAAI<br /> <br /> ==aceptados ==<br /> <br /> ;Borja Ayerdi, Manuel Graña<br /> : &quot;Hyperspectral Image Analysis by Spectral-Spatial Processing and Anticipatively Tuned Hybrid Extreme Rotation Forest Classification&quot;<br /> : ''IEEE Transactions on Geoscience and Remote Sensing (TGARS)''<br /> : JCR 2014 - 3.514<br /> <br /> <br /> <br /> ;Ariadna Besga, Itxaso González-Ortega, Enrique Echeburúa, Alexandre Savio, Borja Ayerdi, Darya Chyzhyk, Jose LM Madrigal, Juan C. Leza, Manuel Graña, Ana González-Pinto<br /> : &quot;Discrimination between Alzheimer’s Disease and Late Onset Bipolar Disorder using multivariate analysis&quot;<br /> : ''Frontiers in Aging Neuroscience''<br /> : JCR 2014 - 4.000<br /> <br /> <br /> ;Jose Manuel Lopez-Guede, Aitor Moreno-Fernandez-de-Leceta, Alexeiw Martinez-Garcia, Manuel Graña <br /> :Lynx: Automatic elderly behavior prediction in home tele care [http://www.hindawi.com/journals/bmri/aip/201939/]<br /> : Biomed Research International (Hindawi) (aceptado 22 oct)<br /> <br /> <br /> <br /> ; Medrano M, Maiz E, Maldonado-Martín S, Arenaza L, Rodríguez-Vigil B, Ortega FB, Ruiz JR, Larrarte E, Díez I, Sarasúa A, Tobalina I, Barrenechea L, Pérez-Asenjo J, Kannengiesser S, Manhães-Savio A, Echaniz O, Labayen I<br /> : The effect of a multidisciplinary intervention program on hepatic adiposity in overweight-obese children: protocol of the EFIGRO study<br /> : Contemporary Clinical Trials<br /> : Article accepted for publication: 21 Sep 2015<br /> : DOI: 10.1016/j.cct.2015.09.017<br /> <br /> <br /> <br /> ;I. Macía, M. de Blas, J.H. Legarreta, L. Kabongo, O. Hernández, J.M. Egaña, J.I. Emparanza, A. García-Familiar, M. Graña<br /> :Standard and Fenestrated Endograft Sizing in EVAR Planning: Description and Validation of a Semi-automated 3D Software<br /> : Computerized Medical Imaging and Graphics [http://www.sciencedirect.com/science/article/pii/S0895611115000099] [http://www.journals.elsevier.com/computerized-medical-imaging-and-graphics/] (accept 16 enero 2015)<br /> : JC· 2013 1.496 (Q3 RNMMI)<br /> <br /> <br /> <br /> ;Fernández-Andújar M, Doornink F, Dacosta-Aguayo R, Soriano-Raya JJ, Miralbell J, Bargalló N, López-Cancio E, Pérez de la Ossa N, Gomis M, Millán M, ;Barrios M, Cáceres C, Clemente I, Dávalos A, Mataró M <br /> : Remote thalamic microstructural abnormalities related to cognitive function in ischemic stroke patients <br /> : Neuropsychology (aceptado 4 de abril 2014)<br /> : JCR (2012): 3.477 (Q1)<br /> <br /> ;Maria Mataró, Juan José Soriano-Raya, Jorge López-Olóriz, Júlia Miralbell, Rosalia Dacosta-Aguayo<br /> :CEREBROVASCULAR MARKERS IN LOWERED COGNITIVE FUNCTION<br /> :Journal of Alzheimer Disease, (accepted)<br /> :JCR (2013) 3.612 (Q1 clinical neu.)<br /> <br /> == online first==<br /> <br /> ;Ariadna Besga-Basterra, Darya Chyzhyk, Itxaso González-Ortega, Alexandre Savio, Borja Ayerdi, Jon Echeveste, Manuel Graña, Ana González-Pinto<br /> : Eigenanatomy on fractional anisotropy imaging provides white matter anatomical features discriminating between Alzheimer’s Disease and Late Onset Bipolar Disorder<br /> : Current Alzherimer Research, (accepted) [http://benthamscience.com/journals/current-alzheimer-research/article/136980/]<br /> : JCR (2013) 3.796 (Q1 Clin Neurol, Q2 Neurosciences) (2014) 3.889<br /> <br /> <br /> ;PAWEL KSIENIEWICZ, DARIUSZ JANKOWSKI, BORJA AYERDI, KONRAD JACKOWSKI, MICHAL WOZNIAK, MANUEL GRANA<br /> :A Novel Hyperspectral Segmentation Algorithm - Concept and Evaluation<br /> : Logic journal IGPL (aceptado noviembre 2014) [http://jigpal.oxfordjournals.org/content/early/2014/12/29/jigpal.jzu045.short]<br /> : JCR 2013 0.530 (Q2 Logic, Q3 Mathematics, Q4 MA) (2014) 0.461 (Q3 Logic, Q3 Mathematics, Q4 MA)<br /> <br /> ;Maite Termenon, Manuel Graña, Alexandre Savio, Anton Akusok, Yoan Miche, Amaury Lendasse<br /> :Brain MRI Morphological Patterns Extraction Tool based on Extreme Learning Machine and Majority Vote Classification<br /> :Neurocomputing (aceptado 6 de marzo) [http://www.sciencedirect.com/science/article/pii/S0925231215011388]<br /> <br /> ; Borja Ayerdi, Manuel Graña<br /> : Hyperspectral Image Nonlinear Unmixing and Reconstruction by ELM Regression Ensemble<br /> : Neurocomputing [http://www.sciencedirect.com/science/article/pii/S0925231215011339]<br /> : doi 10.1016/j.neucom.2015.04.10<br /> <br /> ; Manuel Graña, Darya Chyzhyk<br /> : Image Understanding Applications of Lattice Auto-Associative Memories <br /> : IEEE Transactions on Neural Networks and Learning Systems, (aceptdo 24 julio) [[http://ieeexplore.ieee.org/xpl/articleDetails.jsp?arnumber=7210195 online]]<br /> : DOI 10.1109/TNNLS.2015.2461451<br /> : JCR (2014) 4.291 (Q1 CSAI)<br /> <br /> ==2015==<br /> <br /> <br /> ; Alexandre Savio, Manuel Graña<br /> :Local Activity Features for Computer Aided Diagnosis of Schizophrenia on resting-state fMRI<br /> :Neurocomputing (aceptado 10 enero 2015) [http://authors.elsevier.com/sd/article/S0925231215002970] Volume 164, 21 September 2015, Pages 154–161<br /> : DOI 10.1016/j.neucom.2015.01.079<br /> : JCR 2013 2.005 (Q1 CSAI) (2014) 2.083 (Q2 CSAI)<br /> <br /> <br /> ; Manuel Graña, Eider Sanchez, Michal Woazniak<br /> : Special issue on innovations in medicine and healthcare<br /> : Biosystems Engineering, Volume 138, October 2015, Pages 1–3 [http://www.sciencedirect.com/science/article/pii/S1537511015001099]<br /> : DOI 10.1016/j.biosystemseng.2015.06.009<br /> <br /> ;Borja Fernandez-Gauna; Jose Manuel Lopez-Guede; Ismael Etxeberria-Agiriano; Igor Ansoategi; Manuel Graña<br /> :Reinforcement Learning endowed with safe veto policies to learn the control of L-MCRS<br /> :Information Sciences Volume 317, 1 October 2015, Pages 25–47 [http://www.sciencedirect.com/science/article/pii/S002002551500273X]<br /> : DOI 10.1016/j.ins.2015.04.005<br /> : JCR (2014) 4.038 (Q1 CSAI)<br /> <br /> ;Lopez-Guede, Jose M.; Fernandez-Gauna, Borja; Graña, Manuel; Zulueta, Ekaitz; <br /> :Training Multi-agent systems by Q-learning: approaches and empirical results<br /> : Computational Intelligence vol 31 num 3 pp. 498-512 [http://onlinelibrary.wiley.com/doi/10.1111/coin.12035/abstract]<br /> : DOI: 10.1111/coin.12035<br /> : JCR (2012) 1.000 (Q3 CSAI) (2013) 0.870 (2014) 0.673<br /> <br /> ;J. David Nuñez-Gonzalez, Manuel Graña, Bruno Apolloni, <br /> :Reputation Features for Trust Prediction in Social Networks, <br /> :Neurocomputing Volume 166, 20 October 2015, Pages 1–7 [http://www.sciencedirect.com/science/article/pii/S0925231215005494]<br /> : DOI 10.1016/j.neucom.2014.10.099<br /> : JCR 2013 2.005 (Q1 CSAI) (2014) 2.083 (Q2 CSAI)<br /> <br /> ;Ion Marques, Manuel Graña, Anna Kamińska-Chuchmała, Bruno Apolloni, <br /> :An experiment of subconscious intelligent social computing on household appliances, <br /> :Neurocomputing, Volume 167, 1 November 2015, Pages 32–43 (aceptado agosto 2014) [http://www.sciencedirect.com/science/article/pii/S0925231215005718]<br /> : DOI 10.1016/j.neucom.2014.08.103<br /> : JCR 2013 2.005 (Q1 CSAI) (2014) 2.083 (Q2 CSAI)<br /> <br /> ; Darya Chyzhyk, Alexandre Savio, Manuel Graña<br /> : Computer Aided Diagnosis of Schizophrenia on resting state fMRI data by Ensembles of ELM<br /> : Neural Networks Volume 68, August 2015, Pages 23–33. [http://www.sciencedirect.com/science/article/pii/S0893608015000805]<br /> : DOI information: 10.1016/j.neunet.2015.04.002 <br /> : JCR (2013) 2.076 (Q1 CSAI, Q3 Neurosciences) (2014) 2.708<br /> <br /> ; Chyzhyk D, Graña M, Öngür D, Shinn AK. <br /> : Discrimination of Schizophrenia Auditory Hallucinators by Machine Learning of Resting-State Functional MRI. <br /> : International Journal of Neural Systems 25(3):1550007, 2015. [[media: Chyzhyk-IJNS-2015.pdf|pdf]] [http://www.worldscientific.com/doi/abs/10.1142/S0129065715500070?src=recsys&amp;journalCode=ijns&amp;]<br /> : JCR 2013 6.056 (Q1 CSAI) (2014) 6.507<br /> <br /> ;A. Suberbiola, E. Zulueta, J.M. Lopez-Guede, I. Etxeberria-Agiriano, and M. Graña<br /> : Arm Orthosis/Prosthesis Movement Control Based on Surface EMG Signal<br /> : International Journal of Neural Systems 25(3):1550009 [http://www.worldscientific.com/doi/10.1142/S0129065715500094] (2015)<br /> : JCR 2013 6.056 (Q1 CSAI) (2014) 6.507<br /> <br /> ; MANUEL GRAÑA, J. DAVID NUÑEZ-GONZALEZ, LEIRE OZAETA, ANNA KAMIŃSKA-CHUCHMAŁA<br /> :Experiments of Trust Prediction in Social Networks by Artificial Neural Networks [http://www.tandfonline.com/doi/full/10.1080/01969722.2015.1007725#.VRJqFkvXmlI]<br /> : Cybernetics and Systems Volume 46, Issue 1-2, 2015 pages 19-34<br /> : JCR (2012): 0.973 (Q3 CSC) (2013) 0.507 (2014) 0.840<br /> : DOI:10.1080/01969722.2015.1007725<br /> <br /> ; EIDER SANCHEZ, CARLOS TORO, MANUEL GRAÑA, CESAR SANIN, EDWARD SZCZERBICKI<br /> :Extended Reflexive Ontologies for the generation of clinical recommendations [http://www.tandfonline.com/doi/full/10.1080/01969722.2015.1007723#abstract]<br /> : Cyberntetics and Systems Volume 46, Issue 1-2, 2015 pages 4-18<br /> : JCR (2012): 0.973 (Q3 CSC) (2013) 0.507 (2014) 0.840<br /> <br /> <br /> ;Julián Estévez, Jose Manuel Lopez-Guede, Manuel Graña<br /> : Quasi-stationary State Transportation of a Hose with Quadrotors<br /> : Robotics and Automous Systems (aceptado 5 sept) Volume 63, Part 2, January 2015, Pages 187–194 [http://www.sciencedirect.com/science/article/pii/S0921889014001791]<br /> : JCR (2013) 1.105, (Q3 Robotics, Q3 CSAI, Q3 ACS) (2014) 1.256 (Q2 Robotics, Q3 CSAI, Q3 ACS)<br /> <br /> <br /> ;M Graña, B Raducanu<br /> :Bioinspired and knowledge based techniques and applications<br /> : Neurocomputing Volume 150, Part A, 20 February 2015, Pages 1–3<br /> :DOI 10.1016/j.neucom.2014.09.039<br /> : JCR 2013 2.005 (Q1 CSAI) (2014) 2.083 (Q2 CSAI)<br /> <br /> <br /> ;Darya Chyzhyk, Manuel Graña<br /> :Classification of Schizophrenia patients on Lattice Computing resting-state fMRI features [http://www.sciencedirect.com/science/article/pii/S0925231214013204]<br /> : Neurocomputing Volume 151, Part 1, 3 March 2015, Pages 151–160<br /> : DOI 10.1016/j.neucom.2014.09.075<br /> : JCR 2013 2.005 (Q1 CSAI) (2014) 2.083 (Q2 CSAI)<br /> <br /> ;Darya Chyzhyk, Rosalía Dacosta-Aguayo, Maria Mataró, Manuel Graña<br /> :An active learning approach for Stroke lesion segmentation on multimodal MRI data<br /> : Neurocomputing Volume 150, Part A, 20 February 2015, Pages 26–36 [http://www.sciencedirect.com/science/article/pii/S0925231214012466]<br /> :DOI:10.1016/j.neucom.2014.01.077<br /> : JCR 2013 2.005 (Q1 CSAI) (2014) 2.083 (Q2 CSAI)<br /> <br /> <br /> ;Borja Ayerdi, Ion Marqués, Manuel Graña<br /> :Spatially regularized semisupervised Ensembles of Extreme Learning Machines for hyperspectral image segmentation<br /> : Neurocomputing (aceptado 18 de enero 2014) Volume 149, Part A, 3 February 2015, Pages 373–386 [http://www.sciencedirect.com/science/article/pii/S0925231214011424] <br /> : JCR 2013 2.005 (Q1 CSAI) (2014) 2.083 (Q2 CSAI)<br /> : DOI 10.1016/j.neucom.2014.01.068<br /> <br /> <br /> ; Jose Manuel Lopez-Guede, Borja Fernandez-Gauna,Jose Antonio Ramos-Hernanz<br /> :Single robot dynamics approximation by ELM for Reinforcement Learning for hose control<br /> : Neurocomputing Volume 150, Part A, 20 February 2015, Pages 116–123<br /> : JCR 2013 2.005 (Q1 CSAI) (2014) 2.083 (Q2 CSAI)<br /> <br /> <br /> ;G.A. Papakostas, A. Savio, M. Graña, V.G. Kaburlasos<br /> :A Lattice Computing Approach to Alzheimer’s Disease Computer Assisted Diagnosis Based on MRI Data [http://www.sciencedirect.com/science/article/pii/S0925231214012454]<br /> : Neurocomputing Volume 150, Part A, 20 February 2015, Pages 37–42<br /> : JCR 2013 2.005 (Q1 CSAI) (2014) 2.083 (Q2 CSAI)<br /> <br /> ;Dacosta-Aguayo, Rosalia; Graña, Manuel; Iturria-Medina, Yasser; Fernández-Andújar, Marina; López-Cancio, Elena; Caceres, Cynthia; Bargallo, Nuria; Barrios, Maite; Clemente, Imma; Pera, Guillem; Fores, Rosa; Davalos, Antoni; Mataro, Maria<br /> :Impairment of Functional Integration of the Default Mode Network correlates with Cognitive Outcome at three months after Stroke<br /> : Human Brain Mapping Volume 36, Issue 2, February 2015, Pages: 577–590<br /> : DOI: 10.1002/hbm.22648<br /> : Impact Factor: 6.878, ISI Journal Citation Reports © Ranking: 2012: 1/14 (Neuroimaging); 1/120 (Radiology Nuclear Medicine &amp; Medical Imaging); 23/252 (Neurosciences) (2013) 6.924 (Q1 Neuroimaging, Q1 RNMMI, Q1 Neurosciences) (2014) 5.969<br /> <br /> ;Borja Fernandez-Gauna; Ismael Etxeberria-Agiriano; Manuel Graña<br /> :Learning Multirobot Hose Transportation and Deployment by Distributed Round-Robin Q-Learning<br /> : PlosOne, Volume 10(7): e0127129 ( published 09 Jul 2015)<br /> : JCR (2012) 3.730, (Q1 mult. sciences) (2013) 3.534 (Q1 mult. sci.) (2014) 3.234<br /> : DOI 10.1371/journal.pone.0127129<br /> <br /> == 2014 ==<br /> <br /> ;Eider Sanchez, Peng Wang, Carlos Toro, Cesar Sanin, Manuel Graña, Edward Szczerbicki, Eduardo Carrasco, Frank Guijarro and Luis Brualla<br /> :Decisional DNA for modeling and reuse of experiential-based clinical assessments in breast cancer diagnosis and treatment<br /> : Neurocomputing Volume 146, 25 December 2014, Pages 308–318 [http://www.sciencedirect.com/science/article/pii/S0925231214007826]<br /> : JCR 2013 2.005 (Q1 CSAI)<br /> <br /> ; Jose Manuel Lopez-Guede, Manuel Graña, Jesus Maria Larrañaga, Fernando Oterino<br /> : Educational innovation project in the field of Industrial Informatics <br /> : Procedia - Social and Behavioral Sciences, Volume 141, 25 August 2014, Pages 20–24<br /> : DOI 10.1016/j.sbspro.2014.05.006<br /> <br /> ; Jose Manuel Lopez-Guede, Manuel Graña, Jesus Maria Larrañaga, Fernando Oterino<br /> : Retrospective Vision of a Long Term Innovative Experience<br /> : Procedia - Social and Behavioral Sciences, Volume 141, 25 August 2014, Pages 15–19<br /> : DOI 10.1016/j.sbspro.2014.05.005<br /> <br /> ;Rosalia Dacosta-Aguayo; Manuel Graña; Alexandre Savio; Marina Fernández-Andújar ; Tibor Auer ; Monica Millán ; Elena López-Cancio ; Cynthia Cáceres ; Nuria Bargalló ; Cesar Garrido ; Maite Barrios ; Inmaculada Clemente ; Monica Hernández ; Jose Munuera ; Antonio Dávalos ; Maria Mataró <br /> :Prognostic value of changes in resting-state functional connectivity patterns in cognitive recovery after stroke: a 3T fMRI pilot study<br /> : Human Brain Mapping (aceptado 15 nov 2013) Volume 35, Issue 8, pages 3819–3831, August 2014 [http://onlinelibrary.wiley.com/doi/10.1002/hbm.22439/abstract]<br /> : Impact Factor: 6.878, ISI Journal Citation Reports © Ranking: 2012: 1/14 (Neuroimaging); 1/120 (Radiology Nuclear Medicine &amp; Medical Imaging); 23/252 (Neurosciences) (2013) 6.924 (Q1 Neuroimaging, Q1 RNMMI, Q1 Neurosciences) (2014) 5.969<br /> <br /> ;Borja Fernández-Gauna; Igor Ansoategui; Ismael Etxeberria-Agiriano; Manuel Graña<br /> :Reinforcement Learning of ball screw feed drive controllers<br /> :Engineering Applications of Artificial Intelligence Volume 30, April 2014, Pages 107–117 [http://www.sciencedirect.com/science/article/pii/S0952197614000220]<br /> : JCR (2011) 1.665 (Q1 ENG) (2012) 1.625 (Q1 ENG, Q2 ACS, Q2 CSAI, Q2 EEE) (2013) 1.962 (Q1 ENG, Q2 ACS, Q2 CSAI, Q2 EEE) (2014) 2.207 (Q1 ENG, Q2 ACS, Q1 CSAI, Q1 EEE)<br /> <br /> ;Borja Ayerdi and Manuel Graña<br /> :Hybrid Extreme Rotation Forest <br /> : Neural Networks Volume 52, April 2014, Pages 33–42 [http://www.sciencedirect.com/science/article/pii/S0893608014000045]<br /> : JCR (2012) 1.927 (Q1 CSAI, Q3 NS) (2013) 2.076 (Q1 CSAI, Q3 NS) (2014) 2.708<br /> <br /> ;Tuia, D. ; Merenyi, E. ; Jia, X. ; Grana-Romay, M.<br /> :Foreword to the Special Issue on Machine Learning for Remote Sensing Data Processing [http://ieeexplore.ieee.org/xpl/articleDetails.jsp?arnumber=6804709]<br /> : Selected Topics in Applied Earth Observations and Remote Sensing, IEEE Journal of (Volume:7 , Issue: 4 ) pp. 1007 - 1011<br /> : JCR (2012) 2.874 (Q2 GP, Q1 ISPT, Q1 RS) (2013) 2.827 (Q2 GP, Q1 ISPT, Q1 RS, Q1 EEE)<br /> <br /> ; Abdelmalik Moujahid, Alicia d'ANjou, Manuel Graña<br /> :Energy demands of diverse spiking cells from the neocortex, hippocampus and thalamus<br /> : Frontiers in Computational Neuroscience (2014) 8:41 [http://journal.frontiersin.org/Journal/10.3389/fncom.2014.00041/abstract]<br /> : DOI: 10.3389/fncom.2014.00041<br /> : JCR (2013) 2.233 (Q1 MCB, Q2 neurosciences)<br /> <br /> ;Iker Mesa, Eider Sanchez, Carlos Toro, Javier Diaz, Arkaitz Artetxe, Manuel Graña, Frank Guijarro, Cesar Martinez, Jose Manuel Jimenez, Shabs Rajasekharan, Jose Antonio Alarcon, Alessandro De Mauro.<br /> :Design and Development of a Mobile Cardiac Rehabilitation System<br /> :Cybernetics and Systems: An International Journal, Volume 45 Issue 2 (2014), pp 92-108 [http://www.tandfonline.com/doi/full/10.1080/01969722.2014.874804#.UyF23OCEl48]<br /> :JCR (2012): 0.973 (Q3 CSC) (2013) 0.507 (2014) 0.840<br /> <br /> ;Israel Rebollo-Ruiz and Manuel Graña<br /> :An empirical evaluation of Gravitational Swarm Intelligence for Graph Coloring algorithm<br /> : Neurocomputing Volume 132, 20 May 2014, Pages 79–84 [http://www.sciencedirect.com/science/article/pii/S0925231213011041]<br /> : JCR (2011) 1.580 (Q2 CSAI) 2013 2.005 (Q1 CSAI)<br /> <br /> ;Rosalia Dacosta-Aguayo; Manuel Graña; Marina Fernandez-Andujar; Elena López-Cancio; Cynthia Cáceres; Nuria Bargallo; Maite Barrios; Imma Clemente; Antoni Dávalos; Auer Tibor; Maria Mataró<br /> :Structural integrity of the contralesional hemisphere predicts cognitive impairment in ischemic stroke at three months<br /> : PLosONe January 2014 | Volume 9 | Issue 1 | e86119 [http://www.plosone.org/article/info%3Adoi%2F10.1371%2Fjournal.pone.0086119]<br /> : JCR (2012) 3.730, (Q1 mult. sciences) (2013) 3.534 (Q1 mult. sci.) (2014) 3.234<br /> <br /> ; Ramon Moreno, Francesco Corona, Amaury Lendasse, Manuel Grana and Lenio Galvao<br /> : Extreme Learning Machines for Soybean classification in remote sensing Hyperspectral Images<br /> : Neurocomputing Volume 128, 27 March 2014, Pages 207–216 [http://dx.doi.org/10.1016/j.neucom.2013.03.057]<br /> : JCR (2012) 1.634 (T1, Q2 CSAI) 2013 2.005 (Q1 CSAI)<br /> <br /> ; Darya Chyzhyk, Alexandre Savio, Manuel Graña, <br /> : Evolutionary ELM wrapper feature selection for Alzheimer's disease CAD on anatomical brain MRI [http://www.sciencedirect.com/science/article/pii/S0925231213010096 pdf]<br /> : Neurocomputing, Volume 128, 27 March 2014, Pages 73-80, <br /> : ISSN 0925-2312, http://dx.doi.org/10.1016/j.neucom.2013.01.065.<br /> : JCR (2012) 1.634 (T1, Q2 CSAI) 2013 2.005 (Q1 CSAI)<br /> <br /> ;Josu Maiora; Borja Ayerdi; Manuel Graña<br /> : Random forest active learning for AAA thrombus segmentation in computed tomography angiography images<br /> : Neurocomputing Volume 126, 27 February 2014, Pages 71–77 [http://www.sciencedirect.com/science/article/pii/S0925231213006978]<br /> : (2011) JCR 1.580 (Q2 CSAI) 2013 2.005 (Q1 CSAI)<br /> <br /> ;Michal Wozniak,, Manuel Graña, Emilio Corchado, <br /> : A Survey of Multiple Classifier System as Hybrid Systems <br /> : Information Fusion Volume 16, March 2014, Pages 3–17 [http://www.sciencedirect.com/science/article/pii/S156625351300047X]<br /> : JCR (2011) 1.467 (Q2 CSAI, Q1 CSTM) (2012) 2.262 (Q1 CSAI, Q1 CSTM) (2013) 3.472 (2014) 3.681<br /> <br /> ; Michal Wozniak, Emilio Corchado, Manuel Graña<br /> :Guest Editorial: Hybrid Intelligent Fusion Systems<br /> : Information Fusion Volume 16, March 2014, Pages 2<br /> : (2011) JCR 1.467 (Q1 CSTM, Q2 CSAI) (2012) 2.262 (Q1 CSAI, Q1 CSTM) (2013) 3.472 (2014) 3.681<br /> <br /> ;Carmen Hernández , Leónia Nunes , Domingos Lopes , Manuel Graña <br /> :Data Fusion for high spatial resolution LAI estimation <br /> :Information Fusion Volume 16, March 2014, Pages 59–67 [http://www.sciencedirect.com/science/article/pii/S1566253512000395]<br /> : JCR (2010) 1.621 (2011) 1.467 (Q1 CSTM, Q2 CSAI) (2012) 2.262 (Q1 CSAI, Q1 CSTM) (2013) 3.472 (2014) 3.681<br /> <br /> ;B Ayerdi, J Maiora, A d'Anjou, M Graña<br /> :Applications of Hybrid Extreme Rotation Forests for image segmentation<br /> :International Journal of Hybrid Intelligent Systems 11 (1), 13-24<br /> <br /> ;Noelia Oses, Fadi Dornaika, and Abdelmalik Moujahid<br /> :Image-based delineation and classification of built heritage masonry [http://www.mdpi.com/2072-4292/6/3/1863]`<br /> :Remote Sens. 2014, 6(3), 1863-1889; doi:10.3390/rs6031863<br /> <br /> ==2013==<br /> <br /> ;Jose Manuel Lopez-Guede, Borja Fernandez-Gauna and Manuel Grana<br /> :&quot;State-action value modeled by ELM in Reinforcement Learning for Hose Control Problems&quot; , <br /> : International Journal of Uncertainty Fuzziness and Knowledge-Based Systems 21, supp02, 99-116 [http://www.worldscientific.com/doi/abs/10.1142/S0218488513400199]<br /> : JCR (2011) 1.781 (Q2 CSAI) (2012) 0.886 (Q3 CSAI)<br /> <br /> ;Miguel A. Veganzonesa, Mihai Datcu, Manuel Graña,<br /> : Further results on dissimilarity spaces for hyperspectral images RF-CBIR<br /> : Pattern Recognition Letters Volume 34, Issue 14, 15 October 2013, Pages 1659-1668 [http://www.sciencedirect.com/science/article/pii/S0167865513002237]<br /> : JCR (2012) 1.266 (CSAI Q2) (2013) 1.062 (Q3 CSAI)<br /> <br /> ;Israel Rebollo-Ruiz and Manuel Graña Romay <br /> :Swarm Graph Coloring for the identification of user groups on ERP logs <br /> : Cybernetics and systems Volume 44, Issue 6-7: 489–504, (2013) [http://www.tandfonline.com/doi/full/10.1080/01969722.2013.803891#.UhuA7Ra5fyI]<br /> : JCR 2012 0.973 (Q3 CSC) 2013 0.507 (Q4 CSC)<br /> <br /> ; Darya Chyzhyk, Borja Ayerdi, Josu Maiora <br /> : Active Learning with Bootstrapped Dendritic Classifier applied to medical image segmentation <br /> : Pattern Recognition Letters 34 (2013), pp. 1602-1608<br /> : DOI: 10.1016/j.patrec.2013.03.024<br /> : JCR (2011) 1.034, 5-Year Impact Factor: 1.724 (JRC) (Q3 CSAI) : JCR (2012) 1.266 (CSAI Q2) (2013) 1.062 (Q3 CSAI)<br /> <br /> ;Eider Sanchez, Carlos Toro, Arkaitz Artetxe, Manuel Graña, Cesar Sanin, Edward Szczerbicki, Eduardo Carrasco and Frank Guijarro<br /> :Bridging challenges of Clinical Decision Support Systems with a semantic approach . A case study on breast cancer.<br /> : Pattern Recognition Letters 34 (2013), pp. 1758-1768 [http://authors.elsevier.com/sd/article/S016786551300144X] <br /> : JCR (2011) 1.034, 5-Year Impact Factor: 1.724 (JRC) (Q3 CSAI) : JCR (2012) 1.266 (CSAI Q2) (2013) 1.062 (Q3 CSAI)<br /> <br /> <br /> ;Edward Szczerbicki, Manuel Graña, Jorge Posada &amp; Carlos Toro <br /> : CURRENT RESEARCH ADVANCES AND IMPLEMENTATIONS IN SMART KNOWLEDGE-BASED SYSTEMS: PART I<br /> : Cybernetics and Systems 44(2-3):95-97 [http://www.tandfonline.com/doi/full/10.1080/01969722.2013.762247]<br /> : JCR 2011 1.182 (Q2 CSC) (2012) 0.973 (Q3 CSC) 2013 0.507 (Q4 CSC)<br /> <br /> ;Edward Szczerbicki, Manuel Graña, Jorge Posada &amp; Carlos Toro <br /> : CURRENT RESEARCH ADVANCES AND IMPLEMENTATIONS IN SMART KNOWLEDGE-BASED SYSTEMS: PART II<br /> : Cybernetics and Systems 44(2-3):184-186[http://www.tandfonline.com/doi/full/10.1080/01969722.2013.762254]<br /> : JCR 2011 1.182 (Q2 CSC) (2012) 0.973 (Q3 CSC) 2013 0.507 (Q4 CSC)<br /> <br /> ;Iñigo Barandiaran, Manuel Graña, Marcos Nieto<br /> :An Empirical Evaluation of Interest Point Detectors<br /> :Cybernetics and Systems 44(2-3):98-117 [http://www.tandfonline.com/doi/abs/10.1080/01969722.2013.762232]<br /> : JCR 2011 1.182 (Q2 CSC) (2012) 0.973 (Q3 CSC) 2013 0.507 (Q4 CSC)<br /> <br /> <br /> ;Arkaitz Artetxe, Eider Sanchez, Carlos Toro, Cesar Sanin, Edward Szczerbick, Manuel Graña, Jorge Posada<br /> : Impact of Reflexive Ontologies in Semantic Clinical Decision Support Systems [http://www.tandfonline.com/doi/full/10.1080/01969722.2013.762256]<br /> :Cybernetics and Systems 44(2-3):187-203 [http://www.tandfonline.com/doi/abs/10.1080/01969722.2013.762232]<br /> : JCR 2011 1.182 (Q2 CSC) (2012) 0.973 (Q3 CSC) 2013 0.507 (Q4 CSC)<br /> <br /> ;Borja Fernandez-Gauna; Ion Marques; Manuel Graña<br /> :Undesired State-Action Prediction in Multi-Agent Reinforcement Learning. Application to Multicomponent Robotic System control<br /> : Information Sciences (2013) 232:309–324 [http://www.sciencedirect.com/science/article/pii/S0020025513000133]<br /> : (2011) JCR 2.833 (Q1 CSIS) (2012) 3.643 (Q1 CSIS) (2013) 3.893<br /> <br /> ;Maite Termenon, Manuel Grana, Barros-Loscertales Alfonso and Cesar Avila<br /> :&quot;Extreme Learning Machines for feature selection and classification of cocaine dependent patients on structural MRI data &quot; , <br /> : Neural Processing Letters December 2013, Volume 38, Issue 3, pp 375-387 [http://link.springer.com/article/10.1007/s11063-013-9277-x]<br /> : JCR (2012) 1.240 (Q2 CSAI) 2013 1.237 (Q2 CSAI)<br /> <br /> <br /> ;M. Termenon, M. Graña, A. Besga, J. Echeveste, A. Gonzalez-Pinto <br /> :Lattice Independent Component Analysis feature selection on Diffusion Weighted Imaging for Alzheimer’s Disease Classification <br /> : Neurocomputing (2013) Volume 114, 19 August 2013, Pages 132–141 [http://dx.doi.org/10.1016/j.neucom.2012.08.044]<br /> : JCR (2011) 1.580: (Q2 CSAI) (2012) 1.634 (T1, Q2 CSAI) <br /> <br /> ;Eloy Irigoyen, , Gorka Miñano<br /> :A NARX neural network model for enhancing cardiovascular rehabilitation therapies<br /> : Neurocomputing (2013) 109(3):9–15<br /> : JCR (2010) 1.442 (2011) 1.580 (Q2 CSAI) (2012) 1.634 (T1, Q2 CSAI) 2013 2.005 (Q1 CSAI)<br /> <br /> <br /> ;Ion Marques, Manuel Graña<br /> : Fusion of lattice independent and linear features improving face identification<br /> : Neurocomputing Volume 114, 19 August 2013, Pages 80–85<br /> : JCR (2011) 1.580 : (Q2 CSAI) (2012) 1.634 (T1, Q2 CSAI) 2013 2.005 (Q1 CSAI)<br /> <br /> ; M. Graña, A.I Gonzalez-Acuña<br /> : Learning Parsimonious Dendritic Classifiers<br /> : Neurocomputing (2013) 109(3):3–8 [http://dx.doi.org/10.1016/j.neucom.2012.03.025] [http://www.sciencedirect.com/science/article/pii/S0925231212006765]<br /> : JCR (2010) 1.442 (2011) 1.580 (Q2 CSAI) (2012) 1.634 (T1, Q2 CSAI) 2013 2.005 (Q1 CSAI)<br /> <br /> ; Alexandre Savio, Manuel Graña<br /> : Deformation Based Feature Selection for Computer Aided Diagnosis of Alzheimer's Disease<br /> : Expert Systems With Applications 40 (2013), pp. 1619-1628 [http://dx.doi.org/10.1016/j.eswa.2012.09.009]<br /> : JCR (2011) 2.203 (Q1 in CSAI) (2012) (Q2 CSAI, Q1 EEE, Q1 ORMS) (2013) 1.965 (Q1 CSAI, Q2 EEE, Q1 ORMS)<br /> <br /> ; F. Dornaika, A. Moujahid, and B. Raducanu<br /> : Facial expression recognition using tracked facial actions: Classifier performance analysis<br /> : Engineering Applications of Artificial Intelligence 26(1), pp.467-477 (2013).<br /> : 5-Year Impact Factor: 1.844<br /> <br /> ;Borja Fernandez-Gauna, Jose Manuel Lopez-Guede, Manuel Graña<br /> :Transfer Learning with Partially Constrained Models: application to reinforcement learning of linked multicomponent robot system control<br /> : Robotics and Autonomous Systems 61 (7) (2013):694–703 [http://dx.doi.org/10.1016/j.robot.2012.07.020]<br /> : JCR (2011) 1.056 (Q2 ACS, Q3 CSAI, Q3 Rob.) (2012) 1.156 (Q3 ACS, Q3 CSAI, Q2 Robotics) (2013) 1.105 (Q3 ACS, Q3 CSAI, Q3 Robotics)<br /> <br /> ; Manuel Graña, Adrian Agreda<br /> :Trust models and applications in communication and multi-agent systems<br /> : International Journal of Knowledge-based and Intelligent Engineering Systems 17 (2013) 187–193<br /> <br /> ;Diego Acosta · John Congote · Iñigo Barandiaran · Oscar Ruiz · Alejandro Hoyos · Manuel Graña<br /> :Tuning of Adaptive Weight Depth Map Generation Algorithms Exploratory Data Analysis and Design of Computer Experiments (DOCE)<br /> :Journal of Mathematical Imaging and Vision 47:3-12 [http://www.springer.com/alert/urltracking.do?id=Lcb6681Ma53e73Sa]<br /> : JCR (2011) 1.391 (Q2 CSAI, Q1 CSSE, Q1 MA) (2012) 1.767 (Q2 CSAI, Q1 CSSE, Q1 MA) (2013) 2.330 (Q1 CSAI, Q1 CSSE, Q1 MA) <br /> <br /> ;Bosaghzadeh, A., Moujahid, A., &amp; Dornaika, F. <br /> :Parameterless local discriminant embedding. <br /> :Neural Processing Letters August 2013, Volume 38, Issue 1, pp 53-67<br /> : JCR (2012) 1.240 2013 1.237 (Q2 CSAI)<br /> <br /> == 2012 ==<br /> <br /> <br /> ;Jose Manuel Lopez-Guede, Borja Fernadez-Gauna, Manuel Graña, Fernando Oterino and Jesus Maria Larrañaga <br /> :Effect of the Lambda Parameter in Dynamic Matrix Controllers Performance<br /> : Journal of Computer and Information Technology Vol.2, No.2, pp. 81-88<br /> <br /> ;A. Moujahid, A. D'Anjou<br /> :Metabolic efficiency with fast spiking in the squid axon<br /> : Front. Comput. Neurosci. 6:95. doi: 10.3389/fncom.2012.00095 [http://www.frontiersin.org/Computational_Neuroscience/10.3389/fncom.2012.00095/abstract]<br /> : 5-Year Impact Factor: 2.147<br /> <br /> ;R. Moreno , D. M. Ramik , M. Graña , and K. Madani<br /> :Image Segmentation on the Spherical Coordinate Representation of the RGB Color Space [http://ieeexplore.ieee.org/xpl/articleDetails.jsp?reload=true&amp;arnumber=6407287]<br /> :IET Image Processing 6(9):1275 - 1283<br /> : jCR (2010) 0.862 (2011) 0.639 (Q3 EEE) (2012) 0.895 (Q3 EEE)<br /> <br /> ; A. Moujahid, A. D'Anjou, B. Cases<br /> : Community structure in real-world networks from a non-parametrical synchronization-based dynamical approach. <br /> : Chaos, Solitons and Fractals: the interdisciplinary journal of Nonlinear Science, and Nonequilibrium and Complex Phenomena<br /> : Volume 45, Issues 9–10, September–October 2012, Pages 1171–1179 <br /> : JCR 5-Year Impact Factor: 1.41<br /> <br /> ; A. Besga, M. Termenon, M. Graña, J. Echeveste, J. M. Perez, A. Gonzalez-Pinto<br /> : &quot;Discovering Alzheimer's disease and bipolar disorder white matter effects building computer aided diagnostic systems on brain diffusion tensor imaging features&quot; [http://www.sciencedirect.com/science/article/pii/S0304394012006799].<br /> : '''Neuroscience Letters''', Volume 520, Issue 1, 27 June 2012, Pages 71–76.<br /> : JCR (2011) 2.105 (Q3 Neurosciences) (2012) 2.026 (Q3 Neurosciences)<br /> <br /> ;Manuel Graña, Miguel A. Veganzones<br /> : [http://www.sciencedirect.com/science/article/pii/S0031320312001483 &quot;An Endmember-based distance for content based hyperspectral image retrieval.&quot;]<br /> : Pattern Recognition 49(9), pp 3472-3489. September 2012. [http://dx.doi.org/10.1016/j.patcog.2012.03.015 doi]<br /> : JCR (2010) 2.607 (2011) 2.292 (Q1 CSAI, Q1 EEE) (2012) 2.632<br /> <br /> ;Ion Marques, Manuel Graña<br /> :Face recognition with Lattice Independent Component Analysis and Extreme Learning Machines<br /> : Soft Computing, 2012,Volume 16, Issue 9, pp 1525-1537 [http://dx.doi.org/10.1007/s00500-012-0826-4 DOI]<br /> : JCR (2010) 1.512 (2011) 1.880 (Q2 CSAI, Q1 CSIA) (2012) 1.124 (Q3 CSAI, Q3 CSIA)<br /> <br /> ; Israel Rebollo, Manuel Graña, Blanca Cases<br /> :On the effect of spatial percolation on the convergence of Graph Coloring Boid Swarm<br /> : Int. Journal on Artificial Intelligence Tools (2012) 21(6): 1250015 [http://www.ehu.es/ccwintco/groupware/webdav.php/apps/phpbrain/87/IJAIT-convergence-percolation-boids-2010-12-26-submitted.zip] [http://www.worldscientific.com/doi/abs/10.1142/S0218213012500157]<br /> : JCR (2010) 0.330 (2011) 0.217 (2012) 0.250 (Q4 CSAI, Q4 CSIA)<br /> <br /> ; Jbabdi S, Sotiropoulos SN, Savio AM, Graña M, Behrens TE<br /> : Model-based analysis of multi-shell diffusion MR data for tractography: How to get over fitting problems<br /> : Magnetic Resonance in Medicine (2012) 68(6):1846-1855 [http://onlinelibrary.wiley.com/doi/10.1002/mrm.24204/abstract]<br /> : ISSN 0740-3194<br /> : JCR (2010): 3.268 (2011) 2.964 (2012) 3.267 (Q1 RNMMI)<br /> <br /> ;Jose Manuel Lopez-Guede, Borja Fernandez-Gauna, Manuel Graña, Ekaitz Zulueta<br /> : Improving the control of single robot hose transport <br /> : Cybernetics and Systems: An International Journal, 2012, 43:4, 261-275<br /> : JCR (2010) 0.662 (2011) 1.182 (Q2 CSC)<br /> <br /> ;Darya Chyzhyk, Manuel Graña, Alexandre Savio, Josu Maiora<br /> :Hybrid Dendritic Computing with Kernel-LICA applied to Alzheimer’s Disease detection in MRI. [[media: Chyzhyk-Grana_Neurocomputing_2012.pdf|PDF]]<br /> : Neurocomputing, 2012, Volumen 75, issue 1, pp. 72-77<br /> : [http://dx.doi.org/10.1016/j.neucom.2011.02.024 DOI]<br /> : ISSN 0925-2312<br /> : ISI JCR (2006) 0.860, (2007) 0.865, (2008) 1.234 (2009) 1.440 (2010) 1.429<br /> <br /> ; Emilio Corchado, Manuel Graña, Michal Wozniak<br /> : Neurocomputing January 2012, Volume 75, Issue 1, pp. 61-63<br /> : editorial New trends and applications on hybrid artificial intelligence systems [http://www.sciencedirect.com/science/article/pii/S0925231211004206]<br /> : JCR (2010) 1.429, : (2011) JCR 1.580 (Q2 CSAI)<br /> <br /> ;Miguel A. Veganzones and Manuel Graña<br /> :[http://ieeexplore.ieee.org/xpl/articleDetails.jsp?tp=&amp;arnumber=6169956&amp;contentType=Journals+%26+Magazines&amp;queryText%3Dspectral+spatial+cbir &quot;A spectral/spatial CBIR system for hyperspectral images.&quot;]<br /> : IEEE Journal of Selected Topics in Applied Earth Observation and Remote Sensing 5(2), pp 488-500. April 2012.<br /> : JCR (2010) 1.140 (2011) 1.489 (2012) 2.874 (Q2 GP, Q1 ISPT, Q1 RS)<br /> <br /> ;Manuel Graña and Miguel A. Veganzones<br /> :[http://asp.eurasipjournals.com/content/2012/1/64 &quot;Endmember induction by Lattice Associative Memories and Multi-Objective Genetic Algorithms.&quot;]<br /> : EURASIP Journal on Advances in Signal Processing 2012, nº. 1 (marzo 13, 2012): 64. [http://www.biomedcentral.com/content/qcpdf/1687-6180-2012-64.pdf pdf]<br /> :JCR (2010) 1.012 (2011) 0.811 (2012) 0.807 (Q3 EEE)<br /> <br /> ;Maite Termenon, Manuel Graña<br /> :A two stage sequential ensemble applied to the classification of Alzheimer's Disease based on MRI features [http://www.springerlink.com/content/x74212k073375777/]<br /> : Neural Processing Letters (2012) 35(1): 1-12 <br /> : JCR (2010) 1.088 (2012) 1.240 (Q2 CSAI)<br /> <br /> ;Ivan Macia, Manuel Graña; Celine Paloc,<br /> : Knowledge Management in Image-based Analysis of Blood Vessel Structures<br /> :Knowledge and Information Systems 30(2) (2012):457-491 [http://www.springerlink.com/content/l747p10765858h1j/]<br /> : JCR Impact factor (2009) 2.211 (2010) 2.000 (2011) 2.225<br /> <br /> <br /> ;Andoni Beristain, Manuel Graña, Ana I. Gonzalez<br /> :A Pruning Algorithm for Stable Voronoi Skeletons<br /> : Journal of Mathematical Imaging and Vision (2012) 42:225–237 <br /> : JCR (2009) 1.437 (2010) 1.244 (2011) 1.391 (Q2 CSAI, Q1 CSSE, Q1 MA) (2012) 1.767<br /> <br /> ;Z. Echegoyen, J.M. Lopez-Guede, B. Fernandez-Gauna and M. Graña<br /> : Visual Servoing of Legged Robots<br /> : Journal of Mathematical Imaging and Vision 42(2) (2012): 196-211 [http://www.springerlink.com/content/c4x1r11188l31083/ doi]<br /> : JCR (2009) 1.437 (2010) 1.244 : (2011) 1.391 (Q2 CSAI, Q1 CSSE, Q1 MA) (2012) 1.767<br /> <br /> ;Peter Sussner, Estevão L.Esmi, Ivan Villaverde, Manuel Graña<br /> :The Kosko Subsethood FAM: Mathematical Background, Properties, and Some Experimental Results in Computer Vision<br /> : Journal of Mathematical Imaging and Vision (2012) 42:134–149 <br /> : JCR (2009) 1.437 (2010) 1.244 : (2011) 1.391 (Q2 CSAI, Q1 CSSE, Q1 MA) (2012) 1.767<br /> <br /> ;Manuel Graña, Emilio Corchado, Michal Wozniak<br /> :Special Issue on Hybrid Artificial Intelligent Systems <br /> : Journal of Mathematical Imaging and Vision: Volume 42, Issue 2 (2012), Page 101-102 [http://www.springerlink.com/content/457024354t87u21u/ doi]<br /> : JCR (2009) 1.437 (2010) 1.244 : (2011) 1.391 (Q2 CSAI, Q1 CSSE, Q1 MA) (2012) 1.767<br /> <br /> ;Barroso, N., López de Ipiña, K., Hernández C., Ezeiza A. &amp; Graña M. (2011). <br /> :Experiments for the selection of sub-word units in the Basque context for semantic tasks, <br /> :International Journal of Speech Technology, March 2012, Volume 15, Issue 1, pp 49-56<br /> : DOI 10.1007/s10772-011-9109-1<br /> <br /> ;Barroso, N., López de Ipiña, K., Hernández C., Ezeiza A. &amp; Graña M. (2011) <br /> :Semantic Speech Recognition in the Basque context Part I: Cross-lingual approaches, <br /> :International Journal of Speech Technology, March 2012, Volume 15, Issue 1, pp 33-40<br /> : DOI 10.1007/s10772-011-9111-7<br /> <br /> ;Barroso, N., López de Ipiña, K., Hernández C., Ezeiza A. &amp; Graña M. (2011). <br /> :Semantic Speech Recognition in the Basque context Part II: Language Identification for under-resourced languages, <br /> :International Journal of Speech Technology, March 2012, Volume 15, Issue 1, pp 41-47<br /> : DOI 10.1007/s10772-011-9114-4<br /> <br /> ;Juan José Valera García Vicente Gómez Garay, Eloy Irigoyen Gordo, Fernando Artaza Fano, Mikel Larrea Sukia<br /> :Intelligent Multi-Objective Nonlinear Model Predictive Control (iMO-NMPC): Towards the ‘on-line’ optimization of highly complex control problems<br /> :Expert Systems with Applications, Volume 39, Issue 7, 1 June 2012, Pages 6527–6540<br /> : JCR (2010) 1.924<br /> <br /> ;Carlos Toro, Eider Sanchez, Eduardo Carrasco, Leonardo Mancilla-Amaya, Cesar Sanín, Edward Szczerbicki, Manuel Graña, Patricia Bonachela, Carlos Parra, Gloria Bueno, Frank Guijarro<br /> :USING SET OF EXPERIENCE KNOWLEDGE STRUCTURE TO EXTEND A RULE SET OF CLINICAL DECISION SUPPORT SYSTEM FOR ALZHEIMER'S DISEASE DIAGNOSIS [http://www.ehu.es/ccwintco/groupware/webdav.php/apps/phpbrain/465/ToroSanchez2012.pdf]<br /> :Cybernetics and Systems: An International Journal, 2012. Volume 43, Issue 2, pp 81-95 [http://www.tandfonline.com/doi/abs/10.1080/01969722.2012.654070 doi]<br /> :JCR (2010) 0.662 (2011) 1.182 (Q2 CSC)<br /> <br /> Carlos Toro, Javier Vaquero, Manuel Graña, Cesar Sanín, Edward Szczerbicki &amp; Jorge Posada<br /> :BUILDING DOMAIN ONTOLOGIES FROM ENGINEERING STANDARDS [http://www.tandfonline.com/doi/full/10.1080/01969722.2012.654073#.VDGS9ufhpiU]<br /> ;Cybernetics and Systems 2012, 43(2): 114-126<br /> :JCR (2010) 0.662 (2011) 1.182 (Q2 CSC) (2012) 0.973<br /> <br /> <br /> ;Blanca Cases, Israel Rebollo, Manuel Graña <br /> :A Spatial-social-logical model explaining human behavior in emergency situations <br /> : Logic Journal of the IGPL 20(3):625-633<br /> : Indice de impacto JCR(2009) 0.320 (2010) 0.458 (2011) 0.913 (2012) 1.136 (Q1 Logic, Q1 Mathematics, Q2 MA)<br /> <br /> ;Josune Gallego, Carmen Hernandez, Manuel Graña<br /> :A Morphological Cellular Automata based on Morphological Independence <br /> : Logic Journal of the IGPL 20(3):617-624<br /> : Indice de impacto JCR(2009) 0.320 (2010) 0.458 (2011) 0.913 (2012) 1.136 (Q1 Logic, Q1 Mathematics, Q2 MA)<br /> <br /> ; Manuel Graña, Emilio Corchado, Michal Wozniak<br /> :Special issue: HAIS 2010<br /> : Logic Journal of the IGPL 20(3):533-534<br /> : doi: 10.1093/jigpal/jzr001 [http://jigpal.oxfordjournals.org/content/early/2011/02/24/jigpal.jzr001.full.pdf]<br /> : Indice de impacto JCR(2009) 0.320 (2010) 0.458 (2011) 0.913 (2012) 1.136 (Q1 Logic, Q1 Mathematics, Q2 MA)<br /> <br /> <br /> ;G. García, J. Maiora A. Tapia, M. De Blas<br /> :Evaluation of Texture for Classification of Abdominal Aortic Aneurysm After Endovascular Repair<br /> :Journal of Digital Imaging 25(3):369-376<br /> :(ISI JCR 0.96) (2011) 1.255 (Q3 RNMMI)<br /> <br /> ; Manuel Graña, Ivan Villaverde, Jose Manuel Lopez-Guede, Borja Fernandez-Gauna<br /> : Lattice Independent Component Analysis for Appearance Based Mobile Robot Localization<br /> : Neural Computing and applications, 21(5) (2012): 1031-1042<br /> : Indice de impacto JCR (2009) 0.812 (2010) 0.563 (2011) 0.699 (Q3 CSAI) (2012) (Q3 CSAI) (2012) 1.168<br /> <br /> ==2011==<br /> <br /> ; Josu Maiora, Manuel Graña<br /> : A computer aided diagnostic system for survival analysis after EVAR treatment<br /> : Journal of Medical Informatics &amp; Technologies, (2011) 18:51-58<br /> <br /> ;Ivan Macia; Manuel Graña; Josu Maiora; Celine Paloc; Mariano de Blas<br /> :Detection of Type II Endoleaks in Abdominal Aortic Aneurysms After Endovascular Repair<br /> :Computers in Biology and Medicine 41(10): 871-880 [http://dx.doi.org/10.1016/j.compbiomed.2011.07.005]<br /> : ISI Impact JCR (2009) 1.269 (2010) 1.112 (2011) 1.089 (Q3 B, Q3 CSIA, Q3 EB, Q4 MCB)<br /> <br /> ;M. Graña, M. Termenon, A. Savio, A. Gonzalez-Pinto, J. Echeveste, J. M. Pérez, A. Besga<br /> :Computer Aided Diagnosis system for Alzheimer Disease using brain Diffusion Tensor Imaging features selected by Pearson’s correlation<br /> :Neuroscience letters,Volume 502, Issue 3, 20 September 2011, Pages 225-229 [http://dx.doi.org/10.1016/j.neulet.2011.07.049 on line]<br /> : Indice de impacto JCR (2010) 2.055 (2011) 2.105 (Q3 Neurosciences)<br /> <br /> ; Manuel Graña, Borja Fernandez-Gauna, Jose Manuel Lopez-Guede<br /> :Cooperative Multi-Agent Reinforcement Learning for Multi-Component Robotic Systems: guidelines for future research<br /> : Paladyn . Journal of Behavioral Robotics. [http://www.editorialmanager.com/paladyn/mainpage.html] 2(2):71-81 [[media:Draft-2011-07-01-Paladyn.MARLReview.Grana.Borja.pdf|draft]]<br /> <br /> ;A. Moujahid, A. d' Anjou, F. J. Torrealdea, and F. Torrealdea<br /> :Energy and information in Hodgkin-Huxley neurons<br /> :Phys. Rev. E 83, 031912 (2011)<br /> :Impact Factor: 2.400<br /> <br /> ;A. Moujahid, A. d' Anjou, F. J. Torrealdea, and F. Torrealdea<br /> :Efficient synchronization of structurally adaptive coupled Hindmarsh-Rose neurons<br /> :Chaos, Solitons and Fractals: the interdisciplinary journal of Nonlinear Science, and Nonequilibrium and Complex Phenomena, DOI:10.1016/j.chaos.2011.07.005 (2011)<br /> :Impact Factor: 1.72<br /> <br /> ; Alexandre Savio; Maria T Garcia-Sebastian; Darya Chyzhyk; Carmen Hernandez; Manuel Graña; Andone Sistiaga; Adolfo Lopez de Munain; Jorge Villanua<br /> : Neurocognitive disorder detection based on Feature Vectors extracted from VBM analysis of structural MRI<br /> : Computers in Biology and Medicine 41 (2011), pp. 600-610 [http://dx.doi.org/10.1016/j.compbiomed.2011.05.010 DOI]<br /> : ISI Impact JCR (2009) 1.269 (2010) 1.112 (2011) 1.089 (Q3 B, Q3 CSIA, Q3 EB, Q4 MCB)<br /> <br /> ;Borja Fernandez-Gauna, Jose Manuel Lopez Guede, Ekaitz Zulueta, Zelmar Echegoyen, Manuel Graña<br /> : Basic Results and Experiments on Robotic Multi-Agent System for Hose Deployment and Transportation <br /> : International Journal of Artificial Intelligence (IJAI) 6(S11):183-202 [http://www.ceserp.com/cp-jour/index.php?journal=ijai&amp;page=article&amp;op=view&amp;path%5B%5D=923]<br /> <br /> ;Ramón Moreno, Manuel Graña, Alicia d’Anjou<br /> :Illumination Source Chromaticity Estimation Based on Spherical Coordinates in RGB<br /> : Electronics letters, (2011) 47(1):28–30 [http://dx.doi.org/10.1049/el.2010.2735 DOI]<br /> : An implementation can be found in [[Illumination Source Chromaticity Estimation (ISC)]] <br /> : ISI JCR (2009) 0.970<br /> <br /> ;Manuel Graña, Darya Chyzhyk, Maite García-Sebastián, Carmen Hernández<br /> :Lattice Independent Component Analysis for functional Magnetic Resonance Imaging [[media:LICA-inf-sciences-marzo-2010.pdf|DRAFT]]<br /> : Information Sciences 181 (2011), pp. 1910-1928 <br /> :Impact factor JCR (2008): 3.095 (2009) 3.291 (2010) 2.836 (2011) 2.833 (Q1 CSIS) (2012) 3.643 (Q1 CSIS)<br /> : [http://dx.doi.org/10.1016/j.ins.2010.09.023 DOI]<br /> <br /> ;Javier Vaquero, Carlos Toro, Manuel Graña<br /> : Preserving Virtual Engineering Knowledge thorough the Product Life Cycle<br /> : Cybernetics &amp; Systems 42 (2): 124-138. <br /> : ISSN: 0196-9722 (Print), 1087-6553 (Online), Taylor and Francis publishers (2011)<br /> : ISI JCR (2009) 0.780 (2010) 0.662 (2011) 1.182 (Q2 CSC)<br /> : [[media:Draft jvaquero 2010.pdf|draft of the paper]]<br /> <br /> <br /> ; Ivan Villaverde, Manuel Graña<br /> :Neuro-Evolutionary mobile robot egomotion estimation with a 3D ToF camera<br /> : Neural Computing and applications 20(3): 345-354, [http://dx.doi.org/10.1007/s00521-010-0384-6 DOI]<br /> : ISI JCR (2008) 0.767 (2009) 0.812 (2010) 0.563 (2011) 0.699 (Q3 CSAI)<br /> <br /> ==2010==<br /> <br /> ; Miguel Angel Veganzones, Leonia Nunes, Domingos Lopes, Carmen Hernández and Manuel Graña<br /> : Implementation of an user-friendly interface of the Forest-BGC model for regional/global-scale researches<br /> : [http://www.inrb.pt/inia/silva-lusitana SILVA LUSITANA], Año XVIII, December 2010.<br /> : Instituto Nacional de Investigaçao Agraria (Eds.); Portugal.<br /> : ISSN 0870-6352.<br /> <br /> ;Borja Fernandez-Gauna, Jose Manuel Lopez-Guede, Ekaitz Zulueta, Manuel Graña <br /> :Learning hose transport control with Q-learning <br /> : Neural Network World 20(7):913-923 [http://www.nnw.cz/obsahy10.html]<br /> : ISI JCR 2009: 0.475 (2010) 0.511<br /> <br /> ;Alexandre Savio, Juliette Charpentier, Maite Termenón, Ann K. Shinn, Manuel Graña<br /> :Neural classifiers for schizophrenia diagnostic support on diffusion imaging data<br /> : Neural Network World 20(7):935-949 [http://www.nnw.cz/obsahy10.html]<br /> : ISI JCR 2009: 0.475 (2010) 0.511 (2011) 0.646 (Q4 CSAI)<br /> <br /> ;E. Irigoyen, M. Larrea, J. Valera, V. Gómez, F. Artaza<br /> :A Neuro‐Genetic Control Scheme application for industrial R^3 workspaces<br /> : Neural Network World 20(7):811-824 [http://www.nnw.cz/obsahy10.html]<br /> : ISI JCR 2009: 0.475 (2010) 0.511<br /> <br /> ;Maiora, J., Garcia, G., Tapia, A., Macia, I., Legarreta, J.H., Paloc, C., De Blas, M. &amp; Grana, M.<br /> :Thrombus Change Detection After Endovascular Abdominal Aortic Aneurysm Repair<br /> :International Journal of Computer Assisted Radiology and Surgery<br /> :Springer-Verlag, 2010, Vol. 5 (Suppl 1), pp. S15<br /> : IF JCR (2011) 1.481<br /> <br /> ; Iñigo Barandiaran, Celine Paloc, Manuel Graña<br /> :Real-time Optical Markerless Tracking for Augmented Reality Applications<br /> :J Real-Time Image Processing 5(2):129-138 [http://www.springerlink.com/content/1861-8200], doi [http://www.springerlink.com/content/x281360862565132/]<br /> : Impact factor JCR (2010): 0.962 (2011) 1.020 (Q3 CSAI, Q3 EEE, Q2 ISPT)<br /> <br /> ;Z. Echegoyen, I. Villaverde, R. Moreno, M. Graña, A. d’Anjou<br /> :Linked Multi-Component Mobile Robots: modeling, simulation and control<br /> : Robotics and Autonomous Systems 58(12) : 1292-1305<br /> :Impact Factor (2008): 1.214 (2009) 1.361 (2010) 1.313<br /> : DOI [http://dx.doi.org/10.1016/j.robot.2010.08.008]<br /> <br /> ; Ramón Moreno, Manuel Graña, Ekaitz Zulueta<br /> :An RGB Color Gradient following Color Constancy Preservation<br /> : Electronics Letters 46(13): 908--910<br /> : ISI JCR (2009) 0.970 (2010) 1.001<br /> <br /> ;Richard J Duro; Manuel Graña Romay; Javier de Lope Asiain,<br /> :On the Potential Contributions of Hybrid Intelligent Approaches to Multicomponent Robotic System Development [[media:14-04-09-Hais2008-Duro.pdf|draft]] <br /> : Information Sciences 180 (14):2635-2648<br /> : DOI [http://dx.doi.org/10.1016/j.ins.2010.02.005]<br /> : Impact factor JCR (2008): 3.095 (2009) 3.291 (2010) 2.833<br /> <br /> ; Andoni Beristain, Manuel Graña<br /> : A pruning algorithm for Voronoi Skeletons<br /> : Electronics Letters 46(1):39-41 <br /> :ISI JCR (2008) 1.140 (2009) 0.970 (2010) 1.001<br /> <br /> ;Manuel Graña, Alexandre M. Savio, Maite García-Sebastián, Elsa Fernández. <br /> :A Lattice Computing approach for On-line fMRI analysis, <br /> :Image and Vision Computing 28(7):1155-1161, July 2010, <br /> : DOI http://dx.doi.org/10.1016/j.imavis.2009.10.004<br /> :ISI JCR (2008) 1.496 (2009) 1.474 (2010) 1.525<br /> <br /> ==2009==<br /> <br /> ;Francisco J. Torrealdea, Cecilia Sarasola, Alicia d’Anjou, Abdelmalik Moujahid, N. Vélez de Mendizábal<br /> :Energy efficiency of information transmission by electrically coupled neurons<br /> :Biosystems, Volume 97, Issue 1, July 2009, Pages 60-71<br /> :Impact factor: 1.646<br /> <br /> ;Francisco J. Torrealdea, Cecilia Sarasola, Alicia d’Anjou<br /> :Energy consumption and information transmission in model neurons<br /> :Chaos, Solitons &amp; Fractals, Volume 40, Issue 1, 15 April 2009, Pages 60-68<br /> :Impact factor: 3.025 (2009) 3.315<br /> <br /> ;Maite García-Sebastián, Ana Isabel González, Manuel Graña<br /> :An Adaptive Field Rule for Non-parametric MRI Intensity Inhomogeneity Estimation Algorithm [http://dx.doi.org/10.1016/j.neucom.2008.12.034]<br /> :Neurocomputing 72 (2009) 3556–3569<br /> :DOI: doi:10.1016/j.neucom.2008.12.034<br /> : ISI JCR (2006) 0.860, (2007) 0.865, (2008) 1.234 (2009) 1.440<br /> :JCR (2008) 1.234<br /> <br /> ;Abdelmalik Moujahid, Blanca Cases, F.J. Olasagasti<br /> :Consensus dynamics in a dolphin social network<br /> :CEUR Workshop Proceedings, vol-442,2 (ISSN 1613-0073) <br /> <br /> ;Blanca Cases, F.Javier Olasagasti, Abdelmalik Moujahid, Alicia D'Anjou <br /> :Swarm Intelligence: una aplicación a la toma de decisiones colectivas<br /> :CEUR Workshop Proceedings, vol-442,6 (ISSN 1613-0073) <br /> <br /> ;Andoni Beristain, Manuel Graña.<br /> :Emotion Recognition Based on the Analysis of Facial Expressions.<br /> : New Mathematics and Natural Computation (NMNC), 5(2) pp.513-534 (world scientific press [http://www.worldscinet.com/nmnc/nmnc.shtml])<br /> <br /> ;Manuel Graña, Ivan Villaverde, José Orlando Maldonado, Carmen Hernandez<br /> :Two Lattice Computing approaches for the unsupervised segmentation of Hyperspectral Images<br /> : Neurocomputing, 72(2009):2111–2120<br /> : ISI JCR (2006) 0.860, (2007) 0.865, (2008) 1.234 (2009) 1.440<br /> : DOI 10.1016/j.neucom.2008.06.026<br /> <br /> ; Manuel Graña<br /> : Special issue on the Lattice Computing and Natural Computing track from JCIS 2007<br /> : Neurocomputing 72:2065–2066<br /> : ISI JCR (2006) 0.860, (2007) 0.865, (2008) 1.234 (2009) 1.440<br /> : DOI http://dx.doi.org/10.1016/j.neucom.2008.11.021<br /> <br /> ;Maite García-Sebastián, Carmen Hernandez, Alicia d'Anjou<br /> :Robustness of an Adaptive MRI Segmentation Algorithm Parametric Intensity Inhomogeneity Modeling [http://www.sciencedirect.com/science?_ob=ArticleURL&amp;_udi=B6V10-4V59VW3-8&amp;_user=984461&amp;_rdoc=1&amp;_fmt=&amp;_orig=search&amp;_sort=d&amp;view=c&amp;_acct=C000049823&amp;_version=1&amp;_urlVersion=0&amp;_userid=984461&amp;md5=706b7323a65e4074fdf4015bcb1a34d3]<br /> :Neurocomputing 72 (2009) 2146-2152. [[BibTeX]]<br /> : ISI JCR (2006) 0.860, (2007) 0.865, (2008) 1.234 (2009) 1.440<br /> : DOI 10.1016/j.neucom.2008.07.014<br /> <br /> ==2008==<br /> <br /> ;Pablo González-Nalda and Blanca Cases<br /> :Topos: Spiking neural networks for temporal pattern recognition in complex real sounds<br /> :Neurocomputing, (2008) 71(4-6) :721-732<br /> : JCR 2008 1.234 JCR 2009 1.440<br /> <br /> ;Ivan Villaverde, Zelmar Echegoyen, Manuel Graña<br /> : Neuro-Evolutive system for ego-motion estimation with a 3D camera<br /> : Australian Journal of Intelligent Information Systems, 10(1):59-70<br /> : ISSN 1321-2133<br /> <br /> ;Israel Rebollo, Manuel Graña<br /> : Aplicaciones de RFID<br /> : Novatica,195:42-46, sept. 2008, <br /> <br /> ; Jose Orlando Maldonado, Manuel Graña<br /> :Recycled paper visual indexing for quality control<br /> : Expert Systems with Applications, 45(4) pp 8807–8815<br /> : ISI JCR 2007 1.177- 2008 2.596 (Q1 CSAI, Q1 EEE, Q1 ORMS)<br /> : http://dx.doi.org/10.1016/j.eswa.2008.11.023<br /> <br /> ;Sanin, C., Toro, C., Vaquero, J., Szczerbicki, E. Posada, J. <br /> :Implementing Decisional DNA in Industrial Maintenance by a knowledge SOUPA Extension <br /> : Systems Science, Vol. 33 No. 2:61-68 <br /> : ISSN: 0137-1223, Wroclaw, Poland 2008.<br /> <br /> ;Toro, C ,Sanin, C. / Szczerbicki, E. / Posada, J. <br /> : Reflexive Ontologies: Enhancing Ontologies with self-contained queries <br /> :Cybernetics and Systems: An International Journal, 39: 1–19 <br /> :ISSN: 0196-9722 print, 1087-6553 online, USA 2008.<br /> : ISI JCR 2006 0.964<br /> <br /> ;Eloy Irigoyen, Miguel Pinzolas<br /> :Numerical bounds to assure initial local stability of NARX multilayer perceptrons and radial basis functions<br /> :Neurocomputing, 72; 539-547<br /> :ISSN: 0925-2312<br /> :ISI JCR 2008 1.745<br /> :http://dx.doi.org/10.1016/j.neucom.2007.11.018<br /> <br /> ==2007==<br /> <br /> ;Maite Garcia-Sebastián, Elsa Fernandez, M. Graña, Francisco J. Torrealdea<br /> :''A parametric gradient descent MRI intensity inhomogeneity correction algorithm'' (pdf [http://www.sciencedirect.com/science?_ob=ArticleURL&amp;_udi=B6V15-4NT84HV-2&amp;_user=984461&amp;_rdoc=1&amp;_fmt=&amp;_orig=search&amp;_sort=d&amp;_docanchor=&amp;view=c&amp;_searchStrId=940574918&amp;_rerunOrigin=google&amp;_acct=C000049823&amp;_version=1&amp;_urlVersion=0&amp;_userid=984461&amp;md5=112b05574e5ac5481a15297bb531da15])<br /> :Pattern Recognition Letters 28(13):1657-1666<br /> :Indicadores de calidad (Índice de Impacto o similares): JCR (2001, 2005, 2006, 2007) 0.552, 1.138 0.952 0.853<br /> <br /> ;Ivan Villaverde, Alicia d'Anjou, M. Graña<br /> :''Morphological Neural Networks and Vision Based Simultaneous Localization and Mapping''<br /> :Integrated Computer-Aided Engineering 14(4):355-363<br /> :Indicadores de calidad (Índice de Impacto o similares): JCR 2005 0.444, JCR 2006 0.236, JCR 2007 0.113, JCR 2008 0.617<br /> <br /> ;Toro, C. / Posada, J / Oyarzun, J / Falcón, J<br /> : Supporting the CAD Structural Design Process with knowledge based tools, <br /> :Journal of Cybernetics and systems, <br /> :ISBN 1087-6553 (electronic) 0196-9722 (paper), Taylor and Francis publishers, 2007.<br /> :Indicadores de calidad (Índice de Impacto o similares): JCR 2005 0.681, JCR 2006 0.964, JCR 2007 0.655<br /> <br /> ;Sanin, C. / Szczerbicki, E. / Toro, C. <br /> : An OWL Ontology of Set of Experience Knowledge Structure <br /> : Journal of Universal Computer Science , Volume 13, number 2, pages 209-223, 2007<br /> <br /> ; EKAITZ ZULUETA GUERRERO; PEDRO MARIA IRIONDO BENGOA; JOSE MANUEL LOPEZ GUEDE; Ander Etxeberria <br /> : Entropy Analysis for Stochastic System Control<br /> : INTERNATIONAL JOURNAL OF FACTORY AUTOMATION, ROBOTICS AND SOFT COMPUTING 2(2): 88-92<br /> <br /> ==2006==<br /> <br /> ;F.J. Torrealdea, A. d'Anjou, Manuel Graña, C. Sarasola<br /> :''Energy aspects of the synchronization of model neurons''<br /> : Physical Review E 74:011905<br /> :Indicadores de calidad (Índice de Impacto o similares): JCR 2006 2.438<br /> <br /> ;Toro, C. Posada, J Wundrak, S Stork, A<br /> : Improving Virtual Reality Applications in CAD through Semantics,<br /> :The International Journal of Virtual Reality, 2006, volume 5, Number 4, pages 39-46<br /> <br /> ;Posada, J. / Wundrak, S. / Toro, C. / Stork, A. <br /> : Using Ontologies and STEP standards for the semantic simplification of CAD models in different engineering domains <br /> : Journal of Applied Ontology, Volume 1, Number 3-4/2006, pp. 263-279<br /> <br /> ==2005==<br /> <br /> ; Gurutze Arzamendi, Alicia d'Anjou, Manuel Graña, José R. Leiza, José M. Asua<br /> : ''Model reduction in emulsion polymerization using hybrid first principles/artificial neural networks models 2a Long Chain Branching Kinetics''<br /> : Macromolecular Theory and Simulations 14:125-132<br /> :Indicadores de calidad (Índice de Impacto o similares): JCR 2005 1.544<br /> <br /> ; C. Sarasola, A. d'Anjou, F.J. Torrealdea, Manuel Graña<br /> : ''Minimization of the energy flow in the synchronization of nonindentical chaotic systems''<br /> : Physical Review E 72:026223<br /> : Indicadores de calidad (Índice de Impacto o similares): JCR 2005 2.418<br /> <br /> ;C. Sarasola, , A. d'Anjou, F. J. Torrealdea and A. Moujahid<br /> : ''Energy-like functions for some dissipative chaotic systems.'' <br /> : Int. J. Bifurcation and Chaos 15(8), 2507-2521<br /> : Indicadores de calidad (Índice de Impacto o similares): JCR 2005 0.845<br /> <br /> ; A. d'Anjou, C. Sarasola, , F. J. Torrealdea. <br /> : ''On the characterization of different synchronization stages by energy considerations.''<br /> : Journal of Physics: Conference Series, 23, 238–251<br /> <br /> ;Blanca Cases and Manuel Alfonseca<br /> :Towards a proof of the decidability of the momentary stagnation of the growth function of D0L systems<br /> :Theoretical Computer Science, Volume 341, Issues 1-3, 5 September 2005, Pages 247-262<br /> : Indicadores de calidad (Índice de Impacto o similares): JCR 2005 0.743<br /> <br /> ;Posada, J. / Wundrak, S. / Toro, C. / Stork, A. <br /> : Using Ontologies and STEP standards for the semantic simplification of CAD models in different engineering domains <br /> : Journal of Applied Ontology, Volume 1, Number 3-4/2006, pp. 263-279<br /> <br /> ==2004==<br /> <br /> ; M. Graña, J. Gallego, C. Hernandez<br /> : ''A Single Individual Evolutionary Strategy for Endmember Search in Hyperspectral Images.''<br /> :Information Sciences, Int. J 161(3-4):181-197<br /> :Indicadores de calidad (Índice de Impacto o similares): JCR (2001,2003, 2005) 0.264, 0.447, 0.723<br /> <br /> ;B. Raducanu, Manuel Graña, F.X. Albizuri, A. d'Anjou<br /> : ''A Probabilistic Hit-and-Miss Tranform for Face Localization''<br /> :Pattern Análisis and Applications 7:117-127<br /> :Indicadores de calidad (Índice de Impacto o similares): JCR 2004 0.803<br /> <br /> ;Elsa Fernandez, Manuel Graña, Jesús Ruiz-Cabello<br /> : ''On a Gradient Based Evolution Strategie For Parametric Illumination Correction''<br /> :Electronics Letters 40(9):531-532<br /> :Indicadores de calidad (Índice de Impacto o similares): JCR 2004 0.968<br /> <br /> ;Cecilia Sarasola, Francisco J. Torrealdea, Alicia d'Anjou, A. Moujahid, Manuel Graña<br /> : ''Energy balance in feedback synchronization of chaotic systems''<br /> : Physical review E 69-011606<br /> :Indicadores de calidad (Índice de Impacto o similares): JCR 2004 2.352<br /> <br /> ==2003==<br /> <br /> ; F. Xabier Albizuri, Manuel Graña, Bogdan Raducanu <br /> :Statistical transmission delay guarantee for nonreal-time traffic multiplexed with real-time traffic<br /> :Computer Communications 26 (2003) 1365–1375<br /> : Indicadores de calidad, JCR (2005) 0.556 (2009) 0.933<br /> <br /> ; M. Graña, P. Sussner, G.X. Ritter<br /> : [[media:Grana-sussner-ritter-2003-mathware.pdf|Innovative Applications of Associative Morphological Memories]]<br /> : Mathware &amp; Soft Computing 10(3):155-168<br /> : [http://ic.ugr.es/Mathware/index.php/Mathware/issue/view/6 journal web page]<br /> <br /> ;A. d'Anjou, F. J. Torrealdea, J.R. Leiza, J.M. Asua, G. Arzamendi <br /> : ''Model reduction in emulsion polymerization using Hybrid First-Principles/Artificial Neural Networks models''<br /> : Macromolecular Theory and Simulation 12:42-56<br /> : indicadores de calidad, JCR (2005) 1.544 (2006) 1.073 (2007) 1.792 (2008) 1.912 (2009) 1.683<br /> <br /> ; C. Sarasola, F.J. Torrealdea, A. d'Anjou, A. Moujahid and M. Graña<br /> : ''Feedback synchronization of chaotic systems''<br /> : Int. J. Bifurcation and Chaos 13(1):177-191<br /> :Indicadores de calidad (Índice de Impacto o similares): JCR 2003 1.014<br /> <br /> ;B. Raducanu, M. Graña, F.X. Albizuri<br /> : ''Morphological Scale Spaces and Associative Morphological Memories: Results on Robustness and Practical Applications''<br /> : Journal of Mathematical Imaging and Vision 9(2):113-131<br /> :Indicadores de calidad (Índice de Impacto o similares): JCR (2003, 2005) 0.617,2.197<br /> <br /> ;C. Sarasola, F.J. Torrealdea, A. d’Anjou, A. Moujahid, M. Graña,<br /> : ''Nonzero error synchronization of chaotic systems via dynamic coupling''<br /> : Physica D 177(1-4):39-49<br /> :Indicadores de calidad (Índice de Impacto o similares): JCR 2002,2003:1.144,1.014<br /> <br /> ;R. Perez de Alejo, J. Ruiz-Cabello, M. Cortijo, I. Rodriguez, I. Echave, J. Regadera, J. Arrazola, P. Avilés, P. Barreiro, D. Gargallo, M. Graña<br /> : ''Computer- Assisted Enhanced Volumetric Segmentation Magnetic Resonance Imaging Data Using a Mixture of Artificial Neural Networks''<br /> : Magnetic Resonance Imaging 21:901-912<br /> :Indicadores de calidad (Índice de Impacto o similares): JCR 2003 1.420<br /> <br /> ; JOSE MARIA GONZALEZ DE DURANA GARCIA; TEODORO RICO PASTRANA; EKAITZ ZULUETA GUERRERO<br /> : HYBRID MODELING OF OPEN LOOP DC-DC CONVERTERS.<br /> : FACING 11(2): 41--47<br /> <br /> ==2002==<br /> <br /> ;C. Sarasola, F.J. Torrealdea, A. d'Anjou, M. Graña<br /> : ''Cost of synchronizing different chaotic systems''<br /> : Mathematics and Computers in Simulation 58:309-327<br /> :Indicadores de calidad (Índice de Impacto o similares): JCR (2001,2005): 0.253,0.554<br /> <br /> ; Jesús Ruiz-Cabello, Javier Regadera, Carmen Santisteban, Manuel Graña, Rigoberto Pérez de Alejo, Imanol Echave, Pablo Avilés, Ignacio Rodriguez, Inmaculada Santos, Domingo Gargallo, Manuel Cortijo<br /> : ''Monitoring actute inflammatory processes in the mouse muscle by MR imaging and spectroscopy: a comparision with pathological results''<br /> : NMR in Biomedicine 15:204-214<br /> :Indicadores de calidad (Índice de Impacto o similares): JCR (2002,2005) 2.160, 2.469<br /> <br /> ==2001==<br /> <br /> ; B. Raducanu, M. Graña, F.X. Albizuri, A. D'Anjou<br /> : ''Face localization based on the morphological multiscale fingerprints''<br /> : Pattern Recognition Letters 22:359-371<br /> :Indicadores de calidad (Índice de Impacto o similares): JCR (2001, 2005) 0.552, 1.138<br /> <br /> ;A.I. Gonzalez, M. Graña, J. Ruiz-Cabello, A. d'Anjou<br /> : ''Experimental results of an Evolution-based Adaptation Strategy for VQ Image Filtering'' [[media:IS2001_Evolution_VQfilter.pdf|pdf]]<br /> : Information Sciences, Int. J. 133 (3-4):249-266<br /> :Indicadores de calidad (Índice de Impacto o similares): JCR (2001,2003, 2005) 0.264, 0.447, 0.723<br /> <br /> ; M.C. Hernandez, F.X Albizuri, A. d'Anjou, M. Graña, F.J. Torrealdea<br /> : ''Efficient solution of MAX-SAT and SAT via higher order Boltzmann Machines''<br /> : Investigacion Operacional 22(1):67-78<br /> :Indicadores de calidad (Índice de Impacto o similares): <br /> :Editorial y Lugar de publicación: Dept. Matematica Aplicada, Fac. Matematica y Computación, Universidad de la Habana<br /> <br /> ;Israel Rebollo, Manuel Graña y Carmen Hernández<br /> :APLICACION DE ALGORITMOS ESTOCASTICOS DE OPTIMIZACION AL PROBLEMA DE LA DISPOSICION DE OBJETOS NO-CONVEXOS. [[http://rev-inv-ope.univ-paris1.fr/files/22201/IO-22201-11.pdf]]<br /> : Investigacion Operacional 22(2):184-192<br /> :Indicadores de calidad (Índice de Impacto o similares): <br /> :Editorial y Lugar de publicación: Dept. Matematica Aplicada, Fac. Matematica y Computación, Universidad de la Habana<br /> <br /> ; A. d'Anjou,C. Sarasola, F.J. Torrealdea, R. Orduna, M. Graña<br /> : ''Parameter adaptive identical synchronization disclosing Lorenz chaotic mask''<br /> : Physical Review E E63-046213<br /> :Indicadores de calidad (Índice de Impacto o similares): JCR Science Edition Impact Factor 2.202, (JCR 2002 2.397)<br /> <br /> ; S. O. Anchorena, B. Cases<br /> : ''Modeling Chaotic Series by Simple Eco-Grammar Systems with Reproduction, Death and Maturation of Agents.''<br /> : Grammars, vol. 6 num. 3, pp. 155-168 (2003)<br /> : EE: http://www.springerlink.com/content/n68251124147700r/<br /> <br /> ==2000==<br /> <br /> ;A.I. Gonzalez, M. Graña, F.X. Albizuri, A. D'Anjou, F.J. Torrealdea<br /> : A Near Real-Time Evolution-based Adaptation Strategy for Dynamic Color Quantization of Image Sequences [[media:IS2000_Evolution_CQ_image_sequence.pdf|pdf]]<br /> : Information Sciences, Int. J. 122:161-183<br /> :Indicadores de calidad (Índice de Impacto o similares): JCR (2003, 2005) 0.447, 0.723<br /> <br /> ;J. Ruiz Cabello, I Rodriguez, P. Avilés, M. Graña, I. Echave, J. Regadera, D. Gargallo, M. Cortijo<br /> : Magnetic resonance imaging to monitor the biology of inflammation<br /> : European Biophysics Journal 29(4-5):363<br /> :Indicadores de calidad (Índice de Impacto o similares): JCR (2001,2005) 1.917,1.811 <br /> :ISSN: 0175-7571<br /> <br /> ;I Rodriguez, M. Graña, I. Echave, P. Barreiro, M. Cortijo, J. Ruiz Cabello<br /> : MR image processing using neural networks and vector quantization<br /> : Magnetic Resonance Materials in Physics, Biology and Medicine (MAGMA) 11 (supl. 1):143<br /> :Indicadores de calidad (Índice de Impacto o similares): JCR 2003 1.836<br /> <br /> ;F.X. Albizuri, A.I. Gonzalez, M. Graña, A. D'Anjou<br /> : ''Neural learning for distributions on categorical data''[[media:Albizuri2000_Neural_learning.pdf|pdf]]<br /> : Neurocomputing 34:1-9<br /> :Indicadores de calidad (Índice de Impacto o similares): JCR (2001, 2005) 0.534, 0.790<br /> <br /> ==1999==<br /> <br /> ;J.A. Lozano, P. Larrañaga, M. Graña, F.X. ALbizuri<br /> : ''Genetic Algorithms: bridging the convergence gap''<br /> : Theoretical Computer Science 229:11-22<br /> : Indicadores de calidad (Índice de Impacto o similares): JCR 2005 0.743<br /> <br /> ;A.I. Gonzalez, M. Graña, M. Cottrell<br /> : ''Basic competitive neural networks as adaptive mechanisms for non-stationary color quantization'' [[media:Ai-gonzalez-neural-computing-appl-1999.pdf|pdf]]<br /> : Neural Computing and Applications 8: 347-367<br /> : Indicadores de calidad (Índice de Impacto o similares): JCR 2005 0.403<br /> <br /> ==1998==<br /> <br /> ; A. I. Gonzalez, M. Graña<br /> : ''Una estrategia evolutiva para clustering no estacionario''<br /> : Inteligencia Artificial, Revista Iberoamericana de Inteligencia Artificial, 2(5): 68-73<br /> <br /> ;A. I. Gonzalez, M. Graña, A. D'Anjou, F.X. Albizuri, F.J Torrealdea<br /> : ''A comparison of experimental results with a Evolution Strategy and Competitive Neural Networks for near real-time Color Quantization of image sequences'' [[media:AppInt1998_Evol_CNN_CQ_sequences.pdf|pdf]]<br /> : Applied Intelligence 8 (1): 43-51<br /> :Indicadores de calidad (Índice de Impacto o similares): JCR Science Edition Impact Factor 0.9<br /> <br /> ==1997==<br /> <br /> ; M. Graña, A. D´Anjou, F.J. Torrealdea<br /> : User expectations for the intelligent blackboard [[media:M-grana-displays-1997.pdf|pdf]]<br /> : Displays 17 (3-4): 143-146<br /> : Indicadores de calidad (Índice de Impacto o similares): JCR Science Edition Impact Factor: 0.947, JCR 2007 1.179<br /> <br /> ; A. I. Gonzalez, M. Graña, A. D´Anjou, F.X. Albizuri, M. Cottrell<br /> : A sensitivity analysis of the Self Organizing Map as an Adaptive One-pass Non-stationary Clustering algorithm: the case of Color Quantization of image sequences [[media:NPL1997_SOM_onepass_nonstat_clustering.pdf|pdf]]<br /> : Neural Processing Letters 6: 77-89<br /> :Indicadores de calidad (Índice de Impacto o similares): JCR Science Edition Impact Factor 0.701<br /> <br /> ; F.X. Albizuri, A. D'Anjou, M. Graña, P. Larrañaga<br /> : Structure of the high-order Boltzmann Machine from Independence Maps<br /> : IEEE trans. Neural Networks 8 (6): 1351-1358<br /> : Indicadores de calidad (Índice de Impacto o similares): JCR Science Edition Impact Factor 2.205<br /> <br /> ; M. Graña, A. D'Anjou , F.X. Albizuri, M. Hernandez, F. J. Torrealdea, A.I. Gonzalez<br /> : Experiments of fast learning with High Order Boltzmann Machines [[media:Grana-HOBM-appl-int-1997.pdf|pdf]]<br /> : Applied Intelligence 7 (4): 287-303<br /> :Indicadores de calidad (Índice de Impacto o similares): JCR 2005 Science Edition Impact Factor 0.569<br /> <br /> ==1996==<br /> <br /> ; F.X. Albizuri, A. D'Anjou , M. Graña,J.A. Lozano<br /> : Convergence properties of High-Order Boltzmann Machines<br /> : Neural Networks 9(9): 1561-1567<br /> : Indicadores de calidad (Índice de Impacto o similares): JCR Science Edition Impact Factor 1.665<br /> <br /> ;M. Graña, A. D'Anjou , F.X. Albizuri, J.A. Lozano, P. Larrañaga, Y. Yurramendi, M. Hernandez, J.L. Jimenez, F. J. Torrealdea, M. Poza, A.I. Gonzalez<br /> : Experimentos de aprendizaje con Máquinas de Boltzmann de alto orden [[media:Inf-y-automatica-exp-HOBM-96.pdf|draft]]<br /> : Informática y Automática 29(4): 42-57<br /> <br /> ==1995==<br /> <br /> ;A. I. González , M. Graña - A. D'Anjou<br /> : An analysis of the GLVQ algorithm [[media:IEEENN95_analysis_GLVQ.pdf|pdf]]<br /> : IEEE Transactions on Neural Netwoks 6 (4): 1012-1016<br /> :Indicadores de calidad (Índice de Impacto o similares): JCR 2005 Science Edition Impact Factor 2.205<br /> <br /> ; F. X. Albizuri - A. D'Anjou - M. Graña - F. J. Torrealdea - M. C. Hernández<br /> : The high order Boltzmann machine: learned distribution and topology<br /> : IEEE Transactions. on Neural Networks 6 (3): 767-770<br /> :Indicadores de calidad (Índice de Impacto o similares): JCR 2005 Science Edition Impact Factor 2.205<br /> <br /> ; M. Graña - A. D'Anjou - A. I. González - F. X. Albizuri - M. Cottrell<br /> : Competitive stochastic neural networks for vector quantization of images [[media:Neurocomputing95_CSNN_VQ.pdf|pdf]]<br /> : Neurocomputing 7: 187-195<br /> : Indicadores de calidad (Índice de Impacto o similares): JCR 2005 Science Edition Impact Factor 0.790<br /> <br /> ==1993==<br /> <br /> ;Alicia D'Anjou - Manuel Graña - Fco. Javier Torrealdea - Mª Carmen Hernández<br /> : Solving satisfiability via Boltzmann machines [[media:Danjou-pami-1993.pdf|pdf]]<br /> : IEEE Transactions on pattern analysis and machine intelligence, 15:514-521<br /> :Indicadores de calidad (Índice de Impacto o similares): JCR 2005 2.923<br /> <br /> ==1992==<br /> <br /> ;Alicia D'Anjou - Manuel Graña - Fco. Javier Torrealdea - Mª Carmen Hernández<br /> : Máquinas de Boltzmann para la resolución del problema de la satisfacibilidad en el cálculo proposicional<br /> : Revista Española de Informática y Automática 24: 40-49<br /> <br /> ==1987==<br /> <br /> ;Luis M. Alonso - Manuel Graña<br /> : Formal techniques and concurrent systems<br /> : Communications ACM 30: 752-753<br /> Indicadores de calidad (Índice de Impacto o similares): ISI JCR (2008) 2.646<br /> <br /> ==1986==<br /> <br /> ;Manuel Graña - Fco. Javier Torrealdea<br /> : Hierarchically structured Systems [[media:Grana-torrealdaea-1986.zip|scan]] [[media:Grana-torrealdea-1986.pdf|scan compressed]]<br /> : European Journal of Operational Research 25:20-26<br /> Indicadores de calidad ISI JCR: (2008) 1.627, <br /> <br /> ; Fco. Javier Torrealdea - Manuel Graña - Fernando Ferreres<br /> : A comparison between stochastic and deterministic simulation<br /> : Advances in Modelling and Simulation (AMSE press) 5:15-32<br /> :Indicadores de calidad (Índice de Impacto o similares):<br /> <br /> ; T. Alvarez - J. J. Dolado - M. Graña - I. Sukia - F. J. Torrealdea<br /> : Una versión de GPSS<br /> : Revista Española de Informática y Automática 19:45-59<br /> : Indicadores de calidad (Índice de Impacto o similares):<br /> <br /> ==1984==<br /> <br /> ;Fco. Javier Torrealdea - Manuel Graña<br /> : Some ideas for a history dynamics model.<br /> : Dynamica 10: 103-106 [http://www.systemdynamics.org/dynamica/articles/102/5.pdf]<br /> :Originalmente editada por el Bradford System Dynamics group fue posteriormente asumida por la System Dynamics Society y convertida en la actual The International Journal of System Dynamics, manteniendo los fondos bibliograficos asociados a Dynamica.<br /> : [http://www.systemdynamics.org/conferences/1983/proceed/parallel-vol2/torre913.pdf la publicación en la conferencia de System Dynamics que dió lugar al artículo]</div> Borja.ayerdi https://ehu.eus/ccwintco/index.php?title=Usuario:Borja.ayerdi&diff=18313 Usuario:Borja.ayerdi 2015-11-25T14:51:29Z <p>Borja.ayerdi: /* Publications */</p> <hr /> <div>[[Imagen:Borja-Color.jpg | right | 350px | alt=Borja Ayerdi photo]]<br /> <br /> == Borja Ayerdi Vilches ==<br /> <br /> ''Imagine the future, change the present''<br /> <br /> &lt;h3&gt;Personal Data&lt;/h3&gt;<br /> <br /> * &lt;b&gt;E-mail:&lt;/b&gt; borja.ayerdi@ehu.es <br /> <br /> * &lt;b&gt;Address:&lt;/b&gt;<br /> :Computational Intelligence Group <br /> :Computer Science Faculty - Lab. 307 <br /> :University Of The Basque Country (UPV/EHU) <br /> :Paseo Manuel Lardizabal 1 - CP: 20018 Donostia/San Sebastián (GUIPUZCOA) - Spain<br /> <br /> * &lt;b&gt;Tfno.:&lt;/b&gt; (+34) 943.01.80.47<br /> <br /> == Studies ==<br /> <br /> * Technical Engineering in Information Management (2006/2009) - Universidad del País Vasco (UPV/EHU).<br /> * Computer Science Engineer (2009/2011) - Universidad del País Vasco (UPV/EHU).<br /> * [http://www.kisa.ehu.es/ Masters Degree in Computational Engineering and Intelligent Systems] (2011/2012) - Universidad del País Vasco (UPV/EHU).<br /> * Currently: <br /> : PhD Student in the [http://www.ehu.es/ccwintco/ Computational Intelligence Group] of the Computer Science and Artificial Intelligence Department - Universidad del País Vasco (UPV/EHU).<br /> <br /> <br /> == Research Areas ==<br /> <br /> * Medical Image segmentation and registration.<br /> * Machine Learning application to medical image processing.<br /> * Extreme Learning Machines.<br /> * Hyperspectral imaging.<br /> * Social Networks.<br /> * Big data.<br /> * Active learning.<br /> * Hybrid classification ensembles.<br /> <br /> <br /> == Working experience ==<br /> <br /> * January 2012 - ongoing: [http://www.hezkuntza.ejgv.euskadi.net/r43-5552/es/contenidos/informacion/dib4/es_2035/bfi2_c.html Beca predoctoral / Predoctoral fellowship] granted by Gobierno Vasco / Basque Government.<br /> <br /> * September 2011 - December 2011: Personal Investigador Contratado / Hired researcher at Universidad del País Vasco (UPV/EHU), [http://www.ehu.es/ccwintco/ Computational Intelligence Group].<br /> : Project: EVARTRAC CIRUGÍA GUIADA POR IMAGEN: APLICACIÓN A LA REPARACIÓN ENDOVASCULAR DE ANEURISMAS DE AORTA.<br /> <br /> <br /> == Teaching ==<br /> <br /> * Computer Vision (UPV/EHU 2015/2016)<br /> * Computer Vision (UPV/EHU 2014/2015)<br /> * Machine Learning and Neural Networks (UPV/EHU 2013/2014)<br /> <br /> == Courses ==<br /> <br /> * Vitoria-Gasteiz 2009 - (Intensive Programme) Network Security and 4n6<br /> <br /> <br /> == Intership ==<br /> <br /> * 2013 - [http://www.kssk.pwr.wroc.pl/machine-learning-team/1469/?lang=en Machine Learning Group], Wrocław University of Technology, Poland with Prof. Michal Wozniak<br /> <br /> <br /> == Research projects participation ==<br /> <br /> * Proyecto: Aprendizaje cooperativo inter e intragrupal en el submodulo de escructura y arquitectura de computadores.<br /> ** Entidad adjudicataria: UPV/EHU, Proyecto de Innovación Educativa 6719.<br /> ** Investigador principal: Jose Manuel Lopez Guede.<br /> ** Fechas: 2014 – 2015.<br /> <br /> <br /> * Proyecto: Técnicas de inteligencia computacional en el proceso de imagen hiperespectral y aplicaciones.<br /> ** Entidad adjudicataria: Ministerio de Ciencia e Innovación del Gobierno Español, TIN2011-28753-C02-02.<br /> ** Investigador principal: Prof. Alicia d'Anjou.<br /> ** Fechas: 2011 – 2013.<br /> <br /> <br /> == Publications ==<br /> <br /> &lt;h3&gt;<br /> Submitted without decision<br /> &lt;/h3&gt;<br /> <br /> <br /> * Borja Ayerdi, Manuel Grana<br /> : &quot;Anticipative Hybrid Extreme Rotation Forest&quot;<br /> : ''IEEE Transactions on Neural Networks and Learning Systems''<br /> : JCR 2014 - 4.291<br /> <br /> <br /> <br /> &lt;h3&gt;<br /> 2015<br /> &lt;/h3&gt;<br /> <br /> <br /> * Borja Ayerdi, Manuel Graña<br /> : &quot;Hyperspectral Image Analysis by Spectral-Spatial Processing and Anticipatively Tuned Hybrid Extreme Rotation Forest Classification&quot;<br /> : ''IEEE Transactions on Geoscience and Remote Sensing (TGARS)''<br /> : JCR 2014 - 3.514<br /> <br /> <br /> <br /> * Ariadna Besga, Itxaso González-Ortega, Enrique Echeburúa, Alexandre Savio, Borja Ayerdi, Darya Chyzhyk, Jose LM Madrigal, Juan C. Leza, Manuel Graña, Ana González-Pinto<br /> : &quot;Discrimination between Alzheimer’s Disease and Late Onset Bipolar Disorder using multivariate analysis&quot;<br /> : ''Frontiers in Aging Neuroscience''<br /> : JCR 2014 - 4.000<br /> <br /> <br /> * A Besga-Basterra, B Ayerdi, G Alcalde-Behold, A Manzano-Ramirez, P Lopetegui-Eraso, M Graña, A González-Pinto-Arrillaga<br /> : &quot;Risk factors for emergency department short time readmission in stratified population&quot;<br /> : ''Biomed Research International''<br /> : JCR 2014 - 1.579<br /> <br /> <br /> * Borja Ayerdi, Oier Echaniz, Alexandre Savio, Manuel Graña <br /> : “Automated segmentation of subcutaneous and visceral adipose tissues from MRI”<br /> : ''InMed 2015''<br /> <br /> <br /> * Borja Ayerdi, Manuel Graña<br /> : &quot;Random Forest Active Learning for Detecting Blood Vessels in Angiography&quot;<br /> : ''CORES 2015''<br /> <br /> <br /> * Ariadna Besga-Basterra, Darya Chyzhyk, Itxaso González-Ortega, Alexandre Savio, Borja Ayerdi, Jon Echeveste, Manuel Graña, Ana González-Pinto<br /> : &quot;White matter anatomical correlates with biomarkers discriminating between Alzheimer’s Disease and Late Onset Bipolar Disorder by eigenanatomy on fractional anisotropy imaging&quot;<br /> : ''Current Alzheimer Research''<br /> : JCR 2014 - 3.889 (Q1 Clin Neurol, T1 Neurosciences)<br /> <br /> <br /> * Borja Ayerdi, Manuel Graña<br /> : &quot;Hyperspectral Image Nonlinear Unmixing and Reconstruction by ELM Regression Ensemble&quot;<br /> : ''Neurocomputing''<br /> : JCR 2014 - 2.083 (Q1 CSAI) / [5-Year Impact Factor: 2.292]<br /> <br /> <br /> &lt;h3&gt;<br /> 2014<br /> &lt;/h3&gt;<br /> <br /> * Borja Ayerdi, Manuel Graña<br /> : &quot;Hyperspectral Image Nonlinear Unmixing by Ensemble ELM Regression&quot;<br /> : Jiuwen Cao et al. (Eds.): Proceedings of ELM-2014 Volume 2, Proceedings in Adaptation, Learning and Optimization1, pp. 289-297. Springer. <br /> <br /> <br /> * Borja Ayerdi, Ion Marqués and Manuel Grana<br /> : &quot;Spatially regularized semisupervised Ensembles of Extreme Learning Machines for hyperspectral image segmentation&quot;<br /> : ''Neurocomputing''<br /> : JCR 2014 - 2.083 (Q1 CSAI) / [5-Year Impact Factor: 2.292]<br /> <br /> <br /> * Borja Ayerdi, Manuel Grana<br /> : &quot;Hybrid Extreme Rotation Forest&quot;<br /> : ''Neural Networks''<br /> : JCR 2014 - 2.708 (Q1 CSAI) / [5-Year Impact Factor: 2.729]<br /> <br /> <br /> * Pawel Ksieniewicz, Dariusz Jankowski, Borja Ayerdi, Konrad Jackowski, Michal Wozniak and Manuel Graña<br /> : &quot;A Novel Hyperspectral Segmentation Algorithm - Concept and Evaluation&quot;<br /> : ''Logic Journal of the IGPL''<br /> : JCR 2012 - 1.136 (Q1 MATHEMATICS, Q1 APPLIED MATHEMATICS, Q1 LOGIC) / [5-Year Impact Factor: 0.79]<br /> <br /> <br /> &lt;h3&gt;<br /> 2013<br /> &lt;/h3&gt;<br /> <br /> * Borja Ayerdi, Ion Marqués and Manuel Grana<br /> : &quot;Spectral-spatial semi-supervised hyperspectral image segmentation using Ensembles of Extreme Learning Machines&quot;<br /> : ''ELM 2013, Beijing, October 15-17, 2013.''<br /> <br /> <br /> * J. Maiora , G. García , B. Ayerdi , M. Graña , M. De Blas<br /> : &quot;Active Learning enhanced with Expert Knowledge for Computed Tomography Image Segmentation&quot;<br /> : ''InMed 2013, Greece, 17-19 July, 2013.''<br /> <br /> <br /> * Borja Ayerdi, Josu Maiora, Manuel Graña<br /> : &quot;Aplications of Hybrid Extreme Rotation Forests for Image Segmentation&quot;<br /> : ''Journal of Hybrid Intelligent Systems''<br /> <br /> <br /> * Borja Ayerdi, Josu Maiora, Manuel Graña<br /> : &quot;Enhancing Active Learning Computed Tomography Image Segmentation with Domain Knowledge&quot;<br /> : ''HAIS 2013, Salamanca, 11-13 September, 2013.''<br /> <br /> <br /> * Borja Ayerdi, Alexandre Savio, Manuel Graña<br /> : &quot;Meta-ensembles of classifiers for Alzheimer's disease detection using independent ROI features&quot;<br /> : J.M. Ferrandez et al. (Eds.): IWINAC 2013, Part II, LNCS 7931, pp. 122--130. Springer, Heidelberg (2013) <br /> <br /> <br /> * Borja Ayerdi, Manuel Graña<br /> : &quot;On Spatial Regularization for Semisupervised Hyperspectral Image Segmentation Using Hybrid Extreme Rotation Forest&quot;<br /> : ''WHISPERS 2013, Gainesville, USA, 25-28 June, 2013.''<br /> <br /> <br /> * Darya Chyzhyk, Borja Ayerdi, Josu Maiora<br /> : &quot;Active Learning with Bootstrapped Dendritic Classifier applied to medical image segmentation&quot;<br /> : ''Pattern Recognition Letters''<br /> : JCR 2013 - 1.062 (T1, Q2 CSAI) / [5-Year Impact Factor: 1.466]<br /> <br /> <br /> * Josu Maiora, Borja Ayerdi, Manuel Graña<br /> : &quot;Random Forest Active Learning for Computed Tomography Angiography Image Segmentation&quot;<br /> : ''Neurocomputing''<br /> : JCR 2013 - 2.005 (Q1 CSAI) / [5-Year Impact Factor: 2.102]<br /> <br /> <br /> &lt;h3&gt;<br /> 2012<br /> &lt;/h3&gt;<br /> <br /> * Borja Ayerdi Vilches, Manuel Graña<br /> : &quot;Hybrid Extreme Rotation Forest&quot;.<br /> : ''ELM 2012, Singapore, 11-13 December, 2012''. <br /> <br /> <br /> * Borja Ayerdi, Josu Maiora, Manuel Graña<br /> : &quot;Active learning of Hybrid Extreme Rotation Forests for CTA image segmentation&quot;.<br /> : ''Hybrid Intelligent Systems (HIS), 2012 12th International Conference on (pp. 543-548)''. IEEE.<br /> <br /> <br /> &lt;h3&gt;<br /> 2010<br /> &lt;/h3&gt;<br /> <br /> * Ekaitz Zulueta Guerrero, Naiara Telleria Garay, Jose Manuel Lopez-Guede, Borja Ayerdi Vilches, Eider Egilegor Iragorri, David Lecumberri Castaños, Ana Belén de la Hoz Rastrollo and Carlos Pertusa Peña<br /> : &quot;Prediction of Bladder Cancer Recurrences Using Artificial Neural Networks&quot;<br /> : ''Lecture Notes in Computer Science, 2010, Volume 6076, Hybrid Artificial Intelligence Systems, Pages 492-499''.<br /> <br /> == Conferences ==<br /> <br /> * PyData 2014, Berlin ,25-27 July 2014.<br /> * Europython 2014, Berlin ,21-27 July 2014.<br /> * ELM 2013, Beijing, October 15-17, 2013.<br /> * HAIS 2013, Salamanca, 11-13 September, 2013. <br /> * WHISPERS 2013, Gainesville, USA, 25-28 June, 2013. <br /> * IWINAC 2013, Mallorca, 10-14 June, 2013. <br /> * FIA 2013, Dublin, 8-10 May, 2013. <br /> * ELM 2012, Singapore, 11-13 December 2012.<br /> * HIS 2012, Pune (India), 04-07 December 2012.<br /> <br /> == Reviewer ==<br /> <br /> * KES 2012<br /> * Pattern Recognition Letters<br /> * Neurocomputing<br /> * IEEE Journal of Selected Topics in Applied Earth Observations and Remote Sensing (JSTARS)<br /> * Pattern Analysis and Applications<br /> * InMed 2014<br /> <br /> == Organizer ==<br /> <br /> * Local organizing committee member of Europython 2015 ([http://ep2015.europython.eu/ Europython 2015])<br /> * Local organizing committee member of Python San Sebastian 2014 ([http://www.pyss.org Pyss14])<br /> * Local organizing committee member of the KES International Conference on Innovation in Medicine and Healthcare - ([http://inmed-14.innovationkt.org/ INMED 2014]) 7, 8 &amp; 9 July 2014, San Sebastian, Spain.<br /> * Local organizing committee member of the 16th International Conference on Knowledge-Based and Intelligent Information &amp; Engineering Systems – ([http://www.mirlabs.net/nwesp12/ KES 2012]) 10, 11 &amp; 12 September 2012, San Sebastian, Spain.<br /> <br /> == Other activities ==<br /> <br /> * Treasurer and board member of the non-profit Python San Sebastian society (ACPySS)<br /> * Treasurer and board member of the non-profit Euskopython society<br /> * Treasurer and board member of the non-profit Europython society (EPS)<br /> <br /> == Awards ==<br /> <br /> * Alexandre Savio, Borja Ayerdi y Manuel Graña: XIII Premio Manuel Laborde Werlinden, 2013 [http://entreprenari.com/html/cast/premios/mlaborde1.htm][http://www.basqueresearch.com/berria_irakurri.asp?Berri_Kod=4843&amp;hizk=I#.Ut475RC0qUk][http://www.diariovasco.com/20131211/economia/recibe-premio-manuel-laborde-201312111847.html][http://www.abc.es/agencias/noticia.asp?noticia=1549703][http://www.ehu.es/p200-content/es/contenidos/noticia/20131211_premio_laborde/es_laborde/20131211_premio_laborde.html]<br /> <br /> * Alexandre Savio, Borja Ayerdi y Manuel Graña: XXIV Premio Toribio Echevarria, 2014 [http://www.noticiasdegipuzkoa.com/2014/05/29/economia/los-toribio-premian-proyectos-de-tecnologia-computacional][http://www.toribioechevarria.com/eu/2013-2014ko-irabazleak/] [https://www.youtube.com/watch?v=gthFBCrw2VQ&amp;t=62m]<br /> <br /> * Videos [https://www.youtube.com/watch?v=_VUSjxMkxCo Euskadinnova] [https://www.youtube.com/watch?v=-0eNpmyOTxA Premios Toribio Echeverria]<br /> <br /> == Semana de la ciencia ==<br /> <br /> * XI Semana de la Ciencia 2011 ([http://www.diariovasco.com/v/20111112/al-dia-local/cientificos-20111112.html Diario Vasco])<br /> * XII Semana de la Ciencia 2012<br /> <br /> <br /> == Software ==<br /> * [http://www.ehu.es/ccwintco/index.php/GIC-source-code-free-libre GIC Source Code]<br /> * [http://www.ehu.es/ccwintco/uploads/6/69/HERF.tar.gz Hybrid Extreme Rotation Forest (HERF) basic code]<br /> * [http://www.ehu.es/ccwintco/uploads/c/c9/Farzad.zip Basic ELM code example]<br /> * [http://www.ehu.es/ccwintco/uploads/2/26/AdaHERF.zip Adaptative Extreme Rotation Forest (AdaHERF) python code]<br /> <br /> <br /> == Datasets ==<br /> <br /> &lt;h3&gt;General Datasets&lt;/h3&gt;<br /> <br /> * [http://www.eecs.berkeley.edu/Research/Projects/CS/vision/grouping/segbench/ The Berkeley Segmentation Dataset and Benchmark]<br /> * [http://www.ehu.es/ccwintco/index.php/Hyperspectral_Remote_Sensing_Scenes Hyperspectral Remote Sensing Images (Salinas A, Salinas C, Indian Pines, Pavia University)]<br /> * [http://archive.ics.uci.edu/ml/ UCI Machine Learning Repository]<br /> * [[GIC-experimental-databases | Post-processed datasets by Alex Savio.]]<br /> <br /> <br /> &lt;h3&gt;Hyperspectral Datasets&lt;/h3&gt;<br /> <br /> * [http://www.ehu.es/ccwintco/index.php/Hyperspectral_Remote_Sensing_Scenes Hyperspectral Remote Sensing Scenes]<br /> * [http://www.ehu.es/ccwintco/index.php/Hyperspectral_Camera_SOC710_Nature_Datasets Our own dataset!]<br /> * [http://personalpages.manchester.ac.uk/staff/david.foster/Hyperspectral_images_of_natural_scenes_04.html Foster Hyperspectral Images]<br /> * [http://www.foi.se/FOI/templates/Page____9189.aspx FOI HyperSpectral Images]<br /> * [http://www.spectir.com/download.html Spectir Hyperspectral Images]<br /> * [http://www.cvc.uab.es/color_calibration/Bristol_Hyper/ Bristol Hyperspecrtal Images]<br /> * [https://sourceforge.net/p/hyperspectralim/wiki/Home/ SourceForge repository]<br /> * [https://sourceforge.net/projects/hyperspectralim/ SourceForge Hyperspectral repository]<br /> <br /> <br /> &lt;h3&gt;Medical Datasets&lt;/h3&gt;<br /> <br /> * [http://www.oasis-brains.org OASIS]<br /> * [http://fcon_1000.projects.nitrc.org/index.html INDI - 1000 Functional Connectomes Project]<br /> * [http://adni.loni.ucla.edu/ ADNI]<br /> * [http://www.nitrc.org/projects/brainmap BrainMap]<br /> * [http://rad.med.hokudai.ac.jp/research/fa/index_e.php Fractional Anisotropy Database]<br /> * [http://insight-journal.org/midas MIDAS]<br /> * [http://www.childmind.org/en/healthy-brain-network/abide/ ABIDE]<br /> * [http://fcon_1000.projects.nitrc.org/indi/retro/cobre.html COBRE-Schizophrenia]<br /> <br /> <br /> == Target journals ==<br /> <br /> * [http://ieeexplore.ieee.org/xpl/RecentIssue.jsp?punumber=91 IEEE Transactions on Fuzzy Systems (IF 5.484)]<br /> * [http://ieeexplore.ieee.org/xpl/RecentIssue.jsp?reload=true&amp;punumber=34 IEEE Transactions on Pattern Analysis and Machine Intelligence (IF 4.795)]<br /> * [http://www.journals.elsevier.com/knowledge-based-systems/ Knowledge-Based Systems (IF 4.104)]<br /> * [http://www.journals.elsevier.com/information-sciences/ Information Sciences (IF 3.643)]<br /> * [http://ieeexplore.ieee.org/xpl/RecentIssue.jsp?punumber=36 IEEE Transactions on Geoscience and Remote Sensing (IF 3.467)]<br /> * [http://ieeexplore.ieee.org/xpl/RecentIssue.jsp?punumber=4609443 IEEE Journal of Selected Topics in Applied Earth Observations and Remote Sensing (IF 2.874))]<br /> * [http://www.springer.com/computer/ai/journal/11063 Neural Processing Letters (IF 1.240)]<br /> <br /> <br /> == Utilities ==<br /> <br /> * [http://www.ehu.es/ccwintco/uploads/2/2d/Vision_20140908.pdf Intro 08/09/2014]<br /> * [https://www.accesowok.fecyt.es/jcr JCR]<br /> * [https://www.accesowok.fecyt.es/?page_id=658 Web of Knowledge]<br /> * [https://gestion-empleado.ehu.es Gestión de empleados UPV/EHU]<br /> * [http://gestioncvb.ehu.es Gestión de aulas virtuales]<br /> * [http://moodle5.ehu.es/ MOODLE]<br /> * [https://gestion.ehu.es/gaur GAUR]<br /> * [http://www.tic.ehu.es/p265-shintrct/es/contenidos/informacion/wifi/es_wifi/wifi_manual.html Eduroam UPV/EHU]<br /> * [http://www.tic.ehu.es/p265-shintrct/es/contenidos/enlace/vpn_indice/es_indizea/vpn_indizea.html VPN UPV/EHU]<br /> * [https://github.com/borjaayerdi My github]<br /> * [https://www.linkedin.com/pub/borja-ayerdi-vilches/3a/b87/12b My LinkedIn]<br /> * [http://scholar.google.es/citations?user=bVAL794AAAAJ My Google Scholar]<br /> * [http://braincloudcomputing.com Brain Cloud Computing (BCC)]<br /> * [http://bcig.eu/ BCIG]<br /> * [http://gitlab.braincloudcomputing.com/ Gitlab]<br /> * [http://www.cpt.univ-mrs.fr/~masson/latex/Beamer-appearance-cheat-sheet.pdf Beamer appearance cheat sheet]<br /> <br /> == Tutorials ==<br /> <br /> * [[Media:Git for dummies.png | Git Cheat sheet for Dummies.]]<br /> * [http://roundhere.net/journal/virtualenv-ubuntu-12-10/ Virtual enviroment (Ubuntu)]<br /> * [http://sebastianraschka.com/Articles/2014_matrix_cheatsheet.html Matrix Cheat Sheet MATLAB, Python NumPy, R, and Julia]<br /> * [http://bioinformatiquillo.wordpress.com/2009/06/17/beamerposter-posters-elegantes-con-la-clase-latex-beamer-en-lyx-y-presentaciones-en-formato-panoramico/ Beamer poster LyX]<br /> * [http://nbviewer.ipython.org/url/jakevdp.github.com/downloads/notebooks/XKCD_plots.ipynb XKCD plots]<br /> * [https://github.com/mwaskom/ziegler Ziegler: fMRI Reporting Webapp]</div> Borja.ayerdi https://ehu.eus/ccwintco/index.php?title=Usuario:Borja.ayerdi&diff=18285 Usuario:Borja.ayerdi 2015-11-21T18:13:52Z <p>Borja.ayerdi: /* Publications */</p> <hr /> <div>[[Imagen:Borja-Color.jpg | right | 350px | alt=Borja Ayerdi photo]]<br /> <br /> == Borja Ayerdi Vilches ==<br /> <br /> ''Imagine the future, change the present''<br /> <br /> &lt;h3&gt;Personal Data&lt;/h3&gt;<br /> <br /> * &lt;b&gt;E-mail:&lt;/b&gt; borja.ayerdi@ehu.es <br /> <br /> * &lt;b&gt;Address:&lt;/b&gt;<br /> :Computational Intelligence Group <br /> :Computer Science Faculty - Lab. 307 <br /> :University Of The Basque Country (UPV/EHU) <br /> :Paseo Manuel Lardizabal 1 - CP: 20018 Donostia/San Sebastián (GUIPUZCOA) - Spain<br /> <br /> * &lt;b&gt;Tfno.:&lt;/b&gt; (+34) 943.01.80.47<br /> <br /> == Studies ==<br /> <br /> * Technical Engineering in Information Management (2006/2009) - Universidad del País Vasco (UPV/EHU).<br /> * Computer Science Engineer (2009/2011) - Universidad del País Vasco (UPV/EHU).<br /> * [http://www.kisa.ehu.es/ Masters Degree in Computational Engineering and Intelligent Systems] (2011/2012) - Universidad del País Vasco (UPV/EHU).<br /> * Currently: <br /> : PhD Student in the [http://www.ehu.es/ccwintco/ Computational Intelligence Group] of the Computer Science and Artificial Intelligence Department - Universidad del País Vasco (UPV/EHU).<br /> <br /> <br /> == Research Areas ==<br /> <br /> * Medical Image segmentation and registration.<br /> * Machine Learning application to medical image processing.<br /> * Extreme Learning Machines.<br /> * Hyperspectral imaging.<br /> * Social Networks.<br /> * Big data.<br /> * Active learning.<br /> * Hybrid classification ensembles.<br /> <br /> <br /> == Working experience ==<br /> <br /> * January 2012 - ongoing: [http://www.hezkuntza.ejgv.euskadi.net/r43-5552/es/contenidos/informacion/dib4/es_2035/bfi2_c.html Beca predoctoral / Predoctoral fellowship] granted by Gobierno Vasco / Basque Government.<br /> <br /> * September 2011 - December 2011: Personal Investigador Contratado / Hired researcher at Universidad del País Vasco (UPV/EHU), [http://www.ehu.es/ccwintco/ Computational Intelligence Group].<br /> : Project: EVARTRAC CIRUGÍA GUIADA POR IMAGEN: APLICACIÓN A LA REPARACIÓN ENDOVASCULAR DE ANEURISMAS DE AORTA.<br /> <br /> <br /> == Teaching ==<br /> <br /> * Computer Vision (UPV/EHU 2015/2016)<br /> * Computer Vision (UPV/EHU 2014/2015)<br /> * Machine Learning and Neural Networks (UPV/EHU 2013/2014)<br /> <br /> == Courses ==<br /> <br /> * Vitoria-Gasteiz 2009 - (Intensive Programme) Network Security and 4n6<br /> <br /> <br /> == Intership ==<br /> <br /> * 2013 - [http://www.kssk.pwr.wroc.pl/machine-learning-team/1469/?lang=en Machine Learning Group], Wrocław University of Technology, Poland with Prof. Michal Wozniak<br /> <br /> <br /> == Research projects participation ==<br /> <br /> * Proyecto: Aprendizaje cooperativo inter e intragrupal en el submodulo de escructura y arquitectura de computadores.<br /> ** Entidad adjudicataria: UPV/EHU, Proyecto de Innovación Educativa 6719.<br /> ** Investigador principal: Jose Manuel Lopez Guede.<br /> ** Fechas: 2014 – 2015.<br /> <br /> <br /> * Proyecto: Técnicas de inteligencia computacional en el proceso de imagen hiperespectral y aplicaciones.<br /> ** Entidad adjudicataria: Ministerio de Ciencia e Innovación del Gobierno Español, TIN2011-28753-C02-02.<br /> ** Investigador principal: Prof. Alicia d'Anjou.<br /> ** Fechas: 2011 – 2013.<br /> <br /> <br /> == Publications ==<br /> <br /> &lt;h3&gt;<br /> Submitted without decision<br /> &lt;/h3&gt;<br /> <br /> <br /> * Borja Ayerdi, Manuel Grana<br /> : &quot;Anticipative Hybrid Extreme Rotation Forest&quot;<br /> : &quot;Transactions on Neural Networks and Learning Systems&quot;<br /> : JCR 2014 - 4.291<br /> <br /> <br /> <br /> &lt;h3&gt;<br /> 2015<br /> &lt;/h3&gt;<br /> <br /> <br /> * Borja Ayerdi, Manuel Graña<br /> : &quot;Hyperspectral Image Analysis by Spectral-Spatial Processing and Anticipatively Tuned Hybrid Extreme Rotation Forest Classification&quot;<br /> : ''Transactions on Geoscience and Remote Sensing (TGARS)''<br /> : JCR 2014 - 3.514<br /> <br /> <br /> <br /> * Ariadna Besga, Itxaso González-Ortega, Enrique Echeburúa, Alexandre Savio, Borja Ayerdi, Darya Chyzhyk, Jose LM Madrigal, Juan C. Leza, Manuel Graña, Ana González-Pinto<br /> : &quot;Discrimination between Alzheimer’s Disease and Late Onset Bipolar Disorder using multivariate analysis&quot;<br /> : ''Frontiers in Aging Neuroscience''<br /> : JCR 2014 - 4.000<br /> <br /> <br /> * A Besga-Basterra, B Ayerdi, G Alcalde-Behold, A Manzano-Ramirez, P Lopetegui-Eraso, M Graña, A González-Pinto-Arrillaga<br /> : &quot;Risk factors for emergency department short time readmission in stratified population&quot;<br /> : ''Biomed Research International''<br /> : JCR 2014 - 1.579<br /> <br /> <br /> * Borja Ayerdi, Oier Echaniz, Alexandre Savio, Manuel Graña <br /> : “Automated segmentation of subcutaneous and visceral adipose tissues from MRI”<br /> : ''InMed 2015''<br /> <br /> <br /> * Borja Ayerdi, Manuel Graña<br /> : &quot;Random Forest Active Learning for Detecting Blood Vessels in Angiography&quot;<br /> : ''CORES 2015''<br /> <br /> <br /> * Ariadna Besga-Basterra, Darya Chyzhyk, Itxaso González-Ortega, Alexandre Savio, Borja Ayerdi, Jon Echeveste, Manuel Graña, Ana González-Pinto<br /> : &quot;White matter anatomical correlates with biomarkers discriminating between Alzheimer’s Disease and Late Onset Bipolar Disorder by eigenanatomy on fractional anisotropy imaging&quot;<br /> : ''Current Alzheimer Research''<br /> : JCR 2014 - 3.889 (Q1 Clin Neurol, T1 Neurosciences)<br /> <br /> <br /> * Borja Ayerdi, Manuel Graña<br /> : &quot;Hyperspectral Image Nonlinear Unmixing and Reconstruction by ELM Regression Ensemble&quot;<br /> : ''Neurocomputing''<br /> : JCR 2014 - 2.083 (Q1 CSAI) / [5-Year Impact Factor: 2.292]<br /> <br /> <br /> &lt;h3&gt;<br /> 2014<br /> &lt;/h3&gt;<br /> <br /> * Borja Ayerdi, Manuel Graña<br /> : &quot;Hyperspectral Image Nonlinear Unmixing by Ensemble ELM Regression&quot;<br /> : Jiuwen Cao et al. (Eds.): Proceedings of ELM-2014 Volume 2, Proceedings in Adaptation, Learning and Optimization1, pp. 289-297. Springer. <br /> <br /> <br /> * Borja Ayerdi, Ion Marqués and Manuel Grana<br /> : &quot;Spatially regularized semisupervised Ensembles of Extreme Learning Machines for hyperspectral image segmentation&quot;<br /> : ''Neurocomputing''<br /> : JCR 2014 - 2.083 (Q1 CSAI) / [5-Year Impact Factor: 2.292]<br /> <br /> <br /> * Borja Ayerdi, Manuel Grana<br /> : &quot;Hybrid Extreme Rotation Forest&quot;<br /> : ''Neural Networks''<br /> : JCR 2014 - 2.708 (Q1 CSAI) / [5-Year Impact Factor: 2.729]<br /> <br /> <br /> * Pawel Ksieniewicz, Dariusz Jankowski, Borja Ayerdi, Konrad Jackowski, Michal Wozniak and Manuel Graña<br /> : &quot;A Novel Hyperspectral Segmentation Algorithm - Concept and Evaluation&quot;<br /> : ''Logic Journal of the IGPL''<br /> : JCR 2012 - 1.136 (Q1 MATHEMATICS, Q1 APPLIED MATHEMATICS, Q1 LOGIC) / [5-Year Impact Factor: 0.79]<br /> <br /> <br /> &lt;h3&gt;<br /> 2013<br /> &lt;/h3&gt;<br /> <br /> * Borja Ayerdi, Ion Marqués and Manuel Grana<br /> : &quot;Spectral-spatial semi-supervised hyperspectral image segmentation using Ensembles of Extreme Learning Machines&quot;<br /> : ''ELM 2013, Beijing, October 15-17, 2013.''<br /> <br /> <br /> * J. Maiora , G. García , B. Ayerdi , M. Graña , M. De Blas<br /> : &quot;Active Learning enhanced with Expert Knowledge for Computed Tomography Image Segmentation&quot;<br /> : ''InMed 2013, Greece, 17-19 July, 2013.''<br /> <br /> <br /> * Borja Ayerdi, Josu Maiora, Manuel Graña<br /> : &quot;Aplications of Hybrid Extreme Rotation Forests for Image Segmentation&quot;<br /> : ''Journal of Hybrid Intelligent Systems''<br /> <br /> <br /> * Borja Ayerdi, Josu Maiora, Manuel Graña<br /> : &quot;Enhancing Active Learning Computed Tomography Image Segmentation with Domain Knowledge&quot;<br /> : ''HAIS 2013, Salamanca, 11-13 September, 2013.''<br /> <br /> <br /> * Borja Ayerdi, Alexandre Savio, Manuel Graña<br /> : &quot;Meta-ensembles of classifiers for Alzheimer's disease detection using independent ROI features&quot;<br /> : J.M. Ferrandez et al. (Eds.): IWINAC 2013, Part II, LNCS 7931, pp. 122--130. Springer, Heidelberg (2013) <br /> <br /> <br /> * Borja Ayerdi, Manuel Graña<br /> : &quot;On Spatial Regularization for Semisupervised Hyperspectral Image Segmentation Using Hybrid Extreme Rotation Forest&quot;<br /> : ''WHISPERS 2013, Gainesville, USA, 25-28 June, 2013.''<br /> <br /> <br /> * Darya Chyzhyk, Borja Ayerdi, Josu Maiora<br /> : &quot;Active Learning with Bootstrapped Dendritic Classifier applied to medical image segmentation&quot;<br /> : ''Pattern Recognition Letters''<br /> : JCR 2013 - 1.062 (T1, Q2 CSAI) / [5-Year Impact Factor: 1.466]<br /> <br /> <br /> * Josu Maiora, Borja Ayerdi, Manuel Graña<br /> : &quot;Random Forest Active Learning for Computed Tomography Angiography Image Segmentation&quot;<br /> : ''Neurocomputing''<br /> : JCR 2013 - 2.005 (Q1 CSAI) / [5-Year Impact Factor: 2.102]<br /> <br /> <br /> &lt;h3&gt;<br /> 2012<br /> &lt;/h3&gt;<br /> <br /> * Borja Ayerdi Vilches, Manuel Graña<br /> : &quot;Hybrid Extreme Rotation Forest&quot;.<br /> : ''ELM 2012, Singapore, 11-13 December, 2012''. <br /> <br /> <br /> * Borja Ayerdi, Josu Maiora, Manuel Graña<br /> : &quot;Active learning of Hybrid Extreme Rotation Forests for CTA image segmentation&quot;.<br /> : ''Hybrid Intelligent Systems (HIS), 2012 12th International Conference on (pp. 543-548)''. IEEE.<br /> <br /> <br /> &lt;h3&gt;<br /> 2010<br /> &lt;/h3&gt;<br /> <br /> * Ekaitz Zulueta Guerrero, Naiara Telleria Garay, Jose Manuel Lopez-Guede, Borja Ayerdi Vilches, Eider Egilegor Iragorri, David Lecumberri Castaños, Ana Belén de la Hoz Rastrollo and Carlos Pertusa Peña<br /> : &quot;Prediction of Bladder Cancer Recurrences Using Artificial Neural Networks&quot;<br /> : ''Lecture Notes in Computer Science, 2010, Volume 6076, Hybrid Artificial Intelligence Systems, Pages 492-499''.<br /> <br /> == Conferences ==<br /> <br /> * PyData 2014, Berlin ,25-27 July 2014.<br /> * Europython 2014, Berlin ,21-27 July 2014.<br /> * ELM 2013, Beijing, October 15-17, 2013.<br /> * HAIS 2013, Salamanca, 11-13 September, 2013. <br /> * WHISPERS 2013, Gainesville, USA, 25-28 June, 2013. <br /> * IWINAC 2013, Mallorca, 10-14 June, 2013. <br /> * FIA 2013, Dublin, 8-10 May, 2013. <br /> * ELM 2012, Singapore, 11-13 December 2012.<br /> * HIS 2012, Pune (India), 04-07 December 2012.<br /> <br /> == Reviewer ==<br /> <br /> * KES 2012<br /> * Pattern Recognition Letters<br /> * Neurocomputing<br /> * IEEE Journal of Selected Topics in Applied Earth Observations and Remote Sensing (JSTARS)<br /> * Pattern Analysis and Applications<br /> * InMed 2014<br /> <br /> == Organizer ==<br /> <br /> * Local organizing committee member of Europython 2015 ([http://ep2015.europython.eu/ Europython 2015])<br /> * Local organizing committee member of Python San Sebastian 2014 ([http://www.pyss.org Pyss14])<br /> * Local organizing committee member of the KES International Conference on Innovation in Medicine and Healthcare - ([http://inmed-14.innovationkt.org/ INMED 2014]) 7, 8 &amp; 9 July 2014, San Sebastian, Spain.<br /> * Local organizing committee member of the 16th International Conference on Knowledge-Based and Intelligent Information &amp; Engineering Systems – ([http://www.mirlabs.net/nwesp12/ KES 2012]) 10, 11 &amp; 12 September 2012, San Sebastian, Spain.<br /> <br /> == Other activities ==<br /> <br /> * Treasurer and board member of the non-profit Python San Sebastian society (ACPySS)<br /> * Treasurer and board member of the non-profit Euskopython society<br /> * Treasurer and board member of the non-profit Europython society (EPS)<br /> <br /> == Awards ==<br /> <br /> * Alexandre Savio, Borja Ayerdi y Manuel Graña: XIII Premio Manuel Laborde Werlinden, 2013 [http://entreprenari.com/html/cast/premios/mlaborde1.htm][http://www.basqueresearch.com/berria_irakurri.asp?Berri_Kod=4843&amp;hizk=I#.Ut475RC0qUk][http://www.diariovasco.com/20131211/economia/recibe-premio-manuel-laborde-201312111847.html][http://www.abc.es/agencias/noticia.asp?noticia=1549703][http://www.ehu.es/p200-content/es/contenidos/noticia/20131211_premio_laborde/es_laborde/20131211_premio_laborde.html]<br /> <br /> * Alexandre Savio, Borja Ayerdi y Manuel Graña: XXIV Premio Toribio Echevarria, 2014 [http://www.noticiasdegipuzkoa.com/2014/05/29/economia/los-toribio-premian-proyectos-de-tecnologia-computacional][http://www.toribioechevarria.com/eu/2013-2014ko-irabazleak/] [https://www.youtube.com/watch?v=gthFBCrw2VQ&amp;t=62m]<br /> <br /> * Videos [https://www.youtube.com/watch?v=_VUSjxMkxCo Euskadinnova] [https://www.youtube.com/watch?v=-0eNpmyOTxA Premios Toribio Echeverria]<br /> <br /> == Semana de la ciencia ==<br /> <br /> * XI Semana de la Ciencia 2011 ([http://www.diariovasco.com/v/20111112/al-dia-local/cientificos-20111112.html Diario Vasco])<br /> * XII Semana de la Ciencia 2012<br /> <br /> <br /> == Software ==<br /> * [http://www.ehu.es/ccwintco/index.php/GIC-source-code-free-libre GIC Source Code]<br /> * [http://www.ehu.es/ccwintco/uploads/6/69/HERF.tar.gz Hybrid Extreme Rotation Forest (HERF) basic code]<br /> * [http://www.ehu.es/ccwintco/uploads/c/c9/Farzad.zip Basic ELM code example]<br /> * [http://www.ehu.es/ccwintco/uploads/2/26/AdaHERF.zip Adaptative Extreme Rotation Forest (AdaHERF) python code]<br /> <br /> <br /> == Datasets ==<br /> <br /> &lt;h3&gt;General Datasets&lt;/h3&gt;<br /> <br /> * [http://www.eecs.berkeley.edu/Research/Projects/CS/vision/grouping/segbench/ The Berkeley Segmentation Dataset and Benchmark]<br /> * [http://www.ehu.es/ccwintco/index.php/Hyperspectral_Remote_Sensing_Scenes Hyperspectral Remote Sensing Images (Salinas A, Salinas C, Indian Pines, Pavia University)]<br /> * [http://archive.ics.uci.edu/ml/ UCI Machine Learning Repository]<br /> * [[GIC-experimental-databases | Post-processed datasets by Alex Savio.]]<br /> <br /> <br /> &lt;h3&gt;Hyperspectral Datasets&lt;/h3&gt;<br /> <br /> * [http://www.ehu.es/ccwintco/index.php/Hyperspectral_Remote_Sensing_Scenes Hyperspectral Remote Sensing Scenes]<br /> * [http://www.ehu.es/ccwintco/index.php/Hyperspectral_Camera_SOC710_Nature_Datasets Our own dataset!]<br /> * [http://personalpages.manchester.ac.uk/staff/david.foster/Hyperspectral_images_of_natural_scenes_04.html Foster Hyperspectral Images]<br /> * [http://www.foi.se/FOI/templates/Page____9189.aspx FOI HyperSpectral Images]<br /> * [http://www.spectir.com/download.html Spectir Hyperspectral Images]<br /> * [http://www.cvc.uab.es/color_calibration/Bristol_Hyper/ Bristol Hyperspecrtal Images]<br /> * [https://sourceforge.net/p/hyperspectralim/wiki/Home/ SourceForge repository]<br /> * [https://sourceforge.net/projects/hyperspectralim/ SourceForge Hyperspectral repository]<br /> <br /> <br /> &lt;h3&gt;Medical Datasets&lt;/h3&gt;<br /> <br /> * [http://www.oasis-brains.org OASIS]<br /> * [http://fcon_1000.projects.nitrc.org/index.html INDI - 1000 Functional Connectomes Project]<br /> * [http://adni.loni.ucla.edu/ ADNI]<br /> * [http://www.nitrc.org/projects/brainmap BrainMap]<br /> * [http://rad.med.hokudai.ac.jp/research/fa/index_e.php Fractional Anisotropy Database]<br /> * [http://insight-journal.org/midas MIDAS]<br /> * [http://www.childmind.org/en/healthy-brain-network/abide/ ABIDE]<br /> * [http://fcon_1000.projects.nitrc.org/indi/retro/cobre.html COBRE-Schizophrenia]<br /> <br /> <br /> == Target journals ==<br /> <br /> * [http://ieeexplore.ieee.org/xpl/RecentIssue.jsp?punumber=91 IEEE Transactions on Fuzzy Systems (IF 5.484)]<br /> * [http://ieeexplore.ieee.org/xpl/RecentIssue.jsp?reload=true&amp;punumber=34 IEEE Transactions on Pattern Analysis and Machine Intelligence (IF 4.795)]<br /> * [http://www.journals.elsevier.com/knowledge-based-systems/ Knowledge-Based Systems (IF 4.104)]<br /> * [http://www.journals.elsevier.com/information-sciences/ Information Sciences (IF 3.643)]<br /> * [http://ieeexplore.ieee.org/xpl/RecentIssue.jsp?punumber=36 IEEE Transactions on Geoscience and Remote Sensing (IF 3.467)]<br /> * [http://ieeexplore.ieee.org/xpl/RecentIssue.jsp?punumber=4609443 IEEE Journal of Selected Topics in Applied Earth Observations and Remote Sensing (IF 2.874))]<br /> * [http://www.springer.com/computer/ai/journal/11063 Neural Processing Letters (IF 1.240)]<br /> <br /> <br /> == Utilities ==<br /> <br /> * [http://www.ehu.es/ccwintco/uploads/2/2d/Vision_20140908.pdf Intro 08/09/2014]<br /> * [https://www.accesowok.fecyt.es/jcr JCR]<br /> * [https://www.accesowok.fecyt.es/?page_id=658 Web of Knowledge]<br /> * [https://gestion-empleado.ehu.es Gestión de empleados UPV/EHU]<br /> * [http://gestioncvb.ehu.es Gestión de aulas virtuales]<br /> * [http://moodle5.ehu.es/ MOODLE]<br /> * [https://gestion.ehu.es/gaur GAUR]<br /> * [http://www.tic.ehu.es/p265-shintrct/es/contenidos/informacion/wifi/es_wifi/wifi_manual.html Eduroam UPV/EHU]<br /> * [http://www.tic.ehu.es/p265-shintrct/es/contenidos/enlace/vpn_indice/es_indizea/vpn_indizea.html VPN UPV/EHU]<br /> * [https://github.com/borjaayerdi My github]<br /> * [https://www.linkedin.com/pub/borja-ayerdi-vilches/3a/b87/12b My LinkedIn]<br /> * [http://scholar.google.es/citations?user=bVAL794AAAAJ My Google Scholar]<br /> * [http://braincloudcomputing.com Brain Cloud Computing (BCC)]<br /> * [http://bcig.eu/ BCIG]<br /> * [http://gitlab.braincloudcomputing.com/ Gitlab]<br /> * [http://www.cpt.univ-mrs.fr/~masson/latex/Beamer-appearance-cheat-sheet.pdf Beamer appearance cheat sheet]<br /> <br /> == Tutorials ==<br /> <br /> * [[Media:Git for dummies.png | Git Cheat sheet for Dummies.]]<br /> * [http://roundhere.net/journal/virtualenv-ubuntu-12-10/ Virtual enviroment (Ubuntu)]<br /> * [http://sebastianraschka.com/Articles/2014_matrix_cheatsheet.html Matrix Cheat Sheet MATLAB, Python NumPy, R, and Julia]<br /> * [http://bioinformatiquillo.wordpress.com/2009/06/17/beamerposter-posters-elegantes-con-la-clase-latex-beamer-en-lyx-y-presentaciones-en-formato-panoramico/ Beamer poster LyX]<br /> * [http://nbviewer.ipython.org/url/jakevdp.github.com/downloads/notebooks/XKCD_plots.ipynb XKCD plots]<br /> * [https://github.com/mwaskom/ziegler Ziegler: fMRI Reporting Webapp]</div> Borja.ayerdi https://ehu.eus/ccwintco/index.php?title=Revistas&diff=18283 Revistas 2015-11-21T18:13:45Z <p>Borja.ayerdi: /* submitidos sin decision */</p> <hr /> <div>[[media:Revistas-GIC-1984-2009.bib.zip|bib de revistas hasta 2009]]<br /> ==submitidos sin decision==<br /> <br /> <br /> ; Dacosta-Aguayo R, Graña M, Falcón C, Fernández-Andújar M, López-Cancio E, Cáceres C, Bargalló N, Barrios M, Clemente IC, Torán Pera, Forés Rosa, Dávalos A, Tibor A and Mataró M<br /> :Multimodal imaging of the healthy contralesional hemisphere provides insight into neural, functional and cognitive recovery in ischemic stroke patients<br /> <br /> ;Jose Manuel Lopez-Guede, Borja Fernandez-Gauna, Manuel Graña, Ekaitz Zulueta<br /> :Further Results Learning Hose Transport Control with Q-learning<br /> : Journal of Physical Agents (aceptado con revisiones)<br /> <br /> ; Borja Ayerdi, Manuel Grana<br /> : Anticipative Hybrid Extreme Rotation Forest<br /> : Transactions on Neural Networks and Learning Systems<br /> <br /> ;Rosalia Dacosta Aguayo, PhD student; Tibor Auer; Manuel Graña; Carles Falcon; Marina Fernández-Andújar; Elena López-Cancio; Cynthia Cáceres; Nuria Bargalló; Maite Barrios; IC Clemente; Toran Pera; Rosa Fores; Antoni Dávalos; Maria Mataró<br /> :Multimodal imaging of the healthy contralesional hemisphere provides insight into neural, functional and cognitive recovery in ischemic stroke patients<br /> : Plos One<br /> <br /> ;JULIAN ESTEVEZ, JM. LOPEZ-GUEDE, MANUEL GRAÑA<br /> : Particle Swarm Optimization quadrotor control for cooperative aerial transportation of deformable linear objects<br /> : CBS<br /> <br /> ;J. David Nuñez-Gonzalez, Manuel Graña, Michał Wozniak<br /> :Heuristic Harmony Search for Influence Maximization in Social Networks<br /> : EAAI<br /> <br /> ==aceptados ==<br /> <br /> ;Borja Ayerdi, Manuel Graña<br /> : &quot;Hyperspectral Image Analysis by Spectral-Spatial Processing and Anticipatively Tuned Hybrid Extreme Rotation Forest Classification&quot;<br /> : ''Transactions on Geoscience and Remote Sensing (TGARS)''<br /> : JCR 2014 - 3.514<br /> <br /> <br /> <br /> ;Ariadna Besga, Itxaso González-Ortega, Enrique Echeburúa, Alexandre Savio, Borja Ayerdi, Darya Chyzhyk, Jose LM Madrigal, Juan C. Leza, Manuel Graña, Ana González-Pinto<br /> : &quot;Discrimination between Alzheimer’s Disease and Late Onset Bipolar Disorder using multivariate analysis&quot;<br /> : ''Frontiers in Aging Neuroscience''<br /> : JCR 2014 - 4.000<br /> <br /> <br /> ;Jose Manuel Lopez-Guede, Aitor Moreno-Fernandez-de-Leceta, Alexeiw Martinez-Garcia, Manuel Graña <br /> :Lynx: Automatic elderly behavior prediction in home tele care [http://www.hindawi.com/journals/bmri/aip/201939/]<br /> : Biomed Research International (Hindawi) (aceptado 22 oct)<br /> <br /> <br /> <br /> ; Medrano M, Maiz E, Maldonado-Martín S, Arenaza L, Rodríguez-Vigil B, Ortega FB, Ruiz JR, Larrarte E, Díez I, Sarasúa A, Tobalina I, Barrenechea L, Pérez-Asenjo J, Kannengiesser S, Manhães-Savio A, Echaniz O, Labayen I<br /> : The effect of a multidisciplinary intervention program on hepatic adiposity in overweight-obese children: protocol of the EFIGRO study<br /> : Contemporary Clinical Trials<br /> : Article accepted for publication: 21 Sep 2015<br /> : DOI: 10.1016/j.cct.2015.09.017<br /> <br /> <br /> <br /> ;I. Macía, M. de Blas, J.H. Legarreta, L. Kabongo, O. Hernández, J.M. Egaña, J.I. Emparanza, A. García-Familiar, M. Graña<br /> :Standard and Fenestrated Endograft Sizing in EVAR Planning: Description and Validation of a Semi-automated 3D Software<br /> : Computerized Medical Imaging and Graphics [http://www.sciencedirect.com/science/article/pii/S0895611115000099] [http://www.journals.elsevier.com/computerized-medical-imaging-and-graphics/] (accept 16 enero 2015)<br /> : JC· 2013 1.496 (Q3 RNMMI)<br /> <br /> <br /> <br /> ;Fernández-Andújar M, Doornink F, Dacosta-Aguayo R, Soriano-Raya JJ, Miralbell J, Bargalló N, López-Cancio E, Pérez de la Ossa N, Gomis M, Millán M, ;Barrios M, Cáceres C, Clemente I, Dávalos A, Mataró M <br /> : Remote thalamic microstructural abnormalities related to cognitive function in ischemic stroke patients <br /> : Neuropsychology (aceptado 4 de abril 2014)<br /> : JCR (2012): 3.477 (Q1)<br /> <br /> ;Maria Mataró, Juan José Soriano-Raya, Jorge López-Olóriz, Júlia Miralbell, Rosalia Dacosta-Aguayo<br /> :CEREBROVASCULAR MARKERS IN LOWERED COGNITIVE FUNCTION<br /> :Journal of Alzheimer Disease, (accepted)<br /> :JCR (2013) 3.612 (Q1 clinical neu.)<br /> <br /> == online first==<br /> <br /> ;Ariadna Besga-Basterra, Darya Chyzhyk, Itxaso González-Ortega, Alexandre Savio, Borja Ayerdi, Jon Echeveste, Manuel Graña, Ana González-Pinto<br /> : Eigenanatomy on fractional anisotropy imaging provides white matter anatomical features discriminating between Alzheimer’s Disease and Late Onset Bipolar Disorder<br /> : Current Alzherimer Research, (accepted) [http://benthamscience.com/journals/current-alzheimer-research/article/136980/]<br /> : JCR (2013) 3.796 (Q1 Clin Neurol, Q2 Neurosciences) (2014) 3.889<br /> <br /> <br /> ;PAWEL KSIENIEWICZ, DARIUSZ JANKOWSKI, BORJA AYERDI, KONRAD JACKOWSKI, MICHAL WOZNIAK, MANUEL GRANA<br /> :A Novel Hyperspectral Segmentation Algorithm - Concept and Evaluation<br /> : Logic journal IGPL (aceptado noviembre 2014) [http://jigpal.oxfordjournals.org/content/early/2014/12/29/jigpal.jzu045.short]<br /> : JCR 2013 0.530 (Q2 Logic, Q3 Mathematics, Q4 MA) (2014) 0.461 (Q3 Logic, Q3 Mathematics, Q4 MA)<br /> <br /> ;Maite Termenon, Manuel Graña, Alexandre Savio, Anton Akusok, Yoan Miche, Amaury Lendasse<br /> :Brain MRI Morphological Patterns Extraction Tool based on Extreme Learning Machine and Majority Vote Classification<br /> :Neurocomputing (aceptado 6 de marzo) [http://www.sciencedirect.com/science/article/pii/S0925231215011388]<br /> <br /> ; Borja Ayerdi, Manuel Graña<br /> : Hyperspectral Image Nonlinear Unmixing and Reconstruction by ELM Regression Ensemble<br /> : Neurocomputing [http://www.sciencedirect.com/science/article/pii/S0925231215011339]<br /> : doi 10.1016/j.neucom.2015.04.10<br /> <br /> ; Manuel Graña, Darya Chyzhyk<br /> : Image Understanding Applications of Lattice Auto-Associative Memories <br /> : IEEE Transactions on Neural Networks and Learning Systems, (aceptdo 24 julio) [[http://ieeexplore.ieee.org/xpl/articleDetails.jsp?arnumber=7210195 online]]<br /> : DOI 10.1109/TNNLS.2015.2461451<br /> : JCR (2014) 4.291 (Q1 CSAI)<br /> <br /> ==2015==<br /> <br /> <br /> ; Alexandre Savio, Manuel Graña<br /> :Local Activity Features for Computer Aided Diagnosis of Schizophrenia on resting-state fMRI<br /> :Neurocomputing (aceptado 10 enero 2015) [http://authors.elsevier.com/sd/article/S0925231215002970] Volume 164, 21 September 2015, Pages 154–161<br /> : DOI 10.1016/j.neucom.2015.01.079<br /> : JCR 2013 2.005 (Q1 CSAI) (2014) 2.083 (Q2 CSAI)<br /> <br /> <br /> ; Manuel Graña, Eider Sanchez, Michal Woazniak<br /> : Special issue on innovations in medicine and healthcare<br /> : Biosystems Engineering, Volume 138, October 2015, Pages 1–3 [http://www.sciencedirect.com/science/article/pii/S1537511015001099]<br /> : DOI 10.1016/j.biosystemseng.2015.06.009<br /> <br /> ;Borja Fernandez-Gauna; Jose Manuel Lopez-Guede; Ismael Etxeberria-Agiriano; Igor Ansoategi; Manuel Graña<br /> :Reinforcement Learning endowed with safe veto policies to learn the control of L-MCRS<br /> :Information Sciences Volume 317, 1 October 2015, Pages 25–47 [http://www.sciencedirect.com/science/article/pii/S002002551500273X]<br /> : DOI 10.1016/j.ins.2015.04.005<br /> : JCR (2014) 4.038 (Q1 CSAI)<br /> <br /> ;Lopez-Guede, Jose M.; Fernandez-Gauna, Borja; Graña, Manuel; Zulueta, Ekaitz; <br /> :Training Multi-agent systems by Q-learning: approaches and empirical results<br /> : Computational Intelligence vol 31 num 3 pp. 498-512 [http://onlinelibrary.wiley.com/doi/10.1111/coin.12035/abstract]<br /> : DOI: 10.1111/coin.12035<br /> : JCR (2012) 1.000 (Q3 CSAI) (2013) 0.870 (2014) 0.673<br /> <br /> ;J. David Nuñez-Gonzalez, Manuel Graña, Bruno Apolloni, <br /> :Reputation Features for Trust Prediction in Social Networks, <br /> :Neurocomputing Volume 166, 20 October 2015, Pages 1–7 [http://www.sciencedirect.com/science/article/pii/S0925231215005494]<br /> : DOI 10.1016/j.neucom.2014.10.099<br /> : JCR 2013 2.005 (Q1 CSAI) (2014) 2.083 (Q2 CSAI)<br /> <br /> ;Ion Marques, Manuel Graña, Anna Kamińska-Chuchmała, Bruno Apolloni, <br /> :An experiment of subconscious intelligent social computing on household appliances, <br /> :Neurocomputing, Volume 167, 1 November 2015, Pages 32–43 (aceptado agosto 2014) [http://www.sciencedirect.com/science/article/pii/S0925231215005718]<br /> : DOI 10.1016/j.neucom.2014.08.103<br /> : JCR 2013 2.005 (Q1 CSAI) (2014) 2.083 (Q2 CSAI)<br /> <br /> ; Darya Chyzhyk, Alexandre Savio, Manuel Graña<br /> : Computer Aided Diagnosis of Schizophrenia on resting state fMRI data by Ensembles of ELM<br /> : Neural Networks Volume 68, August 2015, Pages 23–33. [http://www.sciencedirect.com/science/article/pii/S0893608015000805]<br /> : DOI information: 10.1016/j.neunet.2015.04.002 <br /> : JCR (2013) 2.076 (Q1 CSAI, Q3 Neurosciences) (2014) 2.708<br /> <br /> ; Chyzhyk D, Graña M, Öngür D, Shinn AK. <br /> : Discrimination of Schizophrenia Auditory Hallucinators by Machine Learning of Resting-State Functional MRI. <br /> : International Journal of Neural Systems 25(3):1550007, 2015. [[media: Chyzhyk-IJNS-2015.pdf|pdf]] [http://www.worldscientific.com/doi/abs/10.1142/S0129065715500070?src=recsys&amp;journalCode=ijns&amp;]<br /> : JCR 2013 6.056 (Q1 CSAI) (2014) 6.507<br /> <br /> ;A. Suberbiola, E. Zulueta, J.M. Lopez-Guede, I. Etxeberria-Agiriano, and M. Graña<br /> : Arm Orthosis/Prosthesis Movement Control Based on Surface EMG Signal<br /> : International Journal of Neural Systems 25(3):1550009 [http://www.worldscientific.com/doi/10.1142/S0129065715500094] (2015)<br /> : JCR 2013 6.056 (Q1 CSAI) (2014) 6.507<br /> <br /> ; MANUEL GRAÑA, J. DAVID NUÑEZ-GONZALEZ, LEIRE OZAETA, ANNA KAMIŃSKA-CHUCHMAŁA<br /> :Experiments of Trust Prediction in Social Networks by Artificial Neural Networks [http://www.tandfonline.com/doi/full/10.1080/01969722.2015.1007725#.VRJqFkvXmlI]<br /> : Cybernetics and Systems Volume 46, Issue 1-2, 2015 pages 19-34<br /> : JCR (2012): 0.973 (Q3 CSC) (2013) 0.507 (2014) 0.840<br /> : DOI:10.1080/01969722.2015.1007725<br /> <br /> ; EIDER SANCHEZ, CARLOS TORO, MANUEL GRAÑA, CESAR SANIN, EDWARD SZCZERBICKI<br /> :Extended Reflexive Ontologies for the generation of clinical recommendations [http://www.tandfonline.com/doi/full/10.1080/01969722.2015.1007723#abstract]<br /> : Cyberntetics and Systems Volume 46, Issue 1-2, 2015 pages 4-18<br /> : JCR (2012): 0.973 (Q3 CSC) (2013) 0.507 (2014) 0.840<br /> <br /> <br /> ;Julián Estévez, Jose Manuel Lopez-Guede, Manuel Graña<br /> : Quasi-stationary State Transportation of a Hose with Quadrotors<br /> : Robotics and Automous Systems (aceptado 5 sept) Volume 63, Part 2, January 2015, Pages 187–194 [http://www.sciencedirect.com/science/article/pii/S0921889014001791]<br /> : JCR (2013) 1.105, (Q3 Robotics, Q3 CSAI, Q3 ACS) (2014) 1.256 (Q2 Robotics, Q3 CSAI, Q3 ACS)<br /> <br /> <br /> ;M Graña, B Raducanu<br /> :Bioinspired and knowledge based techniques and applications<br /> : Neurocomputing Volume 150, Part A, 20 February 2015, Pages 1–3<br /> :DOI 10.1016/j.neucom.2014.09.039<br /> : JCR 2013 2.005 (Q1 CSAI) (2014) 2.083 (Q2 CSAI)<br /> <br /> <br /> ;Darya Chyzhyk, Manuel Graña<br /> :Classification of Schizophrenia patients on Lattice Computing resting-state fMRI features [http://www.sciencedirect.com/science/article/pii/S0925231214013204]<br /> : Neurocomputing Volume 151, Part 1, 3 March 2015, Pages 151–160<br /> : DOI 10.1016/j.neucom.2014.09.075<br /> : JCR 2013 2.005 (Q1 CSAI) (2014) 2.083 (Q2 CSAI)<br /> <br /> ;Darya Chyzhyk, Rosalía Dacosta-Aguayo, Maria Mataró, Manuel Graña<br /> :An active learning approach for Stroke lesion segmentation on multimodal MRI data<br /> : Neurocomputing Volume 150, Part A, 20 February 2015, Pages 26–36 [http://www.sciencedirect.com/science/article/pii/S0925231214012466]<br /> :DOI:10.1016/j.neucom.2014.01.077<br /> : JCR 2013 2.005 (Q1 CSAI) (2014) 2.083 (Q2 CSAI)<br /> <br /> <br /> ;Borja Ayerdi, Ion Marqués, Manuel Graña<br /> :Spatially regularized semisupervised Ensembles of Extreme Learning Machines for hyperspectral image segmentation<br /> : Neurocomputing (aceptado 18 de enero 2014) Volume 149, Part A, 3 February 2015, Pages 373–386 [http://www.sciencedirect.com/science/article/pii/S0925231214011424] <br /> : JCR 2013 2.005 (Q1 CSAI) (2014) 2.083 (Q2 CSAI)<br /> : DOI 10.1016/j.neucom.2014.01.068<br /> <br /> <br /> ; Jose Manuel Lopez-Guede, Borja Fernandez-Gauna,Jose Antonio Ramos-Hernanz<br /> :Single robot dynamics approximation by ELM for Reinforcement Learning for hose control<br /> : Neurocomputing Volume 150, Part A, 20 February 2015, Pages 116–123<br /> : JCR 2013 2.005 (Q1 CSAI) (2014) 2.083 (Q2 CSAI)<br /> <br /> <br /> ;G.A. Papakostas, A. Savio, M. Graña, V.G. Kaburlasos<br /> :A Lattice Computing Approach to Alzheimer’s Disease Computer Assisted Diagnosis Based on MRI Data [http://www.sciencedirect.com/science/article/pii/S0925231214012454]<br /> : Neurocomputing Volume 150, Part A, 20 February 2015, Pages 37–42<br /> : JCR 2013 2.005 (Q1 CSAI) (2014) 2.083 (Q2 CSAI)<br /> <br /> ;Dacosta-Aguayo, Rosalia; Graña, Manuel; Iturria-Medina, Yasser; Fernández-Andújar, Marina; López-Cancio, Elena; Caceres, Cynthia; Bargallo, Nuria; Barrios, Maite; Clemente, Imma; Pera, Guillem; Fores, Rosa; Davalos, Antoni; Mataro, Maria<br /> :Impairment of Functional Integration of the Default Mode Network correlates with Cognitive Outcome at three months after Stroke<br /> : Human Brain Mapping Volume 36, Issue 2, February 2015, Pages: 577–590<br /> : DOI: 10.1002/hbm.22648<br /> : Impact Factor: 6.878, ISI Journal Citation Reports © Ranking: 2012: 1/14 (Neuroimaging); 1/120 (Radiology Nuclear Medicine &amp; Medical Imaging); 23/252 (Neurosciences) (2013) 6.924 (Q1 Neuroimaging, Q1 RNMMI, Q1 Neurosciences) (2014) 5.969<br /> <br /> ;Borja Fernandez-Gauna; Ismael Etxeberria-Agiriano; Manuel Graña<br /> :Learning Multirobot Hose Transportation and Deployment by Distributed Round-Robin Q-Learning<br /> : PlosOne, Volume 10(7): e0127129 ( published 09 Jul 2015)<br /> : JCR (2012) 3.730, (Q1 mult. sciences) (2013) 3.534 (Q1 mult. sci.) (2014) 3.234<br /> : DOI 10.1371/journal.pone.0127129<br /> <br /> == 2014 ==<br /> <br /> ;Eider Sanchez, Peng Wang, Carlos Toro, Cesar Sanin, Manuel Graña, Edward Szczerbicki, Eduardo Carrasco, Frank Guijarro and Luis Brualla<br /> :Decisional DNA for modeling and reuse of experiential-based clinical assessments in breast cancer diagnosis and treatment<br /> : Neurocomputing Volume 146, 25 December 2014, Pages 308–318 [http://www.sciencedirect.com/science/article/pii/S0925231214007826]<br /> : JCR 2013 2.005 (Q1 CSAI)<br /> <br /> ; Jose Manuel Lopez-Guede, Manuel Graña, Jesus Maria Larrañaga, Fernando Oterino<br /> : Educational innovation project in the field of Industrial Informatics <br /> : Procedia - Social and Behavioral Sciences, Volume 141, 25 August 2014, Pages 20–24<br /> : DOI 10.1016/j.sbspro.2014.05.006<br /> <br /> ; Jose Manuel Lopez-Guede, Manuel Graña, Jesus Maria Larrañaga, Fernando Oterino<br /> : Retrospective Vision of a Long Term Innovative Experience<br /> : Procedia - Social and Behavioral Sciences, Volume 141, 25 August 2014, Pages 15–19<br /> : DOI 10.1016/j.sbspro.2014.05.005<br /> <br /> ;Rosalia Dacosta-Aguayo; Manuel Graña; Alexandre Savio; Marina Fernández-Andújar ; Tibor Auer ; Monica Millán ; Elena López-Cancio ; Cynthia Cáceres ; Nuria Bargalló ; Cesar Garrido ; Maite Barrios ; Inmaculada Clemente ; Monica Hernández ; Jose Munuera ; Antonio Dávalos ; Maria Mataró <br /> :Prognostic value of changes in resting-state functional connectivity patterns in cognitive recovery after stroke: a 3T fMRI pilot study<br /> : Human Brain Mapping (aceptado 15 nov 2013) Volume 35, Issue 8, pages 3819–3831, August 2014 [http://onlinelibrary.wiley.com/doi/10.1002/hbm.22439/abstract]<br /> : Impact Factor: 6.878, ISI Journal Citation Reports © Ranking: 2012: 1/14 (Neuroimaging); 1/120 (Radiology Nuclear Medicine &amp; Medical Imaging); 23/252 (Neurosciences) (2013) 6.924 (Q1 Neuroimaging, Q1 RNMMI, Q1 Neurosciences) (2014) 5.969<br /> <br /> ;Borja Fernández-Gauna; Igor Ansoategui; Ismael Etxeberria-Agiriano; Manuel Graña<br /> :Reinforcement Learning of ball screw feed drive controllers<br /> :Engineering Applications of Artificial Intelligence Volume 30, April 2014, Pages 107–117 [http://www.sciencedirect.com/science/article/pii/S0952197614000220]<br /> : JCR (2011) 1.665 (Q1 ENG) (2012) 1.625 (Q1 ENG, Q2 ACS, Q2 CSAI, Q2 EEE) (2013) 1.962 (Q1 ENG, Q2 ACS, Q2 CSAI, Q2 EEE) (2014) 2.207 (Q1 ENG, Q2 ACS, Q1 CSAI, Q1 EEE)<br /> <br /> ;Borja Ayerdi and Manuel Graña<br /> :Hybrid Extreme Rotation Forest <br /> : Neural Networks Volume 52, April 2014, Pages 33–42 [http://www.sciencedirect.com/science/article/pii/S0893608014000045]<br /> : JCR (2012) 1.927 (Q1 CSAI, Q3 NS) (2013) 2.076 (Q1 CSAI, Q3 NS) (2014) 2.708<br /> <br /> ;Tuia, D. ; Merenyi, E. ; Jia, X. ; Grana-Romay, M.<br /> :Foreword to the Special Issue on Machine Learning for Remote Sensing Data Processing [http://ieeexplore.ieee.org/xpl/articleDetails.jsp?arnumber=6804709]<br /> : Selected Topics in Applied Earth Observations and Remote Sensing, IEEE Journal of (Volume:7 , Issue: 4 ) pp. 1007 - 1011<br /> : JCR (2012) 2.874 (Q2 GP, Q1 ISPT, Q1 RS) (2013) 2.827 (Q2 GP, Q1 ISPT, Q1 RS, Q1 EEE)<br /> <br /> ; Abdelmalik Moujahid, Alicia d'ANjou, Manuel Graña<br /> :Energy demands of diverse spiking cells from the neocortex, hippocampus and thalamus<br /> : Frontiers in Computational Neuroscience (2014) 8:41 [http://journal.frontiersin.org/Journal/10.3389/fncom.2014.00041/abstract]<br /> : DOI: 10.3389/fncom.2014.00041<br /> : JCR (2013) 2.233 (Q1 MCB, Q2 neurosciences)<br /> <br /> ;Iker Mesa, Eider Sanchez, Carlos Toro, Javier Diaz, Arkaitz Artetxe, Manuel Graña, Frank Guijarro, Cesar Martinez, Jose Manuel Jimenez, Shabs Rajasekharan, Jose Antonio Alarcon, Alessandro De Mauro.<br /> :Design and Development of a Mobile Cardiac Rehabilitation System<br /> :Cybernetics and Systems: An International Journal, Volume 45 Issue 2 (2014), pp 92-108 [http://www.tandfonline.com/doi/full/10.1080/01969722.2014.874804#.UyF23OCEl48]<br /> :JCR (2012): 0.973 (Q3 CSC) (2013) 0.507 (2014) 0.840<br /> <br /> ;Israel Rebollo-Ruiz and Manuel Graña<br /> :An empirical evaluation of Gravitational Swarm Intelligence for Graph Coloring algorithm<br /> : Neurocomputing Volume 132, 20 May 2014, Pages 79–84 [http://www.sciencedirect.com/science/article/pii/S0925231213011041]<br /> : JCR (2011) 1.580 (Q2 CSAI) 2013 2.005 (Q1 CSAI)<br /> <br /> ;Rosalia Dacosta-Aguayo; Manuel Graña; Marina Fernandez-Andujar; Elena López-Cancio; Cynthia Cáceres; Nuria Bargallo; Maite Barrios; Imma Clemente; Antoni Dávalos; Auer Tibor; Maria Mataró<br /> :Structural integrity of the contralesional hemisphere predicts cognitive impairment in ischemic stroke at three months<br /> : PLosONe January 2014 | Volume 9 | Issue 1 | e86119 [http://www.plosone.org/article/info%3Adoi%2F10.1371%2Fjournal.pone.0086119]<br /> : JCR (2012) 3.730, (Q1 mult. sciences) (2013) 3.534 (Q1 mult. sci.) (2014) 3.234<br /> <br /> ; Ramon Moreno, Francesco Corona, Amaury Lendasse, Manuel Grana and Lenio Galvao<br /> : Extreme Learning Machines for Soybean classification in remote sensing Hyperspectral Images<br /> : Neurocomputing Volume 128, 27 March 2014, Pages 207–216 [http://dx.doi.org/10.1016/j.neucom.2013.03.057]<br /> : JCR (2012) 1.634 (T1, Q2 CSAI) 2013 2.005 (Q1 CSAI)<br /> <br /> ; Darya Chyzhyk, Alexandre Savio, Manuel Graña, <br /> : Evolutionary ELM wrapper feature selection for Alzheimer's disease CAD on anatomical brain MRI [http://www.sciencedirect.com/science/article/pii/S0925231213010096 pdf]<br /> : Neurocomputing, Volume 128, 27 March 2014, Pages 73-80, <br /> : ISSN 0925-2312, http://dx.doi.org/10.1016/j.neucom.2013.01.065.<br /> : JCR (2012) 1.634 (T1, Q2 CSAI) 2013 2.005 (Q1 CSAI)<br /> <br /> ;Josu Maiora; Borja Ayerdi; Manuel Graña<br /> : Random forest active learning for AAA thrombus segmentation in computed tomography angiography images<br /> : Neurocomputing Volume 126, 27 February 2014, Pages 71–77 [http://www.sciencedirect.com/science/article/pii/S0925231213006978]<br /> : (2011) JCR 1.580 (Q2 CSAI) 2013 2.005 (Q1 CSAI)<br /> <br /> ;Michal Wozniak,, Manuel Graña, Emilio Corchado, <br /> : A Survey of Multiple Classifier System as Hybrid Systems <br /> : Information Fusion Volume 16, March 2014, Pages 3–17 [http://www.sciencedirect.com/science/article/pii/S156625351300047X]<br /> : JCR (2011) 1.467 (Q2 CSAI, Q1 CSTM) (2012) 2.262 (Q1 CSAI, Q1 CSTM) (2013) 3.472 (2014) 3.681<br /> <br /> ; Michal Wozniak, Emilio Corchado, Manuel Graña<br /> :Guest Editorial: Hybrid Intelligent Fusion Systems<br /> : Information Fusion Volume 16, March 2014, Pages 2<br /> : (2011) JCR 1.467 (Q1 CSTM, Q2 CSAI) (2012) 2.262 (Q1 CSAI, Q1 CSTM) (2013) 3.472 (2014) 3.681<br /> <br /> ;Carmen Hernández , Leónia Nunes , Domingos Lopes , Manuel Graña <br /> :Data Fusion for high spatial resolution LAI estimation <br /> :Information Fusion Volume 16, March 2014, Pages 59–67 [http://www.sciencedirect.com/science/article/pii/S1566253512000395]<br /> : JCR (2010) 1.621 (2011) 1.467 (Q1 CSTM, Q2 CSAI) (2012) 2.262 (Q1 CSAI, Q1 CSTM) (2013) 3.472 (2014) 3.681<br /> <br /> ;B Ayerdi, J Maiora, A d'Anjou, M Graña<br /> :Applications of Hybrid Extreme Rotation Forests for image segmentation<br /> :International Journal of Hybrid Intelligent Systems 11 (1), 13-24<br /> <br /> ;Noelia Oses, Fadi Dornaika, and Abdelmalik Moujahid<br /> :Image-based delineation and classification of built heritage masonry [http://www.mdpi.com/2072-4292/6/3/1863]`<br /> :Remote Sens. 2014, 6(3), 1863-1889; doi:10.3390/rs6031863<br /> <br /> ==2013==<br /> <br /> ;Jose Manuel Lopez-Guede, Borja Fernandez-Gauna and Manuel Grana<br /> :&quot;State-action value modeled by ELM in Reinforcement Learning for Hose Control Problems&quot; , <br /> : International Journal of Uncertainty Fuzziness and Knowledge-Based Systems 21, supp02, 99-116 [http://www.worldscientific.com/doi/abs/10.1142/S0218488513400199]<br /> : JCR (2011) 1.781 (Q2 CSAI) (2012) 0.886 (Q3 CSAI)<br /> <br /> ;Miguel A. Veganzonesa, Mihai Datcu, Manuel Graña,<br /> : Further results on dissimilarity spaces for hyperspectral images RF-CBIR<br /> : Pattern Recognition Letters Volume 34, Issue 14, 15 October 2013, Pages 1659-1668 [http://www.sciencedirect.com/science/article/pii/S0167865513002237]<br /> : JCR (2012) 1.266 (CSAI Q2) (2013) 1.062 (Q3 CSAI)<br /> <br /> ;Israel Rebollo-Ruiz and Manuel Graña Romay <br /> :Swarm Graph Coloring for the identification of user groups on ERP logs <br /> : Cybernetics and systems Volume 44, Issue 6-7: 489–504, (2013) [http://www.tandfonline.com/doi/full/10.1080/01969722.2013.803891#.UhuA7Ra5fyI]<br /> : JCR 2012 0.973 (Q3 CSC) 2013 0.507 (Q4 CSC)<br /> <br /> ; Darya Chyzhyk, Borja Ayerdi, Josu Maiora <br /> : Active Learning with Bootstrapped Dendritic Classifier applied to medical image segmentation <br /> : Pattern Recognition Letters 34 (2013), pp. 1602-1608<br /> : DOI: 10.1016/j.patrec.2013.03.024<br /> : JCR (2011) 1.034, 5-Year Impact Factor: 1.724 (JRC) (Q3 CSAI) : JCR (2012) 1.266 (CSAI Q2) (2013) 1.062 (Q3 CSAI)<br /> <br /> ;Eider Sanchez, Carlos Toro, Arkaitz Artetxe, Manuel Graña, Cesar Sanin, Edward Szczerbicki, Eduardo Carrasco and Frank Guijarro<br /> :Bridging challenges of Clinical Decision Support Systems with a semantic approach . A case study on breast cancer.<br /> : Pattern Recognition Letters 34 (2013), pp. 1758-1768 [http://authors.elsevier.com/sd/article/S016786551300144X] <br /> : JCR (2011) 1.034, 5-Year Impact Factor: 1.724 (JRC) (Q3 CSAI) : JCR (2012) 1.266 (CSAI Q2) (2013) 1.062 (Q3 CSAI)<br /> <br /> <br /> ;Edward Szczerbicki, Manuel Graña, Jorge Posada &amp; Carlos Toro <br /> : CURRENT RESEARCH ADVANCES AND IMPLEMENTATIONS IN SMART KNOWLEDGE-BASED SYSTEMS: PART I<br /> : Cybernetics and Systems 44(2-3):95-97 [http://www.tandfonline.com/doi/full/10.1080/01969722.2013.762247]<br /> : JCR 2011 1.182 (Q2 CSC) (2012) 0.973 (Q3 CSC) 2013 0.507 (Q4 CSC)<br /> <br /> ;Edward Szczerbicki, Manuel Graña, Jorge Posada &amp; Carlos Toro <br /> : CURRENT RESEARCH ADVANCES AND IMPLEMENTATIONS IN SMART KNOWLEDGE-BASED SYSTEMS: PART II<br /> : Cybernetics and Systems 44(2-3):184-186[http://www.tandfonline.com/doi/full/10.1080/01969722.2013.762254]<br /> : JCR 2011 1.182 (Q2 CSC) (2012) 0.973 (Q3 CSC) 2013 0.507 (Q4 CSC)<br /> <br /> ;Iñigo Barandiaran, Manuel Graña, Marcos Nieto<br /> :An Empirical Evaluation of Interest Point Detectors<br /> :Cybernetics and Systems 44(2-3):98-117 [http://www.tandfonline.com/doi/abs/10.1080/01969722.2013.762232]<br /> : JCR 2011 1.182 (Q2 CSC) (2012) 0.973 (Q3 CSC) 2013 0.507 (Q4 CSC)<br /> <br /> <br /> ;Arkaitz Artetxe, Eider Sanchez, Carlos Toro, Cesar Sanin, Edward Szczerbick, Manuel Graña, Jorge Posada<br /> : Impact of Reflexive Ontologies in Semantic Clinical Decision Support Systems [http://www.tandfonline.com/doi/full/10.1080/01969722.2013.762256]<br /> :Cybernetics and Systems 44(2-3):187-203 [http://www.tandfonline.com/doi/abs/10.1080/01969722.2013.762232]<br /> : JCR 2011 1.182 (Q2 CSC) (2012) 0.973 (Q3 CSC) 2013 0.507 (Q4 CSC)<br /> <br /> ;Borja Fernandez-Gauna; Ion Marques; Manuel Graña<br /> :Undesired State-Action Prediction in Multi-Agent Reinforcement Learning. Application to Multicomponent Robotic System control<br /> : Information Sciences (2013) 232:309–324 [http://www.sciencedirect.com/science/article/pii/S0020025513000133]<br /> : (2011) JCR 2.833 (Q1 CSIS) (2012) 3.643 (Q1 CSIS) (2013) 3.893<br /> <br /> ;Maite Termenon, Manuel Grana, Barros-Loscertales Alfonso and Cesar Avila<br /> :&quot;Extreme Learning Machines for feature selection and classification of cocaine dependent patients on structural MRI data &quot; , <br /> : Neural Processing Letters December 2013, Volume 38, Issue 3, pp 375-387 [http://link.springer.com/article/10.1007/s11063-013-9277-x]<br /> : JCR (2012) 1.240 (Q2 CSAI) 2013 1.237 (Q2 CSAI)<br /> <br /> <br /> ;M. Termenon, M. Graña, A. Besga, J. Echeveste, A. Gonzalez-Pinto <br /> :Lattice Independent Component Analysis feature selection on Diffusion Weighted Imaging for Alzheimer’s Disease Classification <br /> : Neurocomputing (2013) Volume 114, 19 August 2013, Pages 132–141 [http://dx.doi.org/10.1016/j.neucom.2012.08.044]<br /> : JCR (2011) 1.580: (Q2 CSAI) (2012) 1.634 (T1, Q2 CSAI) <br /> <br /> ;Eloy Irigoyen, , Gorka Miñano<br /> :A NARX neural network model for enhancing cardiovascular rehabilitation therapies<br /> : Neurocomputing (2013) 109(3):9–15<br /> : JCR (2010) 1.442 (2011) 1.580 (Q2 CSAI) (2012) 1.634 (T1, Q2 CSAI) 2013 2.005 (Q1 CSAI)<br /> <br /> <br /> ;Ion Marques, Manuel Graña<br /> : Fusion of lattice independent and linear features improving face identification<br /> : Neurocomputing Volume 114, 19 August 2013, Pages 80–85<br /> : JCR (2011) 1.580 : (Q2 CSAI) (2012) 1.634 (T1, Q2 CSAI) 2013 2.005 (Q1 CSAI)<br /> <br /> ; M. Graña, A.I Gonzalez-Acuña<br /> : Learning Parsimonious Dendritic Classifiers<br /> : Neurocomputing (2013) 109(3):3–8 [http://dx.doi.org/10.1016/j.neucom.2012.03.025] [http://www.sciencedirect.com/science/article/pii/S0925231212006765]<br /> : JCR (2010) 1.442 (2011) 1.580 (Q2 CSAI) (2012) 1.634 (T1, Q2 CSAI) 2013 2.005 (Q1 CSAI)<br /> <br /> ; Alexandre Savio, Manuel Graña<br /> : Deformation Based Feature Selection for Computer Aided Diagnosis of Alzheimer's Disease<br /> : Expert Systems With Applications 40 (2013), pp. 1619-1628 [http://dx.doi.org/10.1016/j.eswa.2012.09.009]<br /> : JCR (2011) 2.203 (Q1 in CSAI) (2012) (Q2 CSAI, Q1 EEE, Q1 ORMS) (2013) 1.965 (Q1 CSAI, Q2 EEE, Q1 ORMS)<br /> <br /> ; F. Dornaika, A. Moujahid, and B. Raducanu<br /> : Facial expression recognition using tracked facial actions: Classifier performance analysis<br /> : Engineering Applications of Artificial Intelligence 26(1), pp.467-477 (2013).<br /> : 5-Year Impact Factor: 1.844<br /> <br /> ;Borja Fernandez-Gauna, Jose Manuel Lopez-Guede, Manuel Graña<br /> :Transfer Learning with Partially Constrained Models: application to reinforcement learning of linked multicomponent robot system control<br /> : Robotics and Autonomous Systems 61 (7) (2013):694–703 [http://dx.doi.org/10.1016/j.robot.2012.07.020]<br /> : JCR (2011) 1.056 (Q2 ACS, Q3 CSAI, Q3 Rob.) (2012) 1.156 (Q3 ACS, Q3 CSAI, Q2 Robotics) (2013) 1.105 (Q3 ACS, Q3 CSAI, Q3 Robotics)<br /> <br /> ; Manuel Graña, Adrian Agreda<br /> :Trust models and applications in communication and multi-agent systems<br /> : International Journal of Knowledge-based and Intelligent Engineering Systems 17 (2013) 187–193<br /> <br /> ;Diego Acosta · John Congote · Iñigo Barandiaran · Oscar Ruiz · Alejandro Hoyos · Manuel Graña<br /> :Tuning of Adaptive Weight Depth Map Generation Algorithms Exploratory Data Analysis and Design of Computer Experiments (DOCE)<br /> :Journal of Mathematical Imaging and Vision 47:3-12 [http://www.springer.com/alert/urltracking.do?id=Lcb6681Ma53e73Sa]<br /> : JCR (2011) 1.391 (Q2 CSAI, Q1 CSSE, Q1 MA) (2012) 1.767 (Q2 CSAI, Q1 CSSE, Q1 MA) (2013) 2.330 (Q1 CSAI, Q1 CSSE, Q1 MA) <br /> <br /> ;Bosaghzadeh, A., Moujahid, A., &amp; Dornaika, F. <br /> :Parameterless local discriminant embedding. <br /> :Neural Processing Letters August 2013, Volume 38, Issue 1, pp 53-67<br /> : JCR (2012) 1.240 2013 1.237 (Q2 CSAI)<br /> <br /> == 2012 ==<br /> <br /> <br /> ;Jose Manuel Lopez-Guede, Borja Fernadez-Gauna, Manuel Graña, Fernando Oterino and Jesus Maria Larrañaga <br /> :Effect of the Lambda Parameter in Dynamic Matrix Controllers Performance<br /> : Journal of Computer and Information Technology Vol.2, No.2, pp. 81-88<br /> <br /> ;A. Moujahid, A. D'Anjou<br /> :Metabolic efficiency with fast spiking in the squid axon<br /> : Front. Comput. Neurosci. 6:95. doi: 10.3389/fncom.2012.00095 [http://www.frontiersin.org/Computational_Neuroscience/10.3389/fncom.2012.00095/abstract]<br /> : 5-Year Impact Factor: 2.147<br /> <br /> ;R. Moreno , D. M. Ramik , M. Graña , and K. Madani<br /> :Image Segmentation on the Spherical Coordinate Representation of the RGB Color Space [http://ieeexplore.ieee.org/xpl/articleDetails.jsp?reload=true&amp;arnumber=6407287]<br /> :IET Image Processing 6(9):1275 - 1283<br /> : jCR (2010) 0.862 (2011) 0.639 (Q3 EEE) (2012) 0.895 (Q3 EEE)<br /> <br /> ; A. Moujahid, A. D'Anjou, B. Cases<br /> : Community structure in real-world networks from a non-parametrical synchronization-based dynamical approach. <br /> : Chaos, Solitons and Fractals: the interdisciplinary journal of Nonlinear Science, and Nonequilibrium and Complex Phenomena<br /> : Volume 45, Issues 9–10, September–October 2012, Pages 1171–1179 <br /> : JCR 5-Year Impact Factor: 1.41<br /> <br /> ; A. Besga, M. Termenon, M. Graña, J. Echeveste, J. M. Perez, A. Gonzalez-Pinto<br /> : &quot;Discovering Alzheimer's disease and bipolar disorder white matter effects building computer aided diagnostic systems on brain diffusion tensor imaging features&quot; [http://www.sciencedirect.com/science/article/pii/S0304394012006799].<br /> : '''Neuroscience Letters''', Volume 520, Issue 1, 27 June 2012, Pages 71–76.<br /> : JCR (2011) 2.105 (Q3 Neurosciences) (2012) 2.026 (Q3 Neurosciences)<br /> <br /> ;Manuel Graña, Miguel A. Veganzones<br /> : [http://www.sciencedirect.com/science/article/pii/S0031320312001483 &quot;An Endmember-based distance for content based hyperspectral image retrieval.&quot;]<br /> : Pattern Recognition 49(9), pp 3472-3489. September 2012. [http://dx.doi.org/10.1016/j.patcog.2012.03.015 doi]<br /> : JCR (2010) 2.607 (2011) 2.292 (Q1 CSAI, Q1 EEE) (2012) 2.632<br /> <br /> ;Ion Marques, Manuel Graña<br /> :Face recognition with Lattice Independent Component Analysis and Extreme Learning Machines<br /> : Soft Computing, 2012,Volume 16, Issue 9, pp 1525-1537 [http://dx.doi.org/10.1007/s00500-012-0826-4 DOI]<br /> : JCR (2010) 1.512 (2011) 1.880 (Q2 CSAI, Q1 CSIA) (2012) 1.124 (Q3 CSAI, Q3 CSIA)<br /> <br /> ; Israel Rebollo, Manuel Graña, Blanca Cases<br /> :On the effect of spatial percolation on the convergence of Graph Coloring Boid Swarm<br /> : Int. Journal on Artificial Intelligence Tools (2012) 21(6): 1250015 [http://www.ehu.es/ccwintco/groupware/webdav.php/apps/phpbrain/87/IJAIT-convergence-percolation-boids-2010-12-26-submitted.zip] [http://www.worldscientific.com/doi/abs/10.1142/S0218213012500157]<br /> : JCR (2010) 0.330 (2011) 0.217 (2012) 0.250 (Q4 CSAI, Q4 CSIA)<br /> <br /> ; Jbabdi S, Sotiropoulos SN, Savio AM, Graña M, Behrens TE<br /> : Model-based analysis of multi-shell diffusion MR data for tractography: How to get over fitting problems<br /> : Magnetic Resonance in Medicine (2012) 68(6):1846-1855 [http://onlinelibrary.wiley.com/doi/10.1002/mrm.24204/abstract]<br /> : ISSN 0740-3194<br /> : JCR (2010): 3.268 (2011) 2.964 (2012) 3.267 (Q1 RNMMI)<br /> <br /> ;Jose Manuel Lopez-Guede, Borja Fernandez-Gauna, Manuel Graña, Ekaitz Zulueta<br /> : Improving the control of single robot hose transport <br /> : Cybernetics and Systems: An International Journal, 2012, 43:4, 261-275<br /> : JCR (2010) 0.662 (2011) 1.182 (Q2 CSC)<br /> <br /> ;Darya Chyzhyk, Manuel Graña, Alexandre Savio, Josu Maiora<br /> :Hybrid Dendritic Computing with Kernel-LICA applied to Alzheimer’s Disease detection in MRI. [[media: Chyzhyk-Grana_Neurocomputing_2012.pdf|PDF]]<br /> : Neurocomputing, 2012, Volumen 75, issue 1, pp. 72-77<br /> : [http://dx.doi.org/10.1016/j.neucom.2011.02.024 DOI]<br /> : ISSN 0925-2312<br /> : ISI JCR (2006) 0.860, (2007) 0.865, (2008) 1.234 (2009) 1.440 (2010) 1.429<br /> <br /> ; Emilio Corchado, Manuel Graña, Michal Wozniak<br /> : Neurocomputing January 2012, Volume 75, Issue 1, pp. 61-63<br /> : editorial New trends and applications on hybrid artificial intelligence systems [http://www.sciencedirect.com/science/article/pii/S0925231211004206]<br /> : JCR (2010) 1.429, : (2011) JCR 1.580 (Q2 CSAI)<br /> <br /> ;Miguel A. Veganzones and Manuel Graña<br /> :[http://ieeexplore.ieee.org/xpl/articleDetails.jsp?tp=&amp;arnumber=6169956&amp;contentType=Journals+%26+Magazines&amp;queryText%3Dspectral+spatial+cbir &quot;A spectral/spatial CBIR system for hyperspectral images.&quot;]<br /> : IEEE Journal of Selected Topics in Applied Earth Observation and Remote Sensing 5(2), pp 488-500. April 2012.<br /> : JCR (2010) 1.140 (2011) 1.489 (2012) 2.874 (Q2 GP, Q1 ISPT, Q1 RS)<br /> <br /> ;Manuel Graña and Miguel A. Veganzones<br /> :[http://asp.eurasipjournals.com/content/2012/1/64 &quot;Endmember induction by Lattice Associative Memories and Multi-Objective Genetic Algorithms.&quot;]<br /> : EURASIP Journal on Advances in Signal Processing 2012, nº. 1 (marzo 13, 2012): 64. [http://www.biomedcentral.com/content/qcpdf/1687-6180-2012-64.pdf pdf]<br /> :JCR (2010) 1.012 (2011) 0.811 (2012) 0.807 (Q3 EEE)<br /> <br /> ;Maite Termenon, Manuel Graña<br /> :A two stage sequential ensemble applied to the classification of Alzheimer's Disease based on MRI features [http://www.springerlink.com/content/x74212k073375777/]<br /> : Neural Processing Letters (2012) 35(1): 1-12 <br /> : JCR (2010) 1.088 (2012) 1.240 (Q2 CSAI)<br /> <br /> ;Ivan Macia, Manuel Graña; Celine Paloc,<br /> : Knowledge Management in Image-based Analysis of Blood Vessel Structures<br /> :Knowledge and Information Systems 30(2) (2012):457-491 [http://www.springerlink.com/content/l747p10765858h1j/]<br /> : JCR Impact factor (2009) 2.211 (2010) 2.000 (2011) 2.225<br /> <br /> <br /> ;Andoni Beristain, Manuel Graña, Ana I. Gonzalez<br /> :A Pruning Algorithm for Stable Voronoi Skeletons<br /> : Journal of Mathematical Imaging and Vision (2012) 42:225–237 <br /> : JCR (2009) 1.437 (2010) 1.244 (2011) 1.391 (Q2 CSAI, Q1 CSSE, Q1 MA) (2012) 1.767<br /> <br /> ;Z. Echegoyen, J.M. Lopez-Guede, B. Fernandez-Gauna and M. Graña<br /> : Visual Servoing of Legged Robots<br /> : Journal of Mathematical Imaging and Vision 42(2) (2012): 196-211 [http://www.springerlink.com/content/c4x1r11188l31083/ doi]<br /> : JCR (2009) 1.437 (2010) 1.244 : (2011) 1.391 (Q2 CSAI, Q1 CSSE, Q1 MA) (2012) 1.767<br /> <br /> ;Peter Sussner, Estevão L.Esmi, Ivan Villaverde, Manuel Graña<br /> :The Kosko Subsethood FAM: Mathematical Background, Properties, and Some Experimental Results in Computer Vision<br /> : Journal of Mathematical Imaging and Vision (2012) 42:134–149 <br /> : JCR (2009) 1.437 (2010) 1.244 : (2011) 1.391 (Q2 CSAI, Q1 CSSE, Q1 MA) (2012) 1.767<br /> <br /> ;Manuel Graña, Emilio Corchado, Michal Wozniak<br /> :Special Issue on Hybrid Artificial Intelligent Systems <br /> : Journal of Mathematical Imaging and Vision: Volume 42, Issue 2 (2012), Page 101-102 [http://www.springerlink.com/content/457024354t87u21u/ doi]<br /> : JCR (2009) 1.437 (2010) 1.244 : (2011) 1.391 (Q2 CSAI, Q1 CSSE, Q1 MA) (2012) 1.767<br /> <br /> ;Barroso, N., López de Ipiña, K., Hernández C., Ezeiza A. &amp; Graña M. (2011). <br /> :Experiments for the selection of sub-word units in the Basque context for semantic tasks, <br /> :International Journal of Speech Technology, March 2012, Volume 15, Issue 1, pp 49-56<br /> : DOI 10.1007/s10772-011-9109-1<br /> <br /> ;Barroso, N., López de Ipiña, K., Hernández C., Ezeiza A. &amp; Graña M. (2011) <br /> :Semantic Speech Recognition in the Basque context Part I: Cross-lingual approaches, <br /> :International Journal of Speech Technology, March 2012, Volume 15, Issue 1, pp 33-40<br /> : DOI 10.1007/s10772-011-9111-7<br /> <br /> ;Barroso, N., López de Ipiña, K., Hernández C., Ezeiza A. &amp; Graña M. (2011). <br /> :Semantic Speech Recognition in the Basque context Part II: Language Identification for under-resourced languages, <br /> :International Journal of Speech Technology, March 2012, Volume 15, Issue 1, pp 41-47<br /> : DOI 10.1007/s10772-011-9114-4<br /> <br /> ;Juan José Valera García Vicente Gómez Garay, Eloy Irigoyen Gordo, Fernando Artaza Fano, Mikel Larrea Sukia<br /> :Intelligent Multi-Objective Nonlinear Model Predictive Control (iMO-NMPC): Towards the ‘on-line’ optimization of highly complex control problems<br /> :Expert Systems with Applications, Volume 39, Issue 7, 1 June 2012, Pages 6527–6540<br /> : JCR (2010) 1.924<br /> <br /> ;Carlos Toro, Eider Sanchez, Eduardo Carrasco, Leonardo Mancilla-Amaya, Cesar Sanín, Edward Szczerbicki, Manuel Graña, Patricia Bonachela, Carlos Parra, Gloria Bueno, Frank Guijarro<br /> :USING SET OF EXPERIENCE KNOWLEDGE STRUCTURE TO EXTEND A RULE SET OF CLINICAL DECISION SUPPORT SYSTEM FOR ALZHEIMER'S DISEASE DIAGNOSIS [http://www.ehu.es/ccwintco/groupware/webdav.php/apps/phpbrain/465/ToroSanchez2012.pdf]<br /> :Cybernetics and Systems: An International Journal, 2012. Volume 43, Issue 2, pp 81-95 [http://www.tandfonline.com/doi/abs/10.1080/01969722.2012.654070 doi]<br /> :JCR (2010) 0.662 (2011) 1.182 (Q2 CSC)<br /> <br /> Carlos Toro, Javier Vaquero, Manuel Graña, Cesar Sanín, Edward Szczerbicki &amp; Jorge Posada<br /> :BUILDING DOMAIN ONTOLOGIES FROM ENGINEERING STANDARDS [http://www.tandfonline.com/doi/full/10.1080/01969722.2012.654073#.VDGS9ufhpiU]<br /> ;Cybernetics and Systems 2012, 43(2): 114-126<br /> :JCR (2010) 0.662 (2011) 1.182 (Q2 CSC) (2012) 0.973<br /> <br /> <br /> ;Blanca Cases, Israel Rebollo, Manuel Graña <br /> :A Spatial-social-logical model explaining human behavior in emergency situations <br /> : Logic Journal of the IGPL 20(3):625-633<br /> : Indice de impacto JCR(2009) 0.320 (2010) 0.458 (2011) 0.913 (2012) 1.136 (Q1 Logic, Q1 Mathematics, Q2 MA)<br /> <br /> ;Josune Gallego, Carmen Hernandez, Manuel Graña<br /> :A Morphological Cellular Automata based on Morphological Independence <br /> : Logic Journal of the IGPL 20(3):617-624<br /> : Indice de impacto JCR(2009) 0.320 (2010) 0.458 (2011) 0.913 (2012) 1.136 (Q1 Logic, Q1 Mathematics, Q2 MA)<br /> <br /> ; Manuel Graña, Emilio Corchado, Michal Wozniak<br /> :Special issue: HAIS 2010<br /> : Logic Journal of the IGPL 20(3):533-534<br /> : doi: 10.1093/jigpal/jzr001 [http://jigpal.oxfordjournals.org/content/early/2011/02/24/jigpal.jzr001.full.pdf]<br /> : Indice de impacto JCR(2009) 0.320 (2010) 0.458 (2011) 0.913 (2012) 1.136 (Q1 Logic, Q1 Mathematics, Q2 MA)<br /> <br /> <br /> ;G. García, J. Maiora A. Tapia, M. De Blas<br /> :Evaluation of Texture for Classification of Abdominal Aortic Aneurysm After Endovascular Repair<br /> :Journal of Digital Imaging 25(3):369-376<br /> :(ISI JCR 0.96) (2011) 1.255 (Q3 RNMMI)<br /> <br /> ; Manuel Graña, Ivan Villaverde, Jose Manuel Lopez-Guede, Borja Fernandez-Gauna<br /> : Lattice Independent Component Analysis for Appearance Based Mobile Robot Localization<br /> : Neural Computing and applications, 21(5) (2012): 1031-1042<br /> : Indice de impacto JCR (2009) 0.812 (2010) 0.563 (2011) 0.699 (Q3 CSAI) (2012) (Q3 CSAI) (2012) 1.168<br /> <br /> ==2011==<br /> <br /> ; Josu Maiora, Manuel Graña<br /> : A computer aided diagnostic system for survival analysis after EVAR treatment<br /> : Journal of Medical Informatics &amp; Technologies, (2011) 18:51-58<br /> <br /> ;Ivan Macia; Manuel Graña; Josu Maiora; Celine Paloc; Mariano de Blas<br /> :Detection of Type II Endoleaks in Abdominal Aortic Aneurysms After Endovascular Repair<br /> :Computers in Biology and Medicine 41(10): 871-880 [http://dx.doi.org/10.1016/j.compbiomed.2011.07.005]<br /> : ISI Impact JCR (2009) 1.269 (2010) 1.112 (2011) 1.089 (Q3 B, Q3 CSIA, Q3 EB, Q4 MCB)<br /> <br /> ;M. Graña, M. Termenon, A. Savio, A. Gonzalez-Pinto, J. Echeveste, J. M. Pérez, A. Besga<br /> :Computer Aided Diagnosis system for Alzheimer Disease using brain Diffusion Tensor Imaging features selected by Pearson’s correlation<br /> :Neuroscience letters,Volume 502, Issue 3, 20 September 2011, Pages 225-229 [http://dx.doi.org/10.1016/j.neulet.2011.07.049 on line]<br /> : Indice de impacto JCR (2010) 2.055 (2011) 2.105 (Q3 Neurosciences)<br /> <br /> ; Manuel Graña, Borja Fernandez-Gauna, Jose Manuel Lopez-Guede<br /> :Cooperative Multi-Agent Reinforcement Learning for Multi-Component Robotic Systems: guidelines for future research<br /> : Paladyn . Journal of Behavioral Robotics. [http://www.editorialmanager.com/paladyn/mainpage.html] 2(2):71-81 [[media:Draft-2011-07-01-Paladyn.MARLReview.Grana.Borja.pdf|draft]]<br /> <br /> ;A. Moujahid, A. d' Anjou, F. J. Torrealdea, and F. Torrealdea<br /> :Energy and information in Hodgkin-Huxley neurons<br /> :Phys. Rev. E 83, 031912 (2011)<br /> :Impact Factor: 2.400<br /> <br /> ;A. Moujahid, A. d' Anjou, F. J. Torrealdea, and F. Torrealdea<br /> :Efficient synchronization of structurally adaptive coupled Hindmarsh-Rose neurons<br /> :Chaos, Solitons and Fractals: the interdisciplinary journal of Nonlinear Science, and Nonequilibrium and Complex Phenomena, DOI:10.1016/j.chaos.2011.07.005 (2011)<br /> :Impact Factor: 1.72<br /> <br /> ; Alexandre Savio; Maria T Garcia-Sebastian; Darya Chyzhyk; Carmen Hernandez; Manuel Graña; Andone Sistiaga; Adolfo Lopez de Munain; Jorge Villanua<br /> : Neurocognitive disorder detection based on Feature Vectors extracted from VBM analysis of structural MRI<br /> : Computers in Biology and Medicine 41 (2011), pp. 600-610 [http://dx.doi.org/10.1016/j.compbiomed.2011.05.010 DOI]<br /> : ISI Impact JCR (2009) 1.269 (2010) 1.112 (2011) 1.089 (Q3 B, Q3 CSIA, Q3 EB, Q4 MCB)<br /> <br /> ;Borja Fernandez-Gauna, Jose Manuel Lopez Guede, Ekaitz Zulueta, Zelmar Echegoyen, Manuel Graña<br /> : Basic Results and Experiments on Robotic Multi-Agent System for Hose Deployment and Transportation <br /> : International Journal of Artificial Intelligence (IJAI) 6(S11):183-202 [http://www.ceserp.com/cp-jour/index.php?journal=ijai&amp;page=article&amp;op=view&amp;path%5B%5D=923]<br /> <br /> ;Ramón Moreno, Manuel Graña, Alicia d’Anjou<br /> :Illumination Source Chromaticity Estimation Based on Spherical Coordinates in RGB<br /> : Electronics letters, (2011) 47(1):28–30 [http://dx.doi.org/10.1049/el.2010.2735 DOI]<br /> : An implementation can be found in [[Illumination Source Chromaticity Estimation (ISC)]] <br /> : ISI JCR (2009) 0.970<br /> <br /> ;Manuel Graña, Darya Chyzhyk, Maite García-Sebastián, Carmen Hernández<br /> :Lattice Independent Component Analysis for functional Magnetic Resonance Imaging [[media:LICA-inf-sciences-marzo-2010.pdf|DRAFT]]<br /> : Information Sciences 181 (2011), pp. 1910-1928 <br /> :Impact factor JCR (2008): 3.095 (2009) 3.291 (2010) 2.836 (2011) 2.833 (Q1 CSIS) (2012) 3.643 (Q1 CSIS)<br /> : [http://dx.doi.org/10.1016/j.ins.2010.09.023 DOI]<br /> <br /> ;Javier Vaquero, Carlos Toro, Manuel Graña<br /> : Preserving Virtual Engineering Knowledge thorough the Product Life Cycle<br /> : Cybernetics &amp; Systems 42 (2): 124-138. <br /> : ISSN: 0196-9722 (Print), 1087-6553 (Online), Taylor and Francis publishers (2011)<br /> : ISI JCR (2009) 0.780 (2010) 0.662 (2011) 1.182 (Q2 CSC)<br /> : [[media:Draft jvaquero 2010.pdf|draft of the paper]]<br /> <br /> <br /> ; Ivan Villaverde, Manuel Graña<br /> :Neuro-Evolutionary mobile robot egomotion estimation with a 3D ToF camera<br /> : Neural Computing and applications 20(3): 345-354, [http://dx.doi.org/10.1007/s00521-010-0384-6 DOI]<br /> : ISI JCR (2008) 0.767 (2009) 0.812 (2010) 0.563 (2011) 0.699 (Q3 CSAI)<br /> <br /> ==2010==<br /> <br /> ; Miguel Angel Veganzones, Leonia Nunes, Domingos Lopes, Carmen Hernández and Manuel Graña<br /> : Implementation of an user-friendly interface of the Forest-BGC model for regional/global-scale researches<br /> : [http://www.inrb.pt/inia/silva-lusitana SILVA LUSITANA], Año XVIII, December 2010.<br /> : Instituto Nacional de Investigaçao Agraria (Eds.); Portugal.<br /> : ISSN 0870-6352.<br /> <br /> ;Borja Fernandez-Gauna, Jose Manuel Lopez-Guede, Ekaitz Zulueta, Manuel Graña <br /> :Learning hose transport control with Q-learning <br /> : Neural Network World 20(7):913-923 [http://www.nnw.cz/obsahy10.html]<br /> : ISI JCR 2009: 0.475 (2010) 0.511<br /> <br /> ;Alexandre Savio, Juliette Charpentier, Maite Termenón, Ann K. Shinn, Manuel Graña<br /> :Neural classifiers for schizophrenia diagnostic support on diffusion imaging data<br /> : Neural Network World 20(7):935-949 [http://www.nnw.cz/obsahy10.html]<br /> : ISI JCR 2009: 0.475 (2010) 0.511 (2011) 0.646 (Q4 CSAI)<br /> <br /> ;E. Irigoyen, M. Larrea, J. Valera, V. Gómez, F. Artaza<br /> :A Neuro‐Genetic Control Scheme application for industrial R^3 workspaces<br /> : Neural Network World 20(7):811-824 [http://www.nnw.cz/obsahy10.html]<br /> : ISI JCR 2009: 0.475 (2010) 0.511<br /> <br /> ;Maiora, J., Garcia, G., Tapia, A., Macia, I., Legarreta, J.H., Paloc, C., De Blas, M. &amp; Grana, M.<br /> :Thrombus Change Detection After Endovascular Abdominal Aortic Aneurysm Repair<br /> :International Journal of Computer Assisted Radiology and Surgery<br /> :Springer-Verlag, 2010, Vol. 5 (Suppl 1), pp. S15<br /> : IF JCR (2011) 1.481<br /> <br /> ; Iñigo Barandiaran, Celine Paloc, Manuel Graña<br /> :Real-time Optical Markerless Tracking for Augmented Reality Applications<br /> :J Real-Time Image Processing 5(2):129-138 [http://www.springerlink.com/content/1861-8200], doi [http://www.springerlink.com/content/x281360862565132/]<br /> : Impact factor JCR (2010): 0.962 (2011) 1.020 (Q3 CSAI, Q3 EEE, Q2 ISPT)<br /> <br /> ;Z. Echegoyen, I. Villaverde, R. Moreno, M. Graña, A. d’Anjou<br /> :Linked Multi-Component Mobile Robots: modeling, simulation and control<br /> : Robotics and Autonomous Systems 58(12) : 1292-1305<br /> :Impact Factor (2008): 1.214 (2009) 1.361 (2010) 1.313<br /> : DOI [http://dx.doi.org/10.1016/j.robot.2010.08.008]<br /> <br /> ; Ramón Moreno, Manuel Graña, Ekaitz Zulueta<br /> :An RGB Color Gradient following Color Constancy Preservation<br /> : Electronics Letters 46(13): 908--910<br /> : ISI JCR (2009) 0.970 (2010) 1.001<br /> <br /> ;Richard J Duro; Manuel Graña Romay; Javier de Lope Asiain,<br /> :On the Potential Contributions of Hybrid Intelligent Approaches to Multicomponent Robotic System Development [[media:14-04-09-Hais2008-Duro.pdf|draft]] <br /> : Information Sciences 180 (14):2635-2648<br /> : DOI [http://dx.doi.org/10.1016/j.ins.2010.02.005]<br /> : Impact factor JCR (2008): 3.095 (2009) 3.291 (2010) 2.833<br /> <br /> ; Andoni Beristain, Manuel Graña<br /> : A pruning algorithm for Voronoi Skeletons<br /> : Electronics Letters 46(1):39-41 <br /> :ISI JCR (2008) 1.140 (2009) 0.970 (2010) 1.001<br /> <br /> ;Manuel Graña, Alexandre M. Savio, Maite García-Sebastián, Elsa Fernández. <br /> :A Lattice Computing approach for On-line fMRI analysis, <br /> :Image and Vision Computing 28(7):1155-1161, July 2010, <br /> : DOI http://dx.doi.org/10.1016/j.imavis.2009.10.004<br /> :ISI JCR (2008) 1.496 (2009) 1.474 (2010) 1.525<br /> <br /> ==2009==<br /> <br /> ;Francisco J. Torrealdea, Cecilia Sarasola, Alicia d’Anjou, Abdelmalik Moujahid, N. Vélez de Mendizábal<br /> :Energy efficiency of information transmission by electrically coupled neurons<br /> :Biosystems, Volume 97, Issue 1, July 2009, Pages 60-71<br /> :Impact factor: 1.646<br /> <br /> ;Francisco J. Torrealdea, Cecilia Sarasola, Alicia d’Anjou<br /> :Energy consumption and information transmission in model neurons<br /> :Chaos, Solitons &amp; Fractals, Volume 40, Issue 1, 15 April 2009, Pages 60-68<br /> :Impact factor: 3.025 (2009) 3.315<br /> <br /> ;Maite García-Sebastián, Ana Isabel González, Manuel Graña<br /> :An Adaptive Field Rule for Non-parametric MRI Intensity Inhomogeneity Estimation Algorithm [http://dx.doi.org/10.1016/j.neucom.2008.12.034]<br /> :Neurocomputing 72 (2009) 3556–3569<br /> :DOI: doi:10.1016/j.neucom.2008.12.034<br /> : ISI JCR (2006) 0.860, (2007) 0.865, (2008) 1.234 (2009) 1.440<br /> :JCR (2008) 1.234<br /> <br /> ;Abdelmalik Moujahid, Blanca Cases, F.J. Olasagasti<br /> :Consensus dynamics in a dolphin social network<br /> :CEUR Workshop Proceedings, vol-442,2 (ISSN 1613-0073) <br /> <br /> ;Blanca Cases, F.Javier Olasagasti, Abdelmalik Moujahid, Alicia D'Anjou <br /> :Swarm Intelligence: una aplicación a la toma de decisiones colectivas<br /> :CEUR Workshop Proceedings, vol-442,6 (ISSN 1613-0073) <br /> <br /> ;Andoni Beristain, Manuel Graña.<br /> :Emotion Recognition Based on the Analysis of Facial Expressions.<br /> : New Mathematics and Natural Computation (NMNC), 5(2) pp.513-534 (world scientific press [http://www.worldscinet.com/nmnc/nmnc.shtml])<br /> <br /> ;Manuel Graña, Ivan Villaverde, José Orlando Maldonado, Carmen Hernandez<br /> :Two Lattice Computing approaches for the unsupervised segmentation of Hyperspectral Images<br /> : Neurocomputing, 72(2009):2111–2120<br /> : ISI JCR (2006) 0.860, (2007) 0.865, (2008) 1.234 (2009) 1.440<br /> : DOI 10.1016/j.neucom.2008.06.026<br /> <br /> ; Manuel Graña<br /> : Special issue on the Lattice Computing and Natural Computing track from JCIS 2007<br /> : Neurocomputing 72:2065–2066<br /> : ISI JCR (2006) 0.860, (2007) 0.865, (2008) 1.234 (2009) 1.440<br /> : DOI http://dx.doi.org/10.1016/j.neucom.2008.11.021<br /> <br /> ;Maite García-Sebastián, Carmen Hernandez, Alicia d'Anjou<br /> :Robustness of an Adaptive MRI Segmentation Algorithm Parametric Intensity Inhomogeneity Modeling [http://www.sciencedirect.com/science?_ob=ArticleURL&amp;_udi=B6V10-4V59VW3-8&amp;_user=984461&amp;_rdoc=1&amp;_fmt=&amp;_orig=search&amp;_sort=d&amp;view=c&amp;_acct=C000049823&amp;_version=1&amp;_urlVersion=0&amp;_userid=984461&amp;md5=706b7323a65e4074fdf4015bcb1a34d3]<br /> :Neurocomputing 72 (2009) 2146-2152. [[BibTeX]]<br /> : ISI JCR (2006) 0.860, (2007) 0.865, (2008) 1.234 (2009) 1.440<br /> : DOI 10.1016/j.neucom.2008.07.014<br /> <br /> ==2008==<br /> <br /> ;Pablo González-Nalda and Blanca Cases<br /> :Topos: Spiking neural networks for temporal pattern recognition in complex real sounds<br /> :Neurocomputing, (2008) 71(4-6) :721-732<br /> : JCR 2008 1.234 JCR 2009 1.440<br /> <br /> ;Ivan Villaverde, Zelmar Echegoyen, Manuel Graña<br /> : Neuro-Evolutive system for ego-motion estimation with a 3D camera<br /> : Australian Journal of Intelligent Information Systems, 10(1):59-70<br /> : ISSN 1321-2133<br /> <br /> ;Israel Rebollo, Manuel Graña<br /> : Aplicaciones de RFID<br /> : Novatica,195:42-46, sept. 2008, <br /> <br /> ; Jose Orlando Maldonado, Manuel Graña<br /> :Recycled paper visual indexing for quality control<br /> : Expert Systems with Applications, 45(4) pp 8807–8815<br /> : ISI JCR 2007 1.177- 2008 2.596 (Q1 CSAI, Q1 EEE, Q1 ORMS)<br /> : http://dx.doi.org/10.1016/j.eswa.2008.11.023<br /> <br /> ;Sanin, C., Toro, C., Vaquero, J., Szczerbicki, E. Posada, J. <br /> :Implementing Decisional DNA in Industrial Maintenance by a knowledge SOUPA Extension <br /> : Systems Science, Vol. 33 No. 2:61-68 <br /> : ISSN: 0137-1223, Wroclaw, Poland 2008.<br /> <br /> ;Toro, C ,Sanin, C. / Szczerbicki, E. / Posada, J. <br /> : Reflexive Ontologies: Enhancing Ontologies with self-contained queries <br /> :Cybernetics and Systems: An International Journal, 39: 1–19 <br /> :ISSN: 0196-9722 print, 1087-6553 online, USA 2008.<br /> : ISI JCR 2006 0.964<br /> <br /> ;Eloy Irigoyen, Miguel Pinzolas<br /> :Numerical bounds to assure initial local stability of NARX multilayer perceptrons and radial basis functions<br /> :Neurocomputing, 72; 539-547<br /> :ISSN: 0925-2312<br /> :ISI JCR 2008 1.745<br /> :http://dx.doi.org/10.1016/j.neucom.2007.11.018<br /> <br /> ==2007==<br /> <br /> ;Maite Garcia-Sebastián, Elsa Fernandez, M. Graña, Francisco J. Torrealdea<br /> :''A parametric gradient descent MRI intensity inhomogeneity correction algorithm'' (pdf [http://www.sciencedirect.com/science?_ob=ArticleURL&amp;_udi=B6V15-4NT84HV-2&amp;_user=984461&amp;_rdoc=1&amp;_fmt=&amp;_orig=search&amp;_sort=d&amp;_docanchor=&amp;view=c&amp;_searchStrId=940574918&amp;_rerunOrigin=google&amp;_acct=C000049823&amp;_version=1&amp;_urlVersion=0&amp;_userid=984461&amp;md5=112b05574e5ac5481a15297bb531da15])<br /> :Pattern Recognition Letters 28(13):1657-1666<br /> :Indicadores de calidad (Índice de Impacto o similares): JCR (2001, 2005, 2006, 2007) 0.552, 1.138 0.952 0.853<br /> <br /> ;Ivan Villaverde, Alicia d'Anjou, M. Graña<br /> :''Morphological Neural Networks and Vision Based Simultaneous Localization and Mapping''<br /> :Integrated Computer-Aided Engineering 14(4):355-363<br /> :Indicadores de calidad (Índice de Impacto o similares): JCR 2005 0.444, JCR 2006 0.236, JCR 2007 0.113, JCR 2008 0.617<br /> <br /> ;Toro, C. / Posada, J / Oyarzun, J / Falcón, J<br /> : Supporting the CAD Structural Design Process with knowledge based tools, <br /> :Journal of Cybernetics and systems, <br /> :ISBN 1087-6553 (electronic) 0196-9722 (paper), Taylor and Francis publishers, 2007.<br /> :Indicadores de calidad (Índice de Impacto o similares): JCR 2005 0.681, JCR 2006 0.964, JCR 2007 0.655<br /> <br /> ;Sanin, C. / Szczerbicki, E. / Toro, C. <br /> : An OWL Ontology of Set of Experience Knowledge Structure <br /> : Journal of Universal Computer Science , Volume 13, number 2, pages 209-223, 2007<br /> <br /> ; EKAITZ ZULUETA GUERRERO; PEDRO MARIA IRIONDO BENGOA; JOSE MANUEL LOPEZ GUEDE; Ander Etxeberria <br /> : Entropy Analysis for Stochastic System Control<br /> : INTERNATIONAL JOURNAL OF FACTORY AUTOMATION, ROBOTICS AND SOFT COMPUTING 2(2): 88-92<br /> <br /> ==2006==<br /> <br /> ;F.J. Torrealdea, A. d'Anjou, Manuel Graña, C. Sarasola<br /> :''Energy aspects of the synchronization of model neurons''<br /> : Physical Review E 74:011905<br /> :Indicadores de calidad (Índice de Impacto o similares): JCR 2006 2.438<br /> <br /> ;Toro, C. Posada, J Wundrak, S Stork, A<br /> : Improving Virtual Reality Applications in CAD through Semantics,<br /> :The International Journal of Virtual Reality, 2006, volume 5, Number 4, pages 39-46<br /> <br /> ;Posada, J. / Wundrak, S. / Toro, C. / Stork, A. <br /> : Using Ontologies and STEP standards for the semantic simplification of CAD models in different engineering domains <br /> : Journal of Applied Ontology, Volume 1, Number 3-4/2006, pp. 263-279<br /> <br /> ==2005==<br /> <br /> ; Gurutze Arzamendi, Alicia d'Anjou, Manuel Graña, José R. Leiza, José M. Asua<br /> : ''Model reduction in emulsion polymerization using hybrid first principles/artificial neural networks models 2a Long Chain Branching Kinetics''<br /> : Macromolecular Theory and Simulations 14:125-132<br /> :Indicadores de calidad (Índice de Impacto o similares): JCR 2005 1.544<br /> <br /> ; C. Sarasola, A. d'Anjou, F.J. Torrealdea, Manuel Graña<br /> : ''Minimization of the energy flow in the synchronization of nonindentical chaotic systems''<br /> : Physical Review E 72:026223<br /> : Indicadores de calidad (Índice de Impacto o similares): JCR 2005 2.418<br /> <br /> ;C. Sarasola, , A. d'Anjou, F. J. Torrealdea and A. Moujahid<br /> : ''Energy-like functions for some dissipative chaotic systems.'' <br /> : Int. J. Bifurcation and Chaos 15(8), 2507-2521<br /> : Indicadores de calidad (Índice de Impacto o similares): JCR 2005 0.845<br /> <br /> ; A. d'Anjou, C. Sarasola, , F. J. Torrealdea. <br /> : ''On the characterization of different synchronization stages by energy considerations.''<br /> : Journal of Physics: Conference Series, 23, 238–251<br /> <br /> ;Blanca Cases and Manuel Alfonseca<br /> :Towards a proof of the decidability of the momentary stagnation of the growth function of D0L systems<br /> :Theoretical Computer Science, Volume 341, Issues 1-3, 5 September 2005, Pages 247-262<br /> : Indicadores de calidad (Índice de Impacto o similares): JCR 2005 0.743<br /> <br /> ;Posada, J. / Wundrak, S. / Toro, C. / Stork, A. <br /> : Using Ontologies and STEP standards for the semantic simplification of CAD models in different engineering domains <br /> : Journal of Applied Ontology, Volume 1, Number 3-4/2006, pp. 263-279<br /> <br /> ==2004==<br /> <br /> ; M. Graña, J. Gallego, C. Hernandez<br /> : ''A Single Individual Evolutionary Strategy for Endmember Search in Hyperspectral Images.''<br /> :Information Sciences, Int. J 161(3-4):181-197<br /> :Indicadores de calidad (Índice de Impacto o similares): JCR (2001,2003, 2005) 0.264, 0.447, 0.723<br /> <br /> ;B. Raducanu, Manuel Graña, F.X. Albizuri, A. d'Anjou<br /> : ''A Probabilistic Hit-and-Miss Tranform for Face Localization''<br /> :Pattern Análisis and Applications 7:117-127<br /> :Indicadores de calidad (Índice de Impacto o similares): JCR 2004 0.803<br /> <br /> ;Elsa Fernandez, Manuel Graña, Jesús Ruiz-Cabello<br /> : ''On a Gradient Based Evolution Strategie For Parametric Illumination Correction''<br /> :Electronics Letters 40(9):531-532<br /> :Indicadores de calidad (Índice de Impacto o similares): JCR 2004 0.968<br /> <br /> ;Cecilia Sarasola, Francisco J. Torrealdea, Alicia d'Anjou, A. Moujahid, Manuel Graña<br /> : ''Energy balance in feedback synchronization of chaotic systems''<br /> : Physical review E 69-011606<br /> :Indicadores de calidad (Índice de Impacto o similares): JCR 2004 2.352<br /> <br /> ==2003==<br /> <br /> ; F. Xabier Albizuri, Manuel Graña, Bogdan Raducanu <br /> :Statistical transmission delay guarantee for nonreal-time traffic multiplexed with real-time traffic<br /> :Computer Communications 26 (2003) 1365–1375<br /> : Indicadores de calidad, JCR (2005) 0.556 (2009) 0.933<br /> <br /> ; M. Graña, P. Sussner, G.X. Ritter<br /> : [[media:Grana-sussner-ritter-2003-mathware.pdf|Innovative Applications of Associative Morphological Memories]]<br /> : Mathware &amp; Soft Computing 10(3):155-168<br /> : [http://ic.ugr.es/Mathware/index.php/Mathware/issue/view/6 journal web page]<br /> <br /> ;A. d'Anjou, F. J. Torrealdea, J.R. Leiza, J.M. Asua, G. Arzamendi <br /> : ''Model reduction in emulsion polymerization using Hybrid First-Principles/Artificial Neural Networks models''<br /> : Macromolecular Theory and Simulation 12:42-56<br /> : indicadores de calidad, JCR (2005) 1.544 (2006) 1.073 (2007) 1.792 (2008) 1.912 (2009) 1.683<br /> <br /> ; C. Sarasola, F.J. Torrealdea, A. d'Anjou, A. Moujahid and M. Graña<br /> : ''Feedback synchronization of chaotic systems''<br /> : Int. J. Bifurcation and Chaos 13(1):177-191<br /> :Indicadores de calidad (Índice de Impacto o similares): JCR 2003 1.014<br /> <br /> ;B. Raducanu, M. Graña, F.X. Albizuri<br /> : ''Morphological Scale Spaces and Associative Morphological Memories: Results on Robustness and Practical Applications''<br /> : Journal of Mathematical Imaging and Vision 9(2):113-131<br /> :Indicadores de calidad (Índice de Impacto o similares): JCR (2003, 2005) 0.617,2.197<br /> <br /> ;C. Sarasola, F.J. Torrealdea, A. d’Anjou, A. Moujahid, M. Graña,<br /> : ''Nonzero error synchronization of chaotic systems via dynamic coupling''<br /> : Physica D 177(1-4):39-49<br /> :Indicadores de calidad (Índice de Impacto o similares): JCR 2002,2003:1.144,1.014<br /> <br /> ;R. Perez de Alejo, J. Ruiz-Cabello, M. Cortijo, I. Rodriguez, I. Echave, J. Regadera, J. Arrazola, P. Avilés, P. Barreiro, D. Gargallo, M. Graña<br /> : ''Computer- Assisted Enhanced Volumetric Segmentation Magnetic Resonance Imaging Data Using a Mixture of Artificial Neural Networks''<br /> : Magnetic Resonance Imaging 21:901-912<br /> :Indicadores de calidad (Índice de Impacto o similares): JCR 2003 1.420<br /> <br /> ; JOSE MARIA GONZALEZ DE DURANA GARCIA; TEODORO RICO PASTRANA; EKAITZ ZULUETA GUERRERO<br /> : HYBRID MODELING OF OPEN LOOP DC-DC CONVERTERS.<br /> : FACING 11(2): 41--47<br /> <br /> ==2002==<br /> <br /> ;C. Sarasola, F.J. Torrealdea, A. d'Anjou, M. Graña<br /> : ''Cost of synchronizing different chaotic systems''<br /> : Mathematics and Computers in Simulation 58:309-327<br /> :Indicadores de calidad (Índice de Impacto o similares): JCR (2001,2005): 0.253,0.554<br /> <br /> ; Jesús Ruiz-Cabello, Javier Regadera, Carmen Santisteban, Manuel Graña, Rigoberto Pérez de Alejo, Imanol Echave, Pablo Avilés, Ignacio Rodriguez, Inmaculada Santos, Domingo Gargallo, Manuel Cortijo<br /> : ''Monitoring actute inflammatory processes in the mouse muscle by MR imaging and spectroscopy: a comparision with pathological results''<br /> : NMR in Biomedicine 15:204-214<br /> :Indicadores de calidad (Índice de Impacto o similares): JCR (2002,2005) 2.160, 2.469<br /> <br /> ==2001==<br /> <br /> ; B. Raducanu, M. Graña, F.X. Albizuri, A. D'Anjou<br /> : ''Face localization based on the morphological multiscale fingerprints''<br /> : Pattern Recognition Letters 22:359-371<br /> :Indicadores de calidad (Índice de Impacto o similares): JCR (2001, 2005) 0.552, 1.138<br /> <br /> ;A.I. Gonzalez, M. Graña, J. Ruiz-Cabello, A. d'Anjou<br /> : ''Experimental results of an Evolution-based Adaptation Strategy for VQ Image Filtering'' [[media:IS2001_Evolution_VQfilter.pdf|pdf]]<br /> : Information Sciences, Int. J. 133 (3-4):249-266<br /> :Indicadores de calidad (Índice de Impacto o similares): JCR (2001,2003, 2005) 0.264, 0.447, 0.723<br /> <br /> ; M.C. Hernandez, F.X Albizuri, A. d'Anjou, M. Graña, F.J. Torrealdea<br /> : ''Efficient solution of MAX-SAT and SAT via higher order Boltzmann Machines''<br /> : Investigacion Operacional 22(1):67-78<br /> :Indicadores de calidad (Índice de Impacto o similares): <br /> :Editorial y Lugar de publicación: Dept. Matematica Aplicada, Fac. Matematica y Computación, Universidad de la Habana<br /> <br /> ;Israel Rebollo, Manuel Graña y Carmen Hernández<br /> :APLICACION DE ALGORITMOS ESTOCASTICOS DE OPTIMIZACION AL PROBLEMA DE LA DISPOSICION DE OBJETOS NO-CONVEXOS. [[http://rev-inv-ope.univ-paris1.fr/files/22201/IO-22201-11.pdf]]<br /> : Investigacion Operacional 22(2):184-192<br /> :Indicadores de calidad (Índice de Impacto o similares): <br /> :Editorial y Lugar de publicación: Dept. Matematica Aplicada, Fac. Matematica y Computación, Universidad de la Habana<br /> <br /> ; A. d'Anjou,C. Sarasola, F.J. Torrealdea, R. Orduna, M. Graña<br /> : ''Parameter adaptive identical synchronization disclosing Lorenz chaotic mask''<br /> : Physical Review E E63-046213<br /> :Indicadores de calidad (Índice de Impacto o similares): JCR Science Edition Impact Factor 2.202, (JCR 2002 2.397)<br /> <br /> ; S. O. Anchorena, B. Cases<br /> : ''Modeling Chaotic Series by Simple Eco-Grammar Systems with Reproduction, Death and Maturation of Agents.''<br /> : Grammars, vol. 6 num. 3, pp. 155-168 (2003)<br /> : EE: http://www.springerlink.com/content/n68251124147700r/<br /> <br /> ==2000==<br /> <br /> ;A.I. Gonzalez, M. Graña, F.X. Albizuri, A. D'Anjou, F.J. Torrealdea<br /> : A Near Real-Time Evolution-based Adaptation Strategy for Dynamic Color Quantization of Image Sequences [[media:IS2000_Evolution_CQ_image_sequence.pdf|pdf]]<br /> : Information Sciences, Int. J. 122:161-183<br /> :Indicadores de calidad (Índice de Impacto o similares): JCR (2003, 2005) 0.447, 0.723<br /> <br /> ;J. Ruiz Cabello, I Rodriguez, P. Avilés, M. Graña, I. Echave, J. Regadera, D. Gargallo, M. Cortijo<br /> : Magnetic resonance imaging to monitor the biology of inflammation<br /> : European Biophysics Journal 29(4-5):363<br /> :Indicadores de calidad (Índice de Impacto o similares): JCR (2001,2005) 1.917,1.811 <br /> :ISSN: 0175-7571<br /> <br /> ;I Rodriguez, M. Graña, I. Echave, P. Barreiro, M. Cortijo, J. Ruiz Cabello<br /> : MR image processing using neural networks and vector quantization<br /> : Magnetic Resonance Materials in Physics, Biology and Medicine (MAGMA) 11 (supl. 1):143<br /> :Indicadores de calidad (Índice de Impacto o similares): JCR 2003 1.836<br /> <br /> ;F.X. Albizuri, A.I. Gonzalez, M. Graña, A. D'Anjou<br /> : ''Neural learning for distributions on categorical data''[[media:Albizuri2000_Neural_learning.pdf|pdf]]<br /> : Neurocomputing 34:1-9<br /> :Indicadores de calidad (Índice de Impacto o similares): JCR (2001, 2005) 0.534, 0.790<br /> <br /> ==1999==<br /> <br /> ;J.A. Lozano, P. Larrañaga, M. Graña, F.X. ALbizuri<br /> : ''Genetic Algorithms: bridging the convergence gap''<br /> : Theoretical Computer Science 229:11-22<br /> : Indicadores de calidad (Índice de Impacto o similares): JCR 2005 0.743<br /> <br /> ;A.I. Gonzalez, M. Graña, M. Cottrell<br /> : ''Basic competitive neural networks as adaptive mechanisms for non-stationary color quantization'' [[media:Ai-gonzalez-neural-computing-appl-1999.pdf|pdf]]<br /> : Neural Computing and Applications 8: 347-367<br /> : Indicadores de calidad (Índice de Impacto o similares): JCR 2005 0.403<br /> <br /> ==1998==<br /> <br /> ; A. I. Gonzalez, M. Graña<br /> : ''Una estrategia evolutiva para clustering no estacionario''<br /> : Inteligencia Artificial, Revista Iberoamericana de Inteligencia Artificial, 2(5): 68-73<br /> <br /> ;A. I. Gonzalez, M. Graña, A. D'Anjou, F.X. Albizuri, F.J Torrealdea<br /> : ''A comparison of experimental results with a Evolution Strategy and Competitive Neural Networks for near real-time Color Quantization of image sequences'' [[media:AppInt1998_Evol_CNN_CQ_sequences.pdf|pdf]]<br /> : Applied Intelligence 8 (1): 43-51<br /> :Indicadores de calidad (Índice de Impacto o similares): JCR Science Edition Impact Factor 0.9<br /> <br /> ==1997==<br /> <br /> ; M. Graña, A. D´Anjou, F.J. Torrealdea<br /> : User expectations for the intelligent blackboard [[media:M-grana-displays-1997.pdf|pdf]]<br /> : Displays 17 (3-4): 143-146<br /> : Indicadores de calidad (Índice de Impacto o similares): JCR Science Edition Impact Factor: 0.947, JCR 2007 1.179<br /> <br /> ; A. I. Gonzalez, M. Graña, A. D´Anjou, F.X. Albizuri, M. Cottrell<br /> : A sensitivity analysis of the Self Organizing Map as an Adaptive One-pass Non-stationary Clustering algorithm: the case of Color Quantization of image sequences [[media:NPL1997_SOM_onepass_nonstat_clustering.pdf|pdf]]<br /> : Neural Processing Letters 6: 77-89<br /> :Indicadores de calidad (Índice de Impacto o similares): JCR Science Edition Impact Factor 0.701<br /> <br /> ; F.X. Albizuri, A. D'Anjou, M. Graña, P. Larrañaga<br /> : Structure of the high-order Boltzmann Machine from Independence Maps<br /> : IEEE trans. Neural Networks 8 (6): 1351-1358<br /> : Indicadores de calidad (Índice de Impacto o similares): JCR Science Edition Impact Factor 2.205<br /> <br /> ; M. Graña, A. D'Anjou , F.X. Albizuri, M. Hernandez, F. J. Torrealdea, A.I. Gonzalez<br /> : Experiments of fast learning with High Order Boltzmann Machines [[media:Grana-HOBM-appl-int-1997.pdf|pdf]]<br /> : Applied Intelligence 7 (4): 287-303<br /> :Indicadores de calidad (Índice de Impacto o similares): JCR 2005 Science Edition Impact Factor 0.569<br /> <br /> ==1996==<br /> <br /> ; F.X. Albizuri, A. D'Anjou , M. Graña,J.A. Lozano<br /> : Convergence properties of High-Order Boltzmann Machines<br /> : Neural Networks 9(9): 1561-1567<br /> : Indicadores de calidad (Índice de Impacto o similares): JCR Science Edition Impact Factor 1.665<br /> <br /> ;M. Graña, A. D'Anjou , F.X. Albizuri, J.A. Lozano, P. Larrañaga, Y. Yurramendi, M. Hernandez, J.L. Jimenez, F. J. Torrealdea, M. Poza, A.I. Gonzalez<br /> : Experimentos de aprendizaje con Máquinas de Boltzmann de alto orden [[media:Inf-y-automatica-exp-HOBM-96.pdf|draft]]<br /> : Informática y Automática 29(4): 42-57<br /> <br /> ==1995==<br /> <br /> ;A. I. González , M. Graña - A. D'Anjou<br /> : An analysis of the GLVQ algorithm [[media:IEEENN95_analysis_GLVQ.pdf|pdf]]<br /> : IEEE Transactions on Neural Netwoks 6 (4): 1012-1016<br /> :Indicadores de calidad (Índice de Impacto o similares): JCR 2005 Science Edition Impact Factor 2.205<br /> <br /> ; F. X. Albizuri - A. D'Anjou - M. Graña - F. J. Torrealdea - M. C. Hernández<br /> : The high order Boltzmann machine: learned distribution and topology<br /> : IEEE Transactions. on Neural Networks 6 (3): 767-770<br /> :Indicadores de calidad (Índice de Impacto o similares): JCR 2005 Science Edition Impact Factor 2.205<br /> <br /> ; M. Graña - A. D'Anjou - A. I. González - F. X. Albizuri - M. Cottrell<br /> : Competitive stochastic neural networks for vector quantization of images [[media:Neurocomputing95_CSNN_VQ.pdf|pdf]]<br /> : Neurocomputing 7: 187-195<br /> : Indicadores de calidad (Índice de Impacto o similares): JCR 2005 Science Edition Impact Factor 0.790<br /> <br /> ==1993==<br /> <br /> ;Alicia D'Anjou - Manuel Graña - Fco. Javier Torrealdea - Mª Carmen Hernández<br /> : Solving satisfiability via Boltzmann machines [[media:Danjou-pami-1993.pdf|pdf]]<br /> : IEEE Transactions on pattern analysis and machine intelligence, 15:514-521<br /> :Indicadores de calidad (Índice de Impacto o similares): JCR 2005 2.923<br /> <br /> ==1992==<br /> <br /> ;Alicia D'Anjou - Manuel Graña - Fco. Javier Torrealdea - Mª Carmen Hernández<br /> : Máquinas de Boltzmann para la resolución del problema de la satisfacibilidad en el cálculo proposicional<br /> : Revista Española de Informática y Automática 24: 40-49<br /> <br /> ==1987==<br /> <br /> ;Luis M. Alonso - Manuel Graña<br /> : Formal techniques and concurrent systems<br /> : Communications ACM 30: 752-753<br /> Indicadores de calidad (Índice de Impacto o similares): ISI JCR (2008) 2.646<br /> <br /> ==1986==<br /> <br /> ;Manuel Graña - Fco. Javier Torrealdea<br /> : Hierarchically structured Systems [[media:Grana-torrealdaea-1986.zip|scan]] [[media:Grana-torrealdea-1986.pdf|scan compressed]]<br /> : European Journal of Operational Research 25:20-26<br /> Indicadores de calidad ISI JCR: (2008) 1.627, <br /> <br /> ; Fco. Javier Torrealdea - Manuel Graña - Fernando Ferreres<br /> : A comparison between stochastic and deterministic simulation<br /> : Advances in Modelling and Simulation (AMSE press) 5:15-32<br /> :Indicadores de calidad (Índice de Impacto o similares):<br /> <br /> ; T. Alvarez - J. J. Dolado - M. Graña - I. Sukia - F. J. Torrealdea<br /> : Una versión de GPSS<br /> : Revista Española de Informática y Automática 19:45-59<br /> : Indicadores de calidad (Índice de Impacto o similares):<br /> <br /> ==1984==<br /> <br /> ;Fco. Javier Torrealdea - Manuel Graña<br /> : Some ideas for a history dynamics model.<br /> : Dynamica 10: 103-106 [http://www.systemdynamics.org/dynamica/articles/102/5.pdf]<br /> :Originalmente editada por el Bradford System Dynamics group fue posteriormente asumida por la System Dynamics Society y convertida en la actual The International Journal of System Dynamics, manteniendo los fondos bibliograficos asociados a Dynamica.<br /> : [http://www.systemdynamics.org/conferences/1983/proceed/parallel-vol2/torre913.pdf la publicación en la conferencia de System Dynamics que dió lugar al artículo]</div> Borja.ayerdi https://ehu.eus/ccwintco/index.php?title=Revistas&diff=18281 Revistas 2015-11-21T18:12:04Z <p>Borja.ayerdi: /* submitidos sin decision */</p> <hr /> <div>[[media:Revistas-GIC-1984-2009.bib.zip|bib de revistas hasta 2009]]<br /> ==submitidos sin decision==<br /> <br /> <br /> ; Dacosta-Aguayo R, Graña M, Falcón C, Fernández-Andújar M, López-Cancio E, Cáceres C, Bargalló N, Barrios M, Clemente IC, Torán Pera, Forés Rosa, Dávalos A, Tibor A and Mataró M<br /> :Multimodal imaging of the healthy contralesional hemisphere provides insight into neural, functional and cognitive recovery in ischemic stroke patients<br /> <br /> ;Jose Manuel Lopez-Guede, Borja Fernandez-Gauna, Manuel Graña, Ekaitz Zulueta<br /> :Further Results Learning Hose Transport Control with Q-learning<br /> : Journal of Physical Agents (aceptado con revisiones)<br /> <br /> ; Borja Ayerdi, Manuel Grana<br /> : Adaptive Hybrid Extreme Rotation Forest<br /> : Transactions on Neural Networks and Learning Systems<br /> <br /> ;Rosalia Dacosta Aguayo, PhD student; Tibor Auer; Manuel Graña; Carles Falcon; Marina Fernández-Andújar; Elena López-Cancio; Cynthia Cáceres; Nuria Bargalló; Maite Barrios; IC Clemente; Toran Pera; Rosa Fores; Antoni Dávalos; Maria Mataró<br /> :Multimodal imaging of the healthy contralesional hemisphere provides insight into neural, functional and cognitive recovery in ischemic stroke patients<br /> : Plos One<br /> <br /> ;JULIAN ESTEVEZ, JM. LOPEZ-GUEDE, MANUEL GRAÑA<br /> : Particle Swarm Optimization quadrotor control for cooperative aerial transportation of deformable linear objects<br /> : CBS<br /> <br /> ;J. David Nuñez-Gonzalez, Manuel Graña, Michał Wozniak<br /> :Heuristic Harmony Search for Influence Maximization in Social Networks<br /> : EAAI<br /> <br /> ==aceptados ==<br /> <br /> ;Borja Ayerdi, Manuel Graña<br /> : &quot;Hyperspectral Image Analysis by Spectral-Spatial Processing and Anticipatively Tuned Hybrid Extreme Rotation Forest Classification&quot;<br /> : ''Transactions on Geoscience and Remote Sensing (TGARS)''<br /> : JCR 2014 - 3.514<br /> <br /> <br /> <br /> ;Ariadna Besga, Itxaso González-Ortega, Enrique Echeburúa, Alexandre Savio, Borja Ayerdi, Darya Chyzhyk, Jose LM Madrigal, Juan C. Leza, Manuel Graña, Ana González-Pinto<br /> : &quot;Discrimination between Alzheimer’s Disease and Late Onset Bipolar Disorder using multivariate analysis&quot;<br /> : ''Frontiers in Aging Neuroscience''<br /> : JCR 2014 - 4.000<br /> <br /> <br /> ;Jose Manuel Lopez-Guede, Aitor Moreno-Fernandez-de-Leceta, Alexeiw Martinez-Garcia, Manuel Graña <br /> :Lynx: Automatic elderly behavior prediction in home tele care [http://www.hindawi.com/journals/bmri/aip/201939/]<br /> : Biomed Research International (Hindawi) (aceptado 22 oct)<br /> <br /> <br /> <br /> ; Medrano M, Maiz E, Maldonado-Martín S, Arenaza L, Rodríguez-Vigil B, Ortega FB, Ruiz JR, Larrarte E, Díez I, Sarasúa A, Tobalina I, Barrenechea L, Pérez-Asenjo J, Kannengiesser S, Manhães-Savio A, Echaniz O, Labayen I<br /> : The effect of a multidisciplinary intervention program on hepatic adiposity in overweight-obese children: protocol of the EFIGRO study<br /> : Contemporary Clinical Trials<br /> : Article accepted for publication: 21 Sep 2015<br /> : DOI: 10.1016/j.cct.2015.09.017<br /> <br /> <br /> <br /> ;I. Macía, M. de Blas, J.H. Legarreta, L. Kabongo, O. Hernández, J.M. Egaña, J.I. Emparanza, A. García-Familiar, M. Graña<br /> :Standard and Fenestrated Endograft Sizing in EVAR Planning: Description and Validation of a Semi-automated 3D Software<br /> : Computerized Medical Imaging and Graphics [http://www.sciencedirect.com/science/article/pii/S0895611115000099] [http://www.journals.elsevier.com/computerized-medical-imaging-and-graphics/] (accept 16 enero 2015)<br /> : JC· 2013 1.496 (Q3 RNMMI)<br /> <br /> <br /> <br /> ;Fernández-Andújar M, Doornink F, Dacosta-Aguayo R, Soriano-Raya JJ, Miralbell J, Bargalló N, López-Cancio E, Pérez de la Ossa N, Gomis M, Millán M, ;Barrios M, Cáceres C, Clemente I, Dávalos A, Mataró M <br /> : Remote thalamic microstructural abnormalities related to cognitive function in ischemic stroke patients <br /> : Neuropsychology (aceptado 4 de abril 2014)<br /> : JCR (2012): 3.477 (Q1)<br /> <br /> ;Maria Mataró, Juan José Soriano-Raya, Jorge López-Olóriz, Júlia Miralbell, Rosalia Dacosta-Aguayo<br /> :CEREBROVASCULAR MARKERS IN LOWERED COGNITIVE FUNCTION<br /> :Journal of Alzheimer Disease, (accepted)<br /> :JCR (2013) 3.612 (Q1 clinical neu.)<br /> <br /> == online first==<br /> <br /> ;Ariadna Besga-Basterra, Darya Chyzhyk, Itxaso González-Ortega, Alexandre Savio, Borja Ayerdi, Jon Echeveste, Manuel Graña, Ana González-Pinto<br /> : Eigenanatomy on fractional anisotropy imaging provides white matter anatomical features discriminating between Alzheimer’s Disease and Late Onset Bipolar Disorder<br /> : Current Alzherimer Research, (accepted) [http://benthamscience.com/journals/current-alzheimer-research/article/136980/]<br /> : JCR (2013) 3.796 (Q1 Clin Neurol, Q2 Neurosciences) (2014) 3.889<br /> <br /> <br /> ;PAWEL KSIENIEWICZ, DARIUSZ JANKOWSKI, BORJA AYERDI, KONRAD JACKOWSKI, MICHAL WOZNIAK, MANUEL GRANA<br /> :A Novel Hyperspectral Segmentation Algorithm - Concept and Evaluation<br /> : Logic journal IGPL (aceptado noviembre 2014) [http://jigpal.oxfordjournals.org/content/early/2014/12/29/jigpal.jzu045.short]<br /> : JCR 2013 0.530 (Q2 Logic, Q3 Mathematics, Q4 MA) (2014) 0.461 (Q3 Logic, Q3 Mathematics, Q4 MA)<br /> <br /> ;Maite Termenon, Manuel Graña, Alexandre Savio, Anton Akusok, Yoan Miche, Amaury Lendasse<br /> :Brain MRI Morphological Patterns Extraction Tool based on Extreme Learning Machine and Majority Vote Classification<br /> :Neurocomputing (aceptado 6 de marzo) [http://www.sciencedirect.com/science/article/pii/S0925231215011388]<br /> <br /> ; Borja Ayerdi, Manuel Graña<br /> : Hyperspectral Image Nonlinear Unmixing and Reconstruction by ELM Regression Ensemble<br /> : Neurocomputing [http://www.sciencedirect.com/science/article/pii/S0925231215011339]<br /> : doi 10.1016/j.neucom.2015.04.10<br /> <br /> ; Manuel Graña, Darya Chyzhyk<br /> : Image Understanding Applications of Lattice Auto-Associative Memories <br /> : IEEE Transactions on Neural Networks and Learning Systems, (aceptdo 24 julio) [[http://ieeexplore.ieee.org/xpl/articleDetails.jsp?arnumber=7210195 online]]<br /> : DOI 10.1109/TNNLS.2015.2461451<br /> : JCR (2014) 4.291 (Q1 CSAI)<br /> <br /> ==2015==<br /> <br /> <br /> ; Alexandre Savio, Manuel Graña<br /> :Local Activity Features for Computer Aided Diagnosis of Schizophrenia on resting-state fMRI<br /> :Neurocomputing (aceptado 10 enero 2015) [http://authors.elsevier.com/sd/article/S0925231215002970] Volume 164, 21 September 2015, Pages 154–161<br /> : DOI 10.1016/j.neucom.2015.01.079<br /> : JCR 2013 2.005 (Q1 CSAI) (2014) 2.083 (Q2 CSAI)<br /> <br /> <br /> ; Manuel Graña, Eider Sanchez, Michal Woazniak<br /> : Special issue on innovations in medicine and healthcare<br /> : Biosystems Engineering, Volume 138, October 2015, Pages 1–3 [http://www.sciencedirect.com/science/article/pii/S1537511015001099]<br /> : DOI 10.1016/j.biosystemseng.2015.06.009<br /> <br /> ;Borja Fernandez-Gauna; Jose Manuel Lopez-Guede; Ismael Etxeberria-Agiriano; Igor Ansoategi; Manuel Graña<br /> :Reinforcement Learning endowed with safe veto policies to learn the control of L-MCRS<br /> :Information Sciences Volume 317, 1 October 2015, Pages 25–47 [http://www.sciencedirect.com/science/article/pii/S002002551500273X]<br /> : DOI 10.1016/j.ins.2015.04.005<br /> : JCR (2014) 4.038 (Q1 CSAI)<br /> <br /> ;Lopez-Guede, Jose M.; Fernandez-Gauna, Borja; Graña, Manuel; Zulueta, Ekaitz; <br /> :Training Multi-agent systems by Q-learning: approaches and empirical results<br /> : Computational Intelligence vol 31 num 3 pp. 498-512 [http://onlinelibrary.wiley.com/doi/10.1111/coin.12035/abstract]<br /> : DOI: 10.1111/coin.12035<br /> : JCR (2012) 1.000 (Q3 CSAI) (2013) 0.870 (2014) 0.673<br /> <br /> ;J. David Nuñez-Gonzalez, Manuel Graña, Bruno Apolloni, <br /> :Reputation Features for Trust Prediction in Social Networks, <br /> :Neurocomputing Volume 166, 20 October 2015, Pages 1–7 [http://www.sciencedirect.com/science/article/pii/S0925231215005494]<br /> : DOI 10.1016/j.neucom.2014.10.099<br /> : JCR 2013 2.005 (Q1 CSAI) (2014) 2.083 (Q2 CSAI)<br /> <br /> ;Ion Marques, Manuel Graña, Anna Kamińska-Chuchmała, Bruno Apolloni, <br /> :An experiment of subconscious intelligent social computing on household appliances, <br /> :Neurocomputing, Volume 167, 1 November 2015, Pages 32–43 (aceptado agosto 2014) [http://www.sciencedirect.com/science/article/pii/S0925231215005718]<br /> : DOI 10.1016/j.neucom.2014.08.103<br /> : JCR 2013 2.005 (Q1 CSAI) (2014) 2.083 (Q2 CSAI)<br /> <br /> ; Darya Chyzhyk, Alexandre Savio, Manuel Graña<br /> : Computer Aided Diagnosis of Schizophrenia on resting state fMRI data by Ensembles of ELM<br /> : Neural Networks Volume 68, August 2015, Pages 23–33. [http://www.sciencedirect.com/science/article/pii/S0893608015000805]<br /> : DOI information: 10.1016/j.neunet.2015.04.002 <br /> : JCR (2013) 2.076 (Q1 CSAI, Q3 Neurosciences) (2014) 2.708<br /> <br /> ; Chyzhyk D, Graña M, Öngür D, Shinn AK. <br /> : Discrimination of Schizophrenia Auditory Hallucinators by Machine Learning of Resting-State Functional MRI. <br /> : International Journal of Neural Systems 25(3):1550007, 2015. [[media: Chyzhyk-IJNS-2015.pdf|pdf]] [http://www.worldscientific.com/doi/abs/10.1142/S0129065715500070?src=recsys&amp;journalCode=ijns&amp;]<br /> : JCR 2013 6.056 (Q1 CSAI) (2014) 6.507<br /> <br /> ;A. Suberbiola, E. Zulueta, J.M. Lopez-Guede, I. Etxeberria-Agiriano, and M. Graña<br /> : Arm Orthosis/Prosthesis Movement Control Based on Surface EMG Signal<br /> : International Journal of Neural Systems 25(3):1550009 [http://www.worldscientific.com/doi/10.1142/S0129065715500094] (2015)<br /> : JCR 2013 6.056 (Q1 CSAI) (2014) 6.507<br /> <br /> ; MANUEL GRAÑA, J. DAVID NUÑEZ-GONZALEZ, LEIRE OZAETA, ANNA KAMIŃSKA-CHUCHMAŁA<br /> :Experiments of Trust Prediction in Social Networks by Artificial Neural Networks [http://www.tandfonline.com/doi/full/10.1080/01969722.2015.1007725#.VRJqFkvXmlI]<br /> : Cybernetics and Systems Volume 46, Issue 1-2, 2015 pages 19-34<br /> : JCR (2012): 0.973 (Q3 CSC) (2013) 0.507 (2014) 0.840<br /> : DOI:10.1080/01969722.2015.1007725<br /> <br /> ; EIDER SANCHEZ, CARLOS TORO, MANUEL GRAÑA, CESAR SANIN, EDWARD SZCZERBICKI<br /> :Extended Reflexive Ontologies for the generation of clinical recommendations [http://www.tandfonline.com/doi/full/10.1080/01969722.2015.1007723#abstract]<br /> : Cyberntetics and Systems Volume 46, Issue 1-2, 2015 pages 4-18<br /> : JCR (2012): 0.973 (Q3 CSC) (2013) 0.507 (2014) 0.840<br /> <br /> <br /> ;Julián Estévez, Jose Manuel Lopez-Guede, Manuel Graña<br /> : Quasi-stationary State Transportation of a Hose with Quadrotors<br /> : Robotics and Automous Systems (aceptado 5 sept) Volume 63, Part 2, January 2015, Pages 187–194 [http://www.sciencedirect.com/science/article/pii/S0921889014001791]<br /> : JCR (2013) 1.105, (Q3 Robotics, Q3 CSAI, Q3 ACS) (2014) 1.256 (Q2 Robotics, Q3 CSAI, Q3 ACS)<br /> <br /> <br /> ;M Graña, B Raducanu<br /> :Bioinspired and knowledge based techniques and applications<br /> : Neurocomputing Volume 150, Part A, 20 February 2015, Pages 1–3<br /> :DOI 10.1016/j.neucom.2014.09.039<br /> : JCR 2013 2.005 (Q1 CSAI) (2014) 2.083 (Q2 CSAI)<br /> <br /> <br /> ;Darya Chyzhyk, Manuel Graña<br /> :Classification of Schizophrenia patients on Lattice Computing resting-state fMRI features [http://www.sciencedirect.com/science/article/pii/S0925231214013204]<br /> : Neurocomputing Volume 151, Part 1, 3 March 2015, Pages 151–160<br /> : DOI 10.1016/j.neucom.2014.09.075<br /> : JCR 2013 2.005 (Q1 CSAI) (2014) 2.083 (Q2 CSAI)<br /> <br /> ;Darya Chyzhyk, Rosalía Dacosta-Aguayo, Maria Mataró, Manuel Graña<br /> :An active learning approach for Stroke lesion segmentation on multimodal MRI data<br /> : Neurocomputing Volume 150, Part A, 20 February 2015, Pages 26–36 [http://www.sciencedirect.com/science/article/pii/S0925231214012466]<br /> :DOI:10.1016/j.neucom.2014.01.077<br /> : JCR 2013 2.005 (Q1 CSAI) (2014) 2.083 (Q2 CSAI)<br /> <br /> <br /> ;Borja Ayerdi, Ion Marqués, Manuel Graña<br /> :Spatially regularized semisupervised Ensembles of Extreme Learning Machines for hyperspectral image segmentation<br /> : Neurocomputing (aceptado 18 de enero 2014) Volume 149, Part A, 3 February 2015, Pages 373–386 [http://www.sciencedirect.com/science/article/pii/S0925231214011424] <br /> : JCR 2013 2.005 (Q1 CSAI) (2014) 2.083 (Q2 CSAI)<br /> : DOI 10.1016/j.neucom.2014.01.068<br /> <br /> <br /> ; Jose Manuel Lopez-Guede, Borja Fernandez-Gauna,Jose Antonio Ramos-Hernanz<br /> :Single robot dynamics approximation by ELM for Reinforcement Learning for hose control<br /> : Neurocomputing Volume 150, Part A, 20 February 2015, Pages 116–123<br /> : JCR 2013 2.005 (Q1 CSAI) (2014) 2.083 (Q2 CSAI)<br /> <br /> <br /> ;G.A. Papakostas, A. Savio, M. Graña, V.G. Kaburlasos<br /> :A Lattice Computing Approach to Alzheimer’s Disease Computer Assisted Diagnosis Based on MRI Data [http://www.sciencedirect.com/science/article/pii/S0925231214012454]<br /> : Neurocomputing Volume 150, Part A, 20 February 2015, Pages 37–42<br /> : JCR 2013 2.005 (Q1 CSAI) (2014) 2.083 (Q2 CSAI)<br /> <br /> ;Dacosta-Aguayo, Rosalia; Graña, Manuel; Iturria-Medina, Yasser; Fernández-Andújar, Marina; López-Cancio, Elena; Caceres, Cynthia; Bargallo, Nuria; Barrios, Maite; Clemente, Imma; Pera, Guillem; Fores, Rosa; Davalos, Antoni; Mataro, Maria<br /> :Impairment of Functional Integration of the Default Mode Network correlates with Cognitive Outcome at three months after Stroke<br /> : Human Brain Mapping Volume 36, Issue 2, February 2015, Pages: 577–590<br /> : DOI: 10.1002/hbm.22648<br /> : Impact Factor: 6.878, ISI Journal Citation Reports © Ranking: 2012: 1/14 (Neuroimaging); 1/120 (Radiology Nuclear Medicine &amp; Medical Imaging); 23/252 (Neurosciences) (2013) 6.924 (Q1 Neuroimaging, Q1 RNMMI, Q1 Neurosciences) (2014) 5.969<br /> <br /> ;Borja Fernandez-Gauna; Ismael Etxeberria-Agiriano; Manuel Graña<br /> :Learning Multirobot Hose Transportation and Deployment by Distributed Round-Robin Q-Learning<br /> : PlosOne, Volume 10(7): e0127129 ( published 09 Jul 2015)<br /> : JCR (2012) 3.730, (Q1 mult. sciences) (2013) 3.534 (Q1 mult. sci.) (2014) 3.234<br /> : DOI 10.1371/journal.pone.0127129<br /> <br /> == 2014 ==<br /> <br /> ;Eider Sanchez, Peng Wang, Carlos Toro, Cesar Sanin, Manuel Graña, Edward Szczerbicki, Eduardo Carrasco, Frank Guijarro and Luis Brualla<br /> :Decisional DNA for modeling and reuse of experiential-based clinical assessments in breast cancer diagnosis and treatment<br /> : Neurocomputing Volume 146, 25 December 2014, Pages 308–318 [http://www.sciencedirect.com/science/article/pii/S0925231214007826]<br /> : JCR 2013 2.005 (Q1 CSAI)<br /> <br /> ; Jose Manuel Lopez-Guede, Manuel Graña, Jesus Maria Larrañaga, Fernando Oterino<br /> : Educational innovation project in the field of Industrial Informatics <br /> : Procedia - Social and Behavioral Sciences, Volume 141, 25 August 2014, Pages 20–24<br /> : DOI 10.1016/j.sbspro.2014.05.006<br /> <br /> ; Jose Manuel Lopez-Guede, Manuel Graña, Jesus Maria Larrañaga, Fernando Oterino<br /> : Retrospective Vision of a Long Term Innovative Experience<br /> : Procedia - Social and Behavioral Sciences, Volume 141, 25 August 2014, Pages 15–19<br /> : DOI 10.1016/j.sbspro.2014.05.005<br /> <br /> ;Rosalia Dacosta-Aguayo; Manuel Graña; Alexandre Savio; Marina Fernández-Andújar ; Tibor Auer ; Monica Millán ; Elena López-Cancio ; Cynthia Cáceres ; Nuria Bargalló ; Cesar Garrido ; Maite Barrios ; Inmaculada Clemente ; Monica Hernández ; Jose Munuera ; Antonio Dávalos ; Maria Mataró <br /> :Prognostic value of changes in resting-state functional connectivity patterns in cognitive recovery after stroke: a 3T fMRI pilot study<br /> : Human Brain Mapping (aceptado 15 nov 2013) Volume 35, Issue 8, pages 3819–3831, August 2014 [http://onlinelibrary.wiley.com/doi/10.1002/hbm.22439/abstract]<br /> : Impact Factor: 6.878, ISI Journal Citation Reports © Ranking: 2012: 1/14 (Neuroimaging); 1/120 (Radiology Nuclear Medicine &amp; Medical Imaging); 23/252 (Neurosciences) (2013) 6.924 (Q1 Neuroimaging, Q1 RNMMI, Q1 Neurosciences) (2014) 5.969<br /> <br /> ;Borja Fernández-Gauna; Igor Ansoategui; Ismael Etxeberria-Agiriano; Manuel Graña<br /> :Reinforcement Learning of ball screw feed drive controllers<br /> :Engineering Applications of Artificial Intelligence Volume 30, April 2014, Pages 107–117 [http://www.sciencedirect.com/science/article/pii/S0952197614000220]<br /> : JCR (2011) 1.665 (Q1 ENG) (2012) 1.625 (Q1 ENG, Q2 ACS, Q2 CSAI, Q2 EEE) (2013) 1.962 (Q1 ENG, Q2 ACS, Q2 CSAI, Q2 EEE) (2014) 2.207 (Q1 ENG, Q2 ACS, Q1 CSAI, Q1 EEE)<br /> <br /> ;Borja Ayerdi and Manuel Graña<br /> :Hybrid Extreme Rotation Forest <br /> : Neural Networks Volume 52, April 2014, Pages 33–42 [http://www.sciencedirect.com/science/article/pii/S0893608014000045]<br /> : JCR (2012) 1.927 (Q1 CSAI, Q3 NS) (2013) 2.076 (Q1 CSAI, Q3 NS) (2014) 2.708<br /> <br /> ;Tuia, D. ; Merenyi, E. ; Jia, X. ; Grana-Romay, M.<br /> :Foreword to the Special Issue on Machine Learning for Remote Sensing Data Processing [http://ieeexplore.ieee.org/xpl/articleDetails.jsp?arnumber=6804709]<br /> : Selected Topics in Applied Earth Observations and Remote Sensing, IEEE Journal of (Volume:7 , Issue: 4 ) pp. 1007 - 1011<br /> : JCR (2012) 2.874 (Q2 GP, Q1 ISPT, Q1 RS) (2013) 2.827 (Q2 GP, Q1 ISPT, Q1 RS, Q1 EEE)<br /> <br /> ; Abdelmalik Moujahid, Alicia d'ANjou, Manuel Graña<br /> :Energy demands of diverse spiking cells from the neocortex, hippocampus and thalamus<br /> : Frontiers in Computational Neuroscience (2014) 8:41 [http://journal.frontiersin.org/Journal/10.3389/fncom.2014.00041/abstract]<br /> : DOI: 10.3389/fncom.2014.00041<br /> : JCR (2013) 2.233 (Q1 MCB, Q2 neurosciences)<br /> <br /> ;Iker Mesa, Eider Sanchez, Carlos Toro, Javier Diaz, Arkaitz Artetxe, Manuel Graña, Frank Guijarro, Cesar Martinez, Jose Manuel Jimenez, Shabs Rajasekharan, Jose Antonio Alarcon, Alessandro De Mauro.<br /> :Design and Development of a Mobile Cardiac Rehabilitation System<br /> :Cybernetics and Systems: An International Journal, Volume 45 Issue 2 (2014), pp 92-108 [http://www.tandfonline.com/doi/full/10.1080/01969722.2014.874804#.UyF23OCEl48]<br /> :JCR (2012): 0.973 (Q3 CSC) (2013) 0.507 (2014) 0.840<br /> <br /> ;Israel Rebollo-Ruiz and Manuel Graña<br /> :An empirical evaluation of Gravitational Swarm Intelligence for Graph Coloring algorithm<br /> : Neurocomputing Volume 132, 20 May 2014, Pages 79–84 [http://www.sciencedirect.com/science/article/pii/S0925231213011041]<br /> : JCR (2011) 1.580 (Q2 CSAI) 2013 2.005 (Q1 CSAI)<br /> <br /> ;Rosalia Dacosta-Aguayo; Manuel Graña; Marina Fernandez-Andujar; Elena López-Cancio; Cynthia Cáceres; Nuria Bargallo; Maite Barrios; Imma Clemente; Antoni Dávalos; Auer Tibor; Maria Mataró<br /> :Structural integrity of the contralesional hemisphere predicts cognitive impairment in ischemic stroke at three months<br /> : PLosONe January 2014 | Volume 9 | Issue 1 | e86119 [http://www.plosone.org/article/info%3Adoi%2F10.1371%2Fjournal.pone.0086119]<br /> : JCR (2012) 3.730, (Q1 mult. sciences) (2013) 3.534 (Q1 mult. sci.) (2014) 3.234<br /> <br /> ; Ramon Moreno, Francesco Corona, Amaury Lendasse, Manuel Grana and Lenio Galvao<br /> : Extreme Learning Machines for Soybean classification in remote sensing Hyperspectral Images<br /> : Neurocomputing Volume 128, 27 March 2014, Pages 207–216 [http://dx.doi.org/10.1016/j.neucom.2013.03.057]<br /> : JCR (2012) 1.634 (T1, Q2 CSAI) 2013 2.005 (Q1 CSAI)<br /> <br /> ; Darya Chyzhyk, Alexandre Savio, Manuel Graña, <br /> : Evolutionary ELM wrapper feature selection for Alzheimer's disease CAD on anatomical brain MRI [http://www.sciencedirect.com/science/article/pii/S0925231213010096 pdf]<br /> : Neurocomputing, Volume 128, 27 March 2014, Pages 73-80, <br /> : ISSN 0925-2312, http://dx.doi.org/10.1016/j.neucom.2013.01.065.<br /> : JCR (2012) 1.634 (T1, Q2 CSAI) 2013 2.005 (Q1 CSAI)<br /> <br /> ;Josu Maiora; Borja Ayerdi; Manuel Graña<br /> : Random forest active learning for AAA thrombus segmentation in computed tomography angiography images<br /> : Neurocomputing Volume 126, 27 February 2014, Pages 71–77 [http://www.sciencedirect.com/science/article/pii/S0925231213006978]<br /> : (2011) JCR 1.580 (Q2 CSAI) 2013 2.005 (Q1 CSAI)<br /> <br /> ;Michal Wozniak,, Manuel Graña, Emilio Corchado, <br /> : A Survey of Multiple Classifier System as Hybrid Systems <br /> : Information Fusion Volume 16, March 2014, Pages 3–17 [http://www.sciencedirect.com/science/article/pii/S156625351300047X]<br /> : JCR (2011) 1.467 (Q2 CSAI, Q1 CSTM) (2012) 2.262 (Q1 CSAI, Q1 CSTM) (2013) 3.472 (2014) 3.681<br /> <br /> ; Michal Wozniak, Emilio Corchado, Manuel Graña<br /> :Guest Editorial: Hybrid Intelligent Fusion Systems<br /> : Information Fusion Volume 16, March 2014, Pages 2<br /> : (2011) JCR 1.467 (Q1 CSTM, Q2 CSAI) (2012) 2.262 (Q1 CSAI, Q1 CSTM) (2013) 3.472 (2014) 3.681<br /> <br /> ;Carmen Hernández , Leónia Nunes , Domingos Lopes , Manuel Graña <br /> :Data Fusion for high spatial resolution LAI estimation <br /> :Information Fusion Volume 16, March 2014, Pages 59–67 [http://www.sciencedirect.com/science/article/pii/S1566253512000395]<br /> : JCR (2010) 1.621 (2011) 1.467 (Q1 CSTM, Q2 CSAI) (2012) 2.262 (Q1 CSAI, Q1 CSTM) (2013) 3.472 (2014) 3.681<br /> <br /> ;B Ayerdi, J Maiora, A d'Anjou, M Graña<br /> :Applications of Hybrid Extreme Rotation Forests for image segmentation<br /> :International Journal of Hybrid Intelligent Systems 11 (1), 13-24<br /> <br /> ;Noelia Oses, Fadi Dornaika, and Abdelmalik Moujahid<br /> :Image-based delineation and classification of built heritage masonry [http://www.mdpi.com/2072-4292/6/3/1863]`<br /> :Remote Sens. 2014, 6(3), 1863-1889; doi:10.3390/rs6031863<br /> <br /> ==2013==<br /> <br /> ;Jose Manuel Lopez-Guede, Borja Fernandez-Gauna and Manuel Grana<br /> :&quot;State-action value modeled by ELM in Reinforcement Learning for Hose Control Problems&quot; , <br /> : International Journal of Uncertainty Fuzziness and Knowledge-Based Systems 21, supp02, 99-116 [http://www.worldscientific.com/doi/abs/10.1142/S0218488513400199]<br /> : JCR (2011) 1.781 (Q2 CSAI) (2012) 0.886 (Q3 CSAI)<br /> <br /> ;Miguel A. Veganzonesa, Mihai Datcu, Manuel Graña,<br /> : Further results on dissimilarity spaces for hyperspectral images RF-CBIR<br /> : Pattern Recognition Letters Volume 34, Issue 14, 15 October 2013, Pages 1659-1668 [http://www.sciencedirect.com/science/article/pii/S0167865513002237]<br /> : JCR (2012) 1.266 (CSAI Q2) (2013) 1.062 (Q3 CSAI)<br /> <br /> ;Israel Rebollo-Ruiz and Manuel Graña Romay <br /> :Swarm Graph Coloring for the identification of user groups on ERP logs <br /> : Cybernetics and systems Volume 44, Issue 6-7: 489–504, (2013) [http://www.tandfonline.com/doi/full/10.1080/01969722.2013.803891#.UhuA7Ra5fyI]<br /> : JCR 2012 0.973 (Q3 CSC) 2013 0.507 (Q4 CSC)<br /> <br /> ; Darya Chyzhyk, Borja Ayerdi, Josu Maiora <br /> : Active Learning with Bootstrapped Dendritic Classifier applied to medical image segmentation <br /> : Pattern Recognition Letters 34 (2013), pp. 1602-1608<br /> : DOI: 10.1016/j.patrec.2013.03.024<br /> : JCR (2011) 1.034, 5-Year Impact Factor: 1.724 (JRC) (Q3 CSAI) : JCR (2012) 1.266 (CSAI Q2) (2013) 1.062 (Q3 CSAI)<br /> <br /> ;Eider Sanchez, Carlos Toro, Arkaitz Artetxe, Manuel Graña, Cesar Sanin, Edward Szczerbicki, Eduardo Carrasco and Frank Guijarro<br /> :Bridging challenges of Clinical Decision Support Systems with a semantic approach . A case study on breast cancer.<br /> : Pattern Recognition Letters 34 (2013), pp. 1758-1768 [http://authors.elsevier.com/sd/article/S016786551300144X] <br /> : JCR (2011) 1.034, 5-Year Impact Factor: 1.724 (JRC) (Q3 CSAI) : JCR (2012) 1.266 (CSAI Q2) (2013) 1.062 (Q3 CSAI)<br /> <br /> <br /> ;Edward Szczerbicki, Manuel Graña, Jorge Posada &amp; Carlos Toro <br /> : CURRENT RESEARCH ADVANCES AND IMPLEMENTATIONS IN SMART KNOWLEDGE-BASED SYSTEMS: PART I<br /> : Cybernetics and Systems 44(2-3):95-97 [http://www.tandfonline.com/doi/full/10.1080/01969722.2013.762247]<br /> : JCR 2011 1.182 (Q2 CSC) (2012) 0.973 (Q3 CSC) 2013 0.507 (Q4 CSC)<br /> <br /> ;Edward Szczerbicki, Manuel Graña, Jorge Posada &amp; Carlos Toro <br /> : CURRENT RESEARCH ADVANCES AND IMPLEMENTATIONS IN SMART KNOWLEDGE-BASED SYSTEMS: PART II<br /> : Cybernetics and Systems 44(2-3):184-186[http://www.tandfonline.com/doi/full/10.1080/01969722.2013.762254]<br /> : JCR 2011 1.182 (Q2 CSC) (2012) 0.973 (Q3 CSC) 2013 0.507 (Q4 CSC)<br /> <br /> ;Iñigo Barandiaran, Manuel Graña, Marcos Nieto<br /> :An Empirical Evaluation of Interest Point Detectors<br /> :Cybernetics and Systems 44(2-3):98-117 [http://www.tandfonline.com/doi/abs/10.1080/01969722.2013.762232]<br /> : JCR 2011 1.182 (Q2 CSC) (2012) 0.973 (Q3 CSC) 2013 0.507 (Q4 CSC)<br /> <br /> <br /> ;Arkaitz Artetxe, Eider Sanchez, Carlos Toro, Cesar Sanin, Edward Szczerbick, Manuel Graña, Jorge Posada<br /> : Impact of Reflexive Ontologies in Semantic Clinical Decision Support Systems [http://www.tandfonline.com/doi/full/10.1080/01969722.2013.762256]<br /> :Cybernetics and Systems 44(2-3):187-203 [http://www.tandfonline.com/doi/abs/10.1080/01969722.2013.762232]<br /> : JCR 2011 1.182 (Q2 CSC) (2012) 0.973 (Q3 CSC) 2013 0.507 (Q4 CSC)<br /> <br /> ;Borja Fernandez-Gauna; Ion Marques; Manuel Graña<br /> :Undesired State-Action Prediction in Multi-Agent Reinforcement Learning. Application to Multicomponent Robotic System control<br /> : Information Sciences (2013) 232:309–324 [http://www.sciencedirect.com/science/article/pii/S0020025513000133]<br /> : (2011) JCR 2.833 (Q1 CSIS) (2012) 3.643 (Q1 CSIS) (2013) 3.893<br /> <br /> ;Maite Termenon, Manuel Grana, Barros-Loscertales Alfonso and Cesar Avila<br /> :&quot;Extreme Learning Machines for feature selection and classification of cocaine dependent patients on structural MRI data &quot; , <br /> : Neural Processing Letters December 2013, Volume 38, Issue 3, pp 375-387 [http://link.springer.com/article/10.1007/s11063-013-9277-x]<br /> : JCR (2012) 1.240 (Q2 CSAI) 2013 1.237 (Q2 CSAI)<br /> <br /> <br /> ;M. Termenon, M. Graña, A. Besga, J. Echeveste, A. Gonzalez-Pinto <br /> :Lattice Independent Component Analysis feature selection on Diffusion Weighted Imaging for Alzheimer’s Disease Classification <br /> : Neurocomputing (2013) Volume 114, 19 August 2013, Pages 132–141 [http://dx.doi.org/10.1016/j.neucom.2012.08.044]<br /> : JCR (2011) 1.580: (Q2 CSAI) (2012) 1.634 (T1, Q2 CSAI) <br /> <br /> ;Eloy Irigoyen, , Gorka Miñano<br /> :A NARX neural network model for enhancing cardiovascular rehabilitation therapies<br /> : Neurocomputing (2013) 109(3):9–15<br /> : JCR (2010) 1.442 (2011) 1.580 (Q2 CSAI) (2012) 1.634 (T1, Q2 CSAI) 2013 2.005 (Q1 CSAI)<br /> <br /> <br /> ;Ion Marques, Manuel Graña<br /> : Fusion of lattice independent and linear features improving face identification<br /> : Neurocomputing Volume 114, 19 August 2013, Pages 80–85<br /> : JCR (2011) 1.580 : (Q2 CSAI) (2012) 1.634 (T1, Q2 CSAI) 2013 2.005 (Q1 CSAI)<br /> <br /> ; M. Graña, A.I Gonzalez-Acuña<br /> : Learning Parsimonious Dendritic Classifiers<br /> : Neurocomputing (2013) 109(3):3–8 [http://dx.doi.org/10.1016/j.neucom.2012.03.025] [http://www.sciencedirect.com/science/article/pii/S0925231212006765]<br /> : JCR (2010) 1.442 (2011) 1.580 (Q2 CSAI) (2012) 1.634 (T1, Q2 CSAI) 2013 2.005 (Q1 CSAI)<br /> <br /> ; Alexandre Savio, Manuel Graña<br /> : Deformation Based Feature Selection for Computer Aided Diagnosis of Alzheimer's Disease<br /> : Expert Systems With Applications 40 (2013), pp. 1619-1628 [http://dx.doi.org/10.1016/j.eswa.2012.09.009]<br /> : JCR (2011) 2.203 (Q1 in CSAI) (2012) (Q2 CSAI, Q1 EEE, Q1 ORMS) (2013) 1.965 (Q1 CSAI, Q2 EEE, Q1 ORMS)<br /> <br /> ; F. Dornaika, A. Moujahid, and B. Raducanu<br /> : Facial expression recognition using tracked facial actions: Classifier performance analysis<br /> : Engineering Applications of Artificial Intelligence 26(1), pp.467-477 (2013).<br /> : 5-Year Impact Factor: 1.844<br /> <br /> ;Borja Fernandez-Gauna, Jose Manuel Lopez-Guede, Manuel Graña<br /> :Transfer Learning with Partially Constrained Models: application to reinforcement learning of linked multicomponent robot system control<br /> : Robotics and Autonomous Systems 61 (7) (2013):694–703 [http://dx.doi.org/10.1016/j.robot.2012.07.020]<br /> : JCR (2011) 1.056 (Q2 ACS, Q3 CSAI, Q3 Rob.) (2012) 1.156 (Q3 ACS, Q3 CSAI, Q2 Robotics) (2013) 1.105 (Q3 ACS, Q3 CSAI, Q3 Robotics)<br /> <br /> ; Manuel Graña, Adrian Agreda<br /> :Trust models and applications in communication and multi-agent systems<br /> : International Journal of Knowledge-based and Intelligent Engineering Systems 17 (2013) 187–193<br /> <br /> ;Diego Acosta · John Congote · Iñigo Barandiaran · Oscar Ruiz · Alejandro Hoyos · Manuel Graña<br /> :Tuning of Adaptive Weight Depth Map Generation Algorithms Exploratory Data Analysis and Design of Computer Experiments (DOCE)<br /> :Journal of Mathematical Imaging and Vision 47:3-12 [http://www.springer.com/alert/urltracking.do?id=Lcb6681Ma53e73Sa]<br /> : JCR (2011) 1.391 (Q2 CSAI, Q1 CSSE, Q1 MA) (2012) 1.767 (Q2 CSAI, Q1 CSSE, Q1 MA) (2013) 2.330 (Q1 CSAI, Q1 CSSE, Q1 MA) <br /> <br /> ;Bosaghzadeh, A., Moujahid, A., &amp; Dornaika, F. <br /> :Parameterless local discriminant embedding. <br /> :Neural Processing Letters August 2013, Volume 38, Issue 1, pp 53-67<br /> : JCR (2012) 1.240 2013 1.237 (Q2 CSAI)<br /> <br /> == 2012 ==<br /> <br /> <br /> ;Jose Manuel Lopez-Guede, Borja Fernadez-Gauna, Manuel Graña, Fernando Oterino and Jesus Maria Larrañaga <br /> :Effect of the Lambda Parameter in Dynamic Matrix Controllers Performance<br /> : Journal of Computer and Information Technology Vol.2, No.2, pp. 81-88<br /> <br /> ;A. Moujahid, A. D'Anjou<br /> :Metabolic efficiency with fast spiking in the squid axon<br /> : Front. Comput. Neurosci. 6:95. doi: 10.3389/fncom.2012.00095 [http://www.frontiersin.org/Computational_Neuroscience/10.3389/fncom.2012.00095/abstract]<br /> : 5-Year Impact Factor: 2.147<br /> <br /> ;R. Moreno , D. M. Ramik , M. Graña , and K. Madani<br /> :Image Segmentation on the Spherical Coordinate Representation of the RGB Color Space [http://ieeexplore.ieee.org/xpl/articleDetails.jsp?reload=true&amp;arnumber=6407287]<br /> :IET Image Processing 6(9):1275 - 1283<br /> : jCR (2010) 0.862 (2011) 0.639 (Q3 EEE) (2012) 0.895 (Q3 EEE)<br /> <br /> ; A. Moujahid, A. D'Anjou, B. Cases<br /> : Community structure in real-world networks from a non-parametrical synchronization-based dynamical approach. <br /> : Chaos, Solitons and Fractals: the interdisciplinary journal of Nonlinear Science, and Nonequilibrium and Complex Phenomena<br /> : Volume 45, Issues 9–10, September–October 2012, Pages 1171–1179 <br /> : JCR 5-Year Impact Factor: 1.41<br /> <br /> ; A. Besga, M. Termenon, M. Graña, J. Echeveste, J. M. Perez, A. Gonzalez-Pinto<br /> : &quot;Discovering Alzheimer's disease and bipolar disorder white matter effects building computer aided diagnostic systems on brain diffusion tensor imaging features&quot; [http://www.sciencedirect.com/science/article/pii/S0304394012006799].<br /> : '''Neuroscience Letters''', Volume 520, Issue 1, 27 June 2012, Pages 71–76.<br /> : JCR (2011) 2.105 (Q3 Neurosciences) (2012) 2.026 (Q3 Neurosciences)<br /> <br /> ;Manuel Graña, Miguel A. Veganzones<br /> : [http://www.sciencedirect.com/science/article/pii/S0031320312001483 &quot;An Endmember-based distance for content based hyperspectral image retrieval.&quot;]<br /> : Pattern Recognition 49(9), pp 3472-3489. September 2012. [http://dx.doi.org/10.1016/j.patcog.2012.03.015 doi]<br /> : JCR (2010) 2.607 (2011) 2.292 (Q1 CSAI, Q1 EEE) (2012) 2.632<br /> <br /> ;Ion Marques, Manuel Graña<br /> :Face recognition with Lattice Independent Component Analysis and Extreme Learning Machines<br /> : Soft Computing, 2012,Volume 16, Issue 9, pp 1525-1537 [http://dx.doi.org/10.1007/s00500-012-0826-4 DOI]<br /> : JCR (2010) 1.512 (2011) 1.880 (Q2 CSAI, Q1 CSIA) (2012) 1.124 (Q3 CSAI, Q3 CSIA)<br /> <br /> ; Israel Rebollo, Manuel Graña, Blanca Cases<br /> :On the effect of spatial percolation on the convergence of Graph Coloring Boid Swarm<br /> : Int. Journal on Artificial Intelligence Tools (2012) 21(6): 1250015 [http://www.ehu.es/ccwintco/groupware/webdav.php/apps/phpbrain/87/IJAIT-convergence-percolation-boids-2010-12-26-submitted.zip] [http://www.worldscientific.com/doi/abs/10.1142/S0218213012500157]<br /> : JCR (2010) 0.330 (2011) 0.217 (2012) 0.250 (Q4 CSAI, Q4 CSIA)<br /> <br /> ; Jbabdi S, Sotiropoulos SN, Savio AM, Graña M, Behrens TE<br /> : Model-based analysis of multi-shell diffusion MR data for tractography: How to get over fitting problems<br /> : Magnetic Resonance in Medicine (2012) 68(6):1846-1855 [http://onlinelibrary.wiley.com/doi/10.1002/mrm.24204/abstract]<br /> : ISSN 0740-3194<br /> : JCR (2010): 3.268 (2011) 2.964 (2012) 3.267 (Q1 RNMMI)<br /> <br /> ;Jose Manuel Lopez-Guede, Borja Fernandez-Gauna, Manuel Graña, Ekaitz Zulueta<br /> : Improving the control of single robot hose transport <br /> : Cybernetics and Systems: An International Journal, 2012, 43:4, 261-275<br /> : JCR (2010) 0.662 (2011) 1.182 (Q2 CSC)<br /> <br /> ;Darya Chyzhyk, Manuel Graña, Alexandre Savio, Josu Maiora<br /> :Hybrid Dendritic Computing with Kernel-LICA applied to Alzheimer’s Disease detection in MRI. [[media: Chyzhyk-Grana_Neurocomputing_2012.pdf|PDF]]<br /> : Neurocomputing, 2012, Volumen 75, issue 1, pp. 72-77<br /> : [http://dx.doi.org/10.1016/j.neucom.2011.02.024 DOI]<br /> : ISSN 0925-2312<br /> : ISI JCR (2006) 0.860, (2007) 0.865, (2008) 1.234 (2009) 1.440 (2010) 1.429<br /> <br /> ; Emilio Corchado, Manuel Graña, Michal Wozniak<br /> : Neurocomputing January 2012, Volume 75, Issue 1, pp. 61-63<br /> : editorial New trends and applications on hybrid artificial intelligence systems [http://www.sciencedirect.com/science/article/pii/S0925231211004206]<br /> : JCR (2010) 1.429, : (2011) JCR 1.580 (Q2 CSAI)<br /> <br /> ;Miguel A. Veganzones and Manuel Graña<br /> :[http://ieeexplore.ieee.org/xpl/articleDetails.jsp?tp=&amp;arnumber=6169956&amp;contentType=Journals+%26+Magazines&amp;queryText%3Dspectral+spatial+cbir &quot;A spectral/spatial CBIR system for hyperspectral images.&quot;]<br /> : IEEE Journal of Selected Topics in Applied Earth Observation and Remote Sensing 5(2), pp 488-500. April 2012.<br /> : JCR (2010) 1.140 (2011) 1.489 (2012) 2.874 (Q2 GP, Q1 ISPT, Q1 RS)<br /> <br /> ;Manuel Graña and Miguel A. Veganzones<br /> :[http://asp.eurasipjournals.com/content/2012/1/64 &quot;Endmember induction by Lattice Associative Memories and Multi-Objective Genetic Algorithms.&quot;]<br /> : EURASIP Journal on Advances in Signal Processing 2012, nº. 1 (marzo 13, 2012): 64. [http://www.biomedcentral.com/content/qcpdf/1687-6180-2012-64.pdf pdf]<br /> :JCR (2010) 1.012 (2011) 0.811 (2012) 0.807 (Q3 EEE)<br /> <br /> ;Maite Termenon, Manuel Graña<br /> :A two stage sequential ensemble applied to the classification of Alzheimer's Disease based on MRI features [http://www.springerlink.com/content/x74212k073375777/]<br /> : Neural Processing Letters (2012) 35(1): 1-12 <br /> : JCR (2010) 1.088 (2012) 1.240 (Q2 CSAI)<br /> <br /> ;Ivan Macia, Manuel Graña; Celine Paloc,<br /> : Knowledge Management in Image-based Analysis of Blood Vessel Structures<br /> :Knowledge and Information Systems 30(2) (2012):457-491 [http://www.springerlink.com/content/l747p10765858h1j/]<br /> : JCR Impact factor (2009) 2.211 (2010) 2.000 (2011) 2.225<br /> <br /> <br /> ;Andoni Beristain, Manuel Graña, Ana I. Gonzalez<br /> :A Pruning Algorithm for Stable Voronoi Skeletons<br /> : Journal of Mathematical Imaging and Vision (2012) 42:225–237 <br /> : JCR (2009) 1.437 (2010) 1.244 (2011) 1.391 (Q2 CSAI, Q1 CSSE, Q1 MA) (2012) 1.767<br /> <br /> ;Z. Echegoyen, J.M. Lopez-Guede, B. Fernandez-Gauna and M. Graña<br /> : Visual Servoing of Legged Robots<br /> : Journal of Mathematical Imaging and Vision 42(2) (2012): 196-211 [http://www.springerlink.com/content/c4x1r11188l31083/ doi]<br /> : JCR (2009) 1.437 (2010) 1.244 : (2011) 1.391 (Q2 CSAI, Q1 CSSE, Q1 MA) (2012) 1.767<br /> <br /> ;Peter Sussner, Estevão L.Esmi, Ivan Villaverde, Manuel Graña<br /> :The Kosko Subsethood FAM: Mathematical Background, Properties, and Some Experimental Results in Computer Vision<br /> : Journal of Mathematical Imaging and Vision (2012) 42:134–149 <br /> : JCR (2009) 1.437 (2010) 1.244 : (2011) 1.391 (Q2 CSAI, Q1 CSSE, Q1 MA) (2012) 1.767<br /> <br /> ;Manuel Graña, Emilio Corchado, Michal Wozniak<br /> :Special Issue on Hybrid Artificial Intelligent Systems <br /> : Journal of Mathematical Imaging and Vision: Volume 42, Issue 2 (2012), Page 101-102 [http://www.springerlink.com/content/457024354t87u21u/ doi]<br /> : JCR (2009) 1.437 (2010) 1.244 : (2011) 1.391 (Q2 CSAI, Q1 CSSE, Q1 MA) (2012) 1.767<br /> <br /> ;Barroso, N., López de Ipiña, K., Hernández C., Ezeiza A. &amp; Graña M. (2011). <br /> :Experiments for the selection of sub-word units in the Basque context for semantic tasks, <br /> :International Journal of Speech Technology, March 2012, Volume 15, Issue 1, pp 49-56<br /> : DOI 10.1007/s10772-011-9109-1<br /> <br /> ;Barroso, N., López de Ipiña, K., Hernández C., Ezeiza A. &amp; Graña M. (2011) <br /> :Semantic Speech Recognition in the Basque context Part I: Cross-lingual approaches, <br /> :International Journal of Speech Technology, March 2012, Volume 15, Issue 1, pp 33-40<br /> : DOI 10.1007/s10772-011-9111-7<br /> <br /> ;Barroso, N., López de Ipiña, K., Hernández C., Ezeiza A. &amp; Graña M. (2011). <br /> :Semantic Speech Recognition in the Basque context Part II: Language Identification for under-resourced languages, <br /> :International Journal of Speech Technology, March 2012, Volume 15, Issue 1, pp 41-47<br /> : DOI 10.1007/s10772-011-9114-4<br /> <br /> ;Juan José Valera García Vicente Gómez Garay, Eloy Irigoyen Gordo, Fernando Artaza Fano, Mikel Larrea Sukia<br /> :Intelligent Multi-Objective Nonlinear Model Predictive Control (iMO-NMPC): Towards the ‘on-line’ optimization of highly complex control problems<br /> :Expert Systems with Applications, Volume 39, Issue 7, 1 June 2012, Pages 6527–6540<br /> : JCR (2010) 1.924<br /> <br /> ;Carlos Toro, Eider Sanchez, Eduardo Carrasco, Leonardo Mancilla-Amaya, Cesar Sanín, Edward Szczerbicki, Manuel Graña, Patricia Bonachela, Carlos Parra, Gloria Bueno, Frank Guijarro<br /> :USING SET OF EXPERIENCE KNOWLEDGE STRUCTURE TO EXTEND A RULE SET OF CLINICAL DECISION SUPPORT SYSTEM FOR ALZHEIMER'S DISEASE DIAGNOSIS [http://www.ehu.es/ccwintco/groupware/webdav.php/apps/phpbrain/465/ToroSanchez2012.pdf]<br /> :Cybernetics and Systems: An International Journal, 2012. Volume 43, Issue 2, pp 81-95 [http://www.tandfonline.com/doi/abs/10.1080/01969722.2012.654070 doi]<br /> :JCR (2010) 0.662 (2011) 1.182 (Q2 CSC)<br /> <br /> Carlos Toro, Javier Vaquero, Manuel Graña, Cesar Sanín, Edward Szczerbicki &amp; Jorge Posada<br /> :BUILDING DOMAIN ONTOLOGIES FROM ENGINEERING STANDARDS [http://www.tandfonline.com/doi/full/10.1080/01969722.2012.654073#.VDGS9ufhpiU]<br /> ;Cybernetics and Systems 2012, 43(2): 114-126<br /> :JCR (2010) 0.662 (2011) 1.182 (Q2 CSC) (2012) 0.973<br /> <br /> <br /> ;Blanca Cases, Israel Rebollo, Manuel Graña <br /> :A Spatial-social-logical model explaining human behavior in emergency situations <br /> : Logic Journal of the IGPL 20(3):625-633<br /> : Indice de impacto JCR(2009) 0.320 (2010) 0.458 (2011) 0.913 (2012) 1.136 (Q1 Logic, Q1 Mathematics, Q2 MA)<br /> <br /> ;Josune Gallego, Carmen Hernandez, Manuel Graña<br /> :A Morphological Cellular Automata based on Morphological Independence <br /> : Logic Journal of the IGPL 20(3):617-624<br /> : Indice de impacto JCR(2009) 0.320 (2010) 0.458 (2011) 0.913 (2012) 1.136 (Q1 Logic, Q1 Mathematics, Q2 MA)<br /> <br /> ; Manuel Graña, Emilio Corchado, Michal Wozniak<br /> :Special issue: HAIS 2010<br /> : Logic Journal of the IGPL 20(3):533-534<br /> : doi: 10.1093/jigpal/jzr001 [http://jigpal.oxfordjournals.org/content/early/2011/02/24/jigpal.jzr001.full.pdf]<br /> : Indice de impacto JCR(2009) 0.320 (2010) 0.458 (2011) 0.913 (2012) 1.136 (Q1 Logic, Q1 Mathematics, Q2 MA)<br /> <br /> <br /> ;G. García, J. Maiora A. Tapia, M. De Blas<br /> :Evaluation of Texture for Classification of Abdominal Aortic Aneurysm After Endovascular Repair<br /> :Journal of Digital Imaging 25(3):369-376<br /> :(ISI JCR 0.96) (2011) 1.255 (Q3 RNMMI)<br /> <br /> ; Manuel Graña, Ivan Villaverde, Jose Manuel Lopez-Guede, Borja Fernandez-Gauna<br /> : Lattice Independent Component Analysis for Appearance Based Mobile Robot Localization<br /> : Neural Computing and applications, 21(5) (2012): 1031-1042<br /> : Indice de impacto JCR (2009) 0.812 (2010) 0.563 (2011) 0.699 (Q3 CSAI) (2012) (Q3 CSAI) (2012) 1.168<br /> <br /> ==2011==<br /> <br /> ; Josu Maiora, Manuel Graña<br /> : A computer aided diagnostic system for survival analysis after EVAR treatment<br /> : Journal of Medical Informatics &amp; Technologies, (2011) 18:51-58<br /> <br /> ;Ivan Macia; Manuel Graña; Josu Maiora; Celine Paloc; Mariano de Blas<br /> :Detection of Type II Endoleaks in Abdominal Aortic Aneurysms After Endovascular Repair<br /> :Computers in Biology and Medicine 41(10): 871-880 [http://dx.doi.org/10.1016/j.compbiomed.2011.07.005]<br /> : ISI Impact JCR (2009) 1.269 (2010) 1.112 (2011) 1.089 (Q3 B, Q3 CSIA, Q3 EB, Q4 MCB)<br /> <br /> ;M. Graña, M. Termenon, A. Savio, A. Gonzalez-Pinto, J. Echeveste, J. M. Pérez, A. Besga<br /> :Computer Aided Diagnosis system for Alzheimer Disease using brain Diffusion Tensor Imaging features selected by Pearson’s correlation<br /> :Neuroscience letters,Volume 502, Issue 3, 20 September 2011, Pages 225-229 [http://dx.doi.org/10.1016/j.neulet.2011.07.049 on line]<br /> : Indice de impacto JCR (2010) 2.055 (2011) 2.105 (Q3 Neurosciences)<br /> <br /> ; Manuel Graña, Borja Fernandez-Gauna, Jose Manuel Lopez-Guede<br /> :Cooperative Multi-Agent Reinforcement Learning for Multi-Component Robotic Systems: guidelines for future research<br /> : Paladyn . Journal of Behavioral Robotics. [http://www.editorialmanager.com/paladyn/mainpage.html] 2(2):71-81 [[media:Draft-2011-07-01-Paladyn.MARLReview.Grana.Borja.pdf|draft]]<br /> <br /> ;A. Moujahid, A. d' Anjou, F. J. Torrealdea, and F. Torrealdea<br /> :Energy and information in Hodgkin-Huxley neurons<br /> :Phys. Rev. E 83, 031912 (2011)<br /> :Impact Factor: 2.400<br /> <br /> ;A. Moujahid, A. d' Anjou, F. J. Torrealdea, and F. Torrealdea<br /> :Efficient synchronization of structurally adaptive coupled Hindmarsh-Rose neurons<br /> :Chaos, Solitons and Fractals: the interdisciplinary journal of Nonlinear Science, and Nonequilibrium and Complex Phenomena, DOI:10.1016/j.chaos.2011.07.005 (2011)<br /> :Impact Factor: 1.72<br /> <br /> ; Alexandre Savio; Maria T Garcia-Sebastian; Darya Chyzhyk; Carmen Hernandez; Manuel Graña; Andone Sistiaga; Adolfo Lopez de Munain; Jorge Villanua<br /> : Neurocognitive disorder detection based on Feature Vectors extracted from VBM analysis of structural MRI<br /> : Computers in Biology and Medicine 41 (2011), pp. 600-610 [http://dx.doi.org/10.1016/j.compbiomed.2011.05.010 DOI]<br /> : ISI Impact JCR (2009) 1.269 (2010) 1.112 (2011) 1.089 (Q3 B, Q3 CSIA, Q3 EB, Q4 MCB)<br /> <br /> ;Borja Fernandez-Gauna, Jose Manuel Lopez Guede, Ekaitz Zulueta, Zelmar Echegoyen, Manuel Graña<br /> : Basic Results and Experiments on Robotic Multi-Agent System for Hose Deployment and Transportation <br /> : International Journal of Artificial Intelligence (IJAI) 6(S11):183-202 [http://www.ceserp.com/cp-jour/index.php?journal=ijai&amp;page=article&amp;op=view&amp;path%5B%5D=923]<br /> <br /> ;Ramón Moreno, Manuel Graña, Alicia d’Anjou<br /> :Illumination Source Chromaticity Estimation Based on Spherical Coordinates in RGB<br /> : Electronics letters, (2011) 47(1):28–30 [http://dx.doi.org/10.1049/el.2010.2735 DOI]<br /> : An implementation can be found in [[Illumination Source Chromaticity Estimation (ISC)]] <br /> : ISI JCR (2009) 0.970<br /> <br /> ;Manuel Graña, Darya Chyzhyk, Maite García-Sebastián, Carmen Hernández<br /> :Lattice Independent Component Analysis for functional Magnetic Resonance Imaging [[media:LICA-inf-sciences-marzo-2010.pdf|DRAFT]]<br /> : Information Sciences 181 (2011), pp. 1910-1928 <br /> :Impact factor JCR (2008): 3.095 (2009) 3.291 (2010) 2.836 (2011) 2.833 (Q1 CSIS) (2012) 3.643 (Q1 CSIS)<br /> : [http://dx.doi.org/10.1016/j.ins.2010.09.023 DOI]<br /> <br /> ;Javier Vaquero, Carlos Toro, Manuel Graña<br /> : Preserving Virtual Engineering Knowledge thorough the Product Life Cycle<br /> : Cybernetics &amp; Systems 42 (2): 124-138. <br /> : ISSN: 0196-9722 (Print), 1087-6553 (Online), Taylor and Francis publishers (2011)<br /> : ISI JCR (2009) 0.780 (2010) 0.662 (2011) 1.182 (Q2 CSC)<br /> : [[media:Draft jvaquero 2010.pdf|draft of the paper]]<br /> <br /> <br /> ; Ivan Villaverde, Manuel Graña<br /> :Neuro-Evolutionary mobile robot egomotion estimation with a 3D ToF camera<br /> : Neural Computing and applications 20(3): 345-354, [http://dx.doi.org/10.1007/s00521-010-0384-6 DOI]<br /> : ISI JCR (2008) 0.767 (2009) 0.812 (2010) 0.563 (2011) 0.699 (Q3 CSAI)<br /> <br /> ==2010==<br /> <br /> ; Miguel Angel Veganzones, Leonia Nunes, Domingos Lopes, Carmen Hernández and Manuel Graña<br /> : Implementation of an user-friendly interface of the Forest-BGC model for regional/global-scale researches<br /> : [http://www.inrb.pt/inia/silva-lusitana SILVA LUSITANA], Año XVIII, December 2010.<br /> : Instituto Nacional de Investigaçao Agraria (Eds.); Portugal.<br /> : ISSN 0870-6352.<br /> <br /> ;Borja Fernandez-Gauna, Jose Manuel Lopez-Guede, Ekaitz Zulueta, Manuel Graña <br /> :Learning hose transport control with Q-learning <br /> : Neural Network World 20(7):913-923 [http://www.nnw.cz/obsahy10.html]<br /> : ISI JCR 2009: 0.475 (2010) 0.511<br /> <br /> ;Alexandre Savio, Juliette Charpentier, Maite Termenón, Ann K. Shinn, Manuel Graña<br /> :Neural classifiers for schizophrenia diagnostic support on diffusion imaging data<br /> : Neural Network World 20(7):935-949 [http://www.nnw.cz/obsahy10.html]<br /> : ISI JCR 2009: 0.475 (2010) 0.511 (2011) 0.646 (Q4 CSAI)<br /> <br /> ;E. Irigoyen, M. Larrea, J. Valera, V. Gómez, F. Artaza<br /> :A Neuro‐Genetic Control Scheme application for industrial R^3 workspaces<br /> : Neural Network World 20(7):811-824 [http://www.nnw.cz/obsahy10.html]<br /> : ISI JCR 2009: 0.475 (2010) 0.511<br /> <br /> ;Maiora, J., Garcia, G., Tapia, A., Macia, I., Legarreta, J.H., Paloc, C., De Blas, M. &amp; Grana, M.<br /> :Thrombus Change Detection After Endovascular Abdominal Aortic Aneurysm Repair<br /> :International Journal of Computer Assisted Radiology and Surgery<br /> :Springer-Verlag, 2010, Vol. 5 (Suppl 1), pp. S15<br /> : IF JCR (2011) 1.481<br /> <br /> ; Iñigo Barandiaran, Celine Paloc, Manuel Graña<br /> :Real-time Optical Markerless Tracking for Augmented Reality Applications<br /> :J Real-Time Image Processing 5(2):129-138 [http://www.springerlink.com/content/1861-8200], doi [http://www.springerlink.com/content/x281360862565132/]<br /> : Impact factor JCR (2010): 0.962 (2011) 1.020 (Q3 CSAI, Q3 EEE, Q2 ISPT)<br /> <br /> ;Z. Echegoyen, I. Villaverde, R. Moreno, M. Graña, A. d’Anjou<br /> :Linked Multi-Component Mobile Robots: modeling, simulation and control<br /> : Robotics and Autonomous Systems 58(12) : 1292-1305<br /> :Impact Factor (2008): 1.214 (2009) 1.361 (2010) 1.313<br /> : DOI [http://dx.doi.org/10.1016/j.robot.2010.08.008]<br /> <br /> ; Ramón Moreno, Manuel Graña, Ekaitz Zulueta<br /> :An RGB Color Gradient following Color Constancy Preservation<br /> : Electronics Letters 46(13): 908--910<br /> : ISI JCR (2009) 0.970 (2010) 1.001<br /> <br /> ;Richard J Duro; Manuel Graña Romay; Javier de Lope Asiain,<br /> :On the Potential Contributions of Hybrid Intelligent Approaches to Multicomponent Robotic System Development [[media:14-04-09-Hais2008-Duro.pdf|draft]] <br /> : Information Sciences 180 (14):2635-2648<br /> : DOI [http://dx.doi.org/10.1016/j.ins.2010.02.005]<br /> : Impact factor JCR (2008): 3.095 (2009) 3.291 (2010) 2.833<br /> <br /> ; Andoni Beristain, Manuel Graña<br /> : A pruning algorithm for Voronoi Skeletons<br /> : Electronics Letters 46(1):39-41 <br /> :ISI JCR (2008) 1.140 (2009) 0.970 (2010) 1.001<br /> <br /> ;Manuel Graña, Alexandre M. Savio, Maite García-Sebastián, Elsa Fernández. <br /> :A Lattice Computing approach for On-line fMRI analysis, <br /> :Image and Vision Computing 28(7):1155-1161, July 2010, <br /> : DOI http://dx.doi.org/10.1016/j.imavis.2009.10.004<br /> :ISI JCR (2008) 1.496 (2009) 1.474 (2010) 1.525<br /> <br /> ==2009==<br /> <br /> ;Francisco J. Torrealdea, Cecilia Sarasola, Alicia d’Anjou, Abdelmalik Moujahid, N. Vélez de Mendizábal<br /> :Energy efficiency of information transmission by electrically coupled neurons<br /> :Biosystems, Volume 97, Issue 1, July 2009, Pages 60-71<br /> :Impact factor: 1.646<br /> <br /> ;Francisco J. Torrealdea, Cecilia Sarasola, Alicia d’Anjou<br /> :Energy consumption and information transmission in model neurons<br /> :Chaos, Solitons &amp; Fractals, Volume 40, Issue 1, 15 April 2009, Pages 60-68<br /> :Impact factor: 3.025 (2009) 3.315<br /> <br /> ;Maite García-Sebastián, Ana Isabel González, Manuel Graña<br /> :An Adaptive Field Rule for Non-parametric MRI Intensity Inhomogeneity Estimation Algorithm [http://dx.doi.org/10.1016/j.neucom.2008.12.034]<br /> :Neurocomputing 72 (2009) 3556–3569<br /> :DOI: doi:10.1016/j.neucom.2008.12.034<br /> : ISI JCR (2006) 0.860, (2007) 0.865, (2008) 1.234 (2009) 1.440<br /> :JCR (2008) 1.234<br /> <br /> ;Abdelmalik Moujahid, Blanca Cases, F.J. Olasagasti<br /> :Consensus dynamics in a dolphin social network<br /> :CEUR Workshop Proceedings, vol-442,2 (ISSN 1613-0073) <br /> <br /> ;Blanca Cases, F.Javier Olasagasti, Abdelmalik Moujahid, Alicia D'Anjou <br /> :Swarm Intelligence: una aplicación a la toma de decisiones colectivas<br /> :CEUR Workshop Proceedings, vol-442,6 (ISSN 1613-0073) <br /> <br /> ;Andoni Beristain, Manuel Graña.<br /> :Emotion Recognition Based on the Analysis of Facial Expressions.<br /> : New Mathematics and Natural Computation (NMNC), 5(2) pp.513-534 (world scientific press [http://www.worldscinet.com/nmnc/nmnc.shtml])<br /> <br /> ;Manuel Graña, Ivan Villaverde, José Orlando Maldonado, Carmen Hernandez<br /> :Two Lattice Computing approaches for the unsupervised segmentation of Hyperspectral Images<br /> : Neurocomputing, 72(2009):2111–2120<br /> : ISI JCR (2006) 0.860, (2007) 0.865, (2008) 1.234 (2009) 1.440<br /> : DOI 10.1016/j.neucom.2008.06.026<br /> <br /> ; Manuel Graña<br /> : Special issue on the Lattice Computing and Natural Computing track from JCIS 2007<br /> : Neurocomputing 72:2065–2066<br /> : ISI JCR (2006) 0.860, (2007) 0.865, (2008) 1.234 (2009) 1.440<br /> : DOI http://dx.doi.org/10.1016/j.neucom.2008.11.021<br /> <br /> ;Maite García-Sebastián, Carmen Hernandez, Alicia d'Anjou<br /> :Robustness of an Adaptive MRI Segmentation Algorithm Parametric Intensity Inhomogeneity Modeling [http://www.sciencedirect.com/science?_ob=ArticleURL&amp;_udi=B6V10-4V59VW3-8&amp;_user=984461&amp;_rdoc=1&amp;_fmt=&amp;_orig=search&amp;_sort=d&amp;view=c&amp;_acct=C000049823&amp;_version=1&amp;_urlVersion=0&amp;_userid=984461&amp;md5=706b7323a65e4074fdf4015bcb1a34d3]<br /> :Neurocomputing 72 (2009) 2146-2152. [[BibTeX]]<br /> : ISI JCR (2006) 0.860, (2007) 0.865, (2008) 1.234 (2009) 1.440<br /> : DOI 10.1016/j.neucom.2008.07.014<br /> <br /> ==2008==<br /> <br /> ;Pablo González-Nalda and Blanca Cases<br /> :Topos: Spiking neural networks for temporal pattern recognition in complex real sounds<br /> :Neurocomputing, (2008) 71(4-6) :721-732<br /> : JCR 2008 1.234 JCR 2009 1.440<br /> <br /> ;Ivan Villaverde, Zelmar Echegoyen, Manuel Graña<br /> : Neuro-Evolutive system for ego-motion estimation with a 3D camera<br /> : Australian Journal of Intelligent Information Systems, 10(1):59-70<br /> : ISSN 1321-2133<br /> <br /> ;Israel Rebollo, Manuel Graña<br /> : Aplicaciones de RFID<br /> : Novatica,195:42-46, sept. 2008, <br /> <br /> ; Jose Orlando Maldonado, Manuel Graña<br /> :Recycled paper visual indexing for quality control<br /> : Expert Systems with Applications, 45(4) pp 8807–8815<br /> : ISI JCR 2007 1.177- 2008 2.596 (Q1 CSAI, Q1 EEE, Q1 ORMS)<br /> : http://dx.doi.org/10.1016/j.eswa.2008.11.023<br /> <br /> ;Sanin, C., Toro, C., Vaquero, J., Szczerbicki, E. Posada, J. <br /> :Implementing Decisional DNA in Industrial Maintenance by a knowledge SOUPA Extension <br /> : Systems Science, Vol. 33 No. 2:61-68 <br /> : ISSN: 0137-1223, Wroclaw, Poland 2008.<br /> <br /> ;Toro, C ,Sanin, C. / Szczerbicki, E. / Posada, J. <br /> : Reflexive Ontologies: Enhancing Ontologies with self-contained queries <br /> :Cybernetics and Systems: An International Journal, 39: 1–19 <br /> :ISSN: 0196-9722 print, 1087-6553 online, USA 2008.<br /> : ISI JCR 2006 0.964<br /> <br /> ;Eloy Irigoyen, Miguel Pinzolas<br /> :Numerical bounds to assure initial local stability of NARX multilayer perceptrons and radial basis functions<br /> :Neurocomputing, 72; 539-547<br /> :ISSN: 0925-2312<br /> :ISI JCR 2008 1.745<br /> :http://dx.doi.org/10.1016/j.neucom.2007.11.018<br /> <br /> ==2007==<br /> <br /> ;Maite Garcia-Sebastián, Elsa Fernandez, M. Graña, Francisco J. Torrealdea<br /> :''A parametric gradient descent MRI intensity inhomogeneity correction algorithm'' (pdf [http://www.sciencedirect.com/science?_ob=ArticleURL&amp;_udi=B6V15-4NT84HV-2&amp;_user=984461&amp;_rdoc=1&amp;_fmt=&amp;_orig=search&amp;_sort=d&amp;_docanchor=&amp;view=c&amp;_searchStrId=940574918&amp;_rerunOrigin=google&amp;_acct=C000049823&amp;_version=1&amp;_urlVersion=0&amp;_userid=984461&amp;md5=112b05574e5ac5481a15297bb531da15])<br /> :Pattern Recognition Letters 28(13):1657-1666<br /> :Indicadores de calidad (Índice de Impacto o similares): JCR (2001, 2005, 2006, 2007) 0.552, 1.138 0.952 0.853<br /> <br /> ;Ivan Villaverde, Alicia d'Anjou, M. Graña<br /> :''Morphological Neural Networks and Vision Based Simultaneous Localization and Mapping''<br /> :Integrated Computer-Aided Engineering 14(4):355-363<br /> :Indicadores de calidad (Índice de Impacto o similares): JCR 2005 0.444, JCR 2006 0.236, JCR 2007 0.113, JCR 2008 0.617<br /> <br /> ;Toro, C. / Posada, J / Oyarzun, J / Falcón, J<br /> : Supporting the CAD Structural Design Process with knowledge based tools, <br /> :Journal of Cybernetics and systems, <br /> :ISBN 1087-6553 (electronic) 0196-9722 (paper), Taylor and Francis publishers, 2007.<br /> :Indicadores de calidad (Índice de Impacto o similares): JCR 2005 0.681, JCR 2006 0.964, JCR 2007 0.655<br /> <br /> ;Sanin, C. / Szczerbicki, E. / Toro, C. <br /> : An OWL Ontology of Set of Experience Knowledge Structure <br /> : Journal of Universal Computer Science , Volume 13, number 2, pages 209-223, 2007<br /> <br /> ; EKAITZ ZULUETA GUERRERO; PEDRO MARIA IRIONDO BENGOA; JOSE MANUEL LOPEZ GUEDE; Ander Etxeberria <br /> : Entropy Analysis for Stochastic System Control<br /> : INTERNATIONAL JOURNAL OF FACTORY AUTOMATION, ROBOTICS AND SOFT COMPUTING 2(2): 88-92<br /> <br /> ==2006==<br /> <br /> ;F.J. Torrealdea, A. d'Anjou, Manuel Graña, C. Sarasola<br /> :''Energy aspects of the synchronization of model neurons''<br /> : Physical Review E 74:011905<br /> :Indicadores de calidad (Índice de Impacto o similares): JCR 2006 2.438<br /> <br /> ;Toro, C. Posada, J Wundrak, S Stork, A<br /> : Improving Virtual Reality Applications in CAD through Semantics,<br /> :The International Journal of Virtual Reality, 2006, volume 5, Number 4, pages 39-46<br /> <br /> ;Posada, J. / Wundrak, S. / Toro, C. / Stork, A. <br /> : Using Ontologies and STEP standards for the semantic simplification of CAD models in different engineering domains <br /> : Journal of Applied Ontology, Volume 1, Number 3-4/2006, pp. 263-279<br /> <br /> ==2005==<br /> <br /> ; Gurutze Arzamendi, Alicia d'Anjou, Manuel Graña, José R. Leiza, José M. Asua<br /> : ''Model reduction in emulsion polymerization using hybrid first principles/artificial neural networks models 2a Long Chain Branching Kinetics''<br /> : Macromolecular Theory and Simulations 14:125-132<br /> :Indicadores de calidad (Índice de Impacto o similares): JCR 2005 1.544<br /> <br /> ; C. Sarasola, A. d'Anjou, F.J. Torrealdea, Manuel Graña<br /> : ''Minimization of the energy flow in the synchronization of nonindentical chaotic systems''<br /> : Physical Review E 72:026223<br /> : Indicadores de calidad (Índice de Impacto o similares): JCR 2005 2.418<br /> <br /> ;C. Sarasola, , A. d'Anjou, F. J. Torrealdea and A. Moujahid<br /> : ''Energy-like functions for some dissipative chaotic systems.'' <br /> : Int. J. Bifurcation and Chaos 15(8), 2507-2521<br /> : Indicadores de calidad (Índice de Impacto o similares): JCR 2005 0.845<br /> <br /> ; A. d'Anjou, C. Sarasola, , F. J. Torrealdea. <br /> : ''On the characterization of different synchronization stages by energy considerations.''<br /> : Journal of Physics: Conference Series, 23, 238–251<br /> <br /> ;Blanca Cases and Manuel Alfonseca<br /> :Towards a proof of the decidability of the momentary stagnation of the growth function of D0L systems<br /> :Theoretical Computer Science, Volume 341, Issues 1-3, 5 September 2005, Pages 247-262<br /> : Indicadores de calidad (Índice de Impacto o similares): JCR 2005 0.743<br /> <br /> ;Posada, J. / Wundrak, S. / Toro, C. / Stork, A. <br /> : Using Ontologies and STEP standards for the semantic simplification of CAD models in different engineering domains <br /> : Journal of Applied Ontology, Volume 1, Number 3-4/2006, pp. 263-279<br /> <br /> ==2004==<br /> <br /> ; M. Graña, J. Gallego, C. Hernandez<br /> : ''A Single Individual Evolutionary Strategy for Endmember Search in Hyperspectral Images.''<br /> :Information Sciences, Int. J 161(3-4):181-197<br /> :Indicadores de calidad (Índice de Impacto o similares): JCR (2001,2003, 2005) 0.264, 0.447, 0.723<br /> <br /> ;B. Raducanu, Manuel Graña, F.X. Albizuri, A. d'Anjou<br /> : ''A Probabilistic Hit-and-Miss Tranform for Face Localization''<br /> :Pattern Análisis and Applications 7:117-127<br /> :Indicadores de calidad (Índice de Impacto o similares): JCR 2004 0.803<br /> <br /> ;Elsa Fernandez, Manuel Graña, Jesús Ruiz-Cabello<br /> : ''On a Gradient Based Evolution Strategie For Parametric Illumination Correction''<br /> :Electronics Letters 40(9):531-532<br /> :Indicadores de calidad (Índice de Impacto o similares): JCR 2004 0.968<br /> <br /> ;Cecilia Sarasola, Francisco J. Torrealdea, Alicia d'Anjou, A. Moujahid, Manuel Graña<br /> : ''Energy balance in feedback synchronization of chaotic systems''<br /> : Physical review E 69-011606<br /> :Indicadores de calidad (Índice de Impacto o similares): JCR 2004 2.352<br /> <br /> ==2003==<br /> <br /> ; F. Xabier Albizuri, Manuel Graña, Bogdan Raducanu <br /> :Statistical transmission delay guarantee for nonreal-time traffic multiplexed with real-time traffic<br /> :Computer Communications 26 (2003) 1365–1375<br /> : Indicadores de calidad, JCR (2005) 0.556 (2009) 0.933<br /> <br /> ; M. Graña, P. Sussner, G.X. Ritter<br /> : [[media:Grana-sussner-ritter-2003-mathware.pdf|Innovative Applications of Associative Morphological Memories]]<br /> : Mathware &amp; Soft Computing 10(3):155-168<br /> : [http://ic.ugr.es/Mathware/index.php/Mathware/issue/view/6 journal web page]<br /> <br /> ;A. d'Anjou, F. J. Torrealdea, J.R. Leiza, J.M. Asua, G. Arzamendi <br /> : ''Model reduction in emulsion polymerization using Hybrid First-Principles/Artificial Neural Networks models''<br /> : Macromolecular Theory and Simulation 12:42-56<br /> : indicadores de calidad, JCR (2005) 1.544 (2006) 1.073 (2007) 1.792 (2008) 1.912 (2009) 1.683<br /> <br /> ; C. Sarasola, F.J. Torrealdea, A. d'Anjou, A. Moujahid and M. Graña<br /> : ''Feedback synchronization of chaotic systems''<br /> : Int. J. Bifurcation and Chaos 13(1):177-191<br /> :Indicadores de calidad (Índice de Impacto o similares): JCR 2003 1.014<br /> <br /> ;B. Raducanu, M. Graña, F.X. Albizuri<br /> : ''Morphological Scale Spaces and Associative Morphological Memories: Results on Robustness and Practical Applications''<br /> : Journal of Mathematical Imaging and Vision 9(2):113-131<br /> :Indicadores de calidad (Índice de Impacto o similares): JCR (2003, 2005) 0.617,2.197<br /> <br /> ;C. Sarasola, F.J. Torrealdea, A. d’Anjou, A. Moujahid, M. Graña,<br /> : ''Nonzero error synchronization of chaotic systems via dynamic coupling''<br /> : Physica D 177(1-4):39-49<br /> :Indicadores de calidad (Índice de Impacto o similares): JCR 2002,2003:1.144,1.014<br /> <br /> ;R. Perez de Alejo, J. Ruiz-Cabello, M. Cortijo, I. Rodriguez, I. Echave, J. Regadera, J. Arrazola, P. Avilés, P. Barreiro, D. Gargallo, M. Graña<br /> : ''Computer- Assisted Enhanced Volumetric Segmentation Magnetic Resonance Imaging Data Using a Mixture of Artificial Neural Networks''<br /> : Magnetic Resonance Imaging 21:901-912<br /> :Indicadores de calidad (Índice de Impacto o similares): JCR 2003 1.420<br /> <br /> ; JOSE MARIA GONZALEZ DE DURANA GARCIA; TEODORO RICO PASTRANA; EKAITZ ZULUETA GUERRERO<br /> : HYBRID MODELING OF OPEN LOOP DC-DC CONVERTERS.<br /> : FACING 11(2): 41--47<br /> <br /> ==2002==<br /> <br /> ;C. Sarasola, F.J. Torrealdea, A. d'Anjou, M. Graña<br /> : ''Cost of synchronizing different chaotic systems''<br /> : Mathematics and Computers in Simulation 58:309-327<br /> :Indicadores de calidad (Índice de Impacto o similares): JCR (2001,2005): 0.253,0.554<br /> <br /> ; Jesús Ruiz-Cabello, Javier Regadera, Carmen Santisteban, Manuel Graña, Rigoberto Pérez de Alejo, Imanol Echave, Pablo Avilés, Ignacio Rodriguez, Inmaculada Santos, Domingo Gargallo, Manuel Cortijo<br /> : ''Monitoring actute inflammatory processes in the mouse muscle by MR imaging and spectroscopy: a comparision with pathological results''<br /> : NMR in Biomedicine 15:204-214<br /> :Indicadores de calidad (Índice de Impacto o similares): JCR (2002,2005) 2.160, 2.469<br /> <br /> ==2001==<br /> <br /> ; B. Raducanu, M. Graña, F.X. Albizuri, A. D'Anjou<br /> : ''Face localization based on the morphological multiscale fingerprints''<br /> : Pattern Recognition Letters 22:359-371<br /> :Indicadores de calidad (Índice de Impacto o similares): JCR (2001, 2005) 0.552, 1.138<br /> <br /> ;A.I. Gonzalez, M. Graña, J. Ruiz-Cabello, A. d'Anjou<br /> : ''Experimental results of an Evolution-based Adaptation Strategy for VQ Image Filtering'' [[media:IS2001_Evolution_VQfilter.pdf|pdf]]<br /> : Information Sciences, Int. J. 133 (3-4):249-266<br /> :Indicadores de calidad (Índice de Impacto o similares): JCR (2001,2003, 2005) 0.264, 0.447, 0.723<br /> <br /> ; M.C. Hernandez, F.X Albizuri, A. d'Anjou, M. Graña, F.J. Torrealdea<br /> : ''Efficient solution of MAX-SAT and SAT via higher order Boltzmann Machines''<br /> : Investigacion Operacional 22(1):67-78<br /> :Indicadores de calidad (Índice de Impacto o similares): <br /> :Editorial y Lugar de publicación: Dept. Matematica Aplicada, Fac. Matematica y Computación, Universidad de la Habana<br /> <br /> ;Israel Rebollo, Manuel Graña y Carmen Hernández<br /> :APLICACION DE ALGORITMOS ESTOCASTICOS DE OPTIMIZACION AL PROBLEMA DE LA DISPOSICION DE OBJETOS NO-CONVEXOS. [[http://rev-inv-ope.univ-paris1.fr/files/22201/IO-22201-11.pdf]]<br /> : Investigacion Operacional 22(2):184-192<br /> :Indicadores de calidad (Índice de Impacto o similares): <br /> :Editorial y Lugar de publicación: Dept. Matematica Aplicada, Fac. Matematica y Computación, Universidad de la Habana<br /> <br /> ; A. d'Anjou,C. Sarasola, F.J. Torrealdea, R. Orduna, M. Graña<br /> : ''Parameter adaptive identical synchronization disclosing Lorenz chaotic mask''<br /> : Physical Review E E63-046213<br /> :Indicadores de calidad (Índice de Impacto o similares): JCR Science Edition Impact Factor 2.202, (JCR 2002 2.397)<br /> <br /> ; S. O. Anchorena, B. Cases<br /> : ''Modeling Chaotic Series by Simple Eco-Grammar Systems with Reproduction, Death and Maturation of Agents.''<br /> : Grammars, vol. 6 num. 3, pp. 155-168 (2003)<br /> : EE: http://www.springerlink.com/content/n68251124147700r/<br /> <br /> ==2000==<br /> <br /> ;A.I. Gonzalez, M. Graña, F.X. Albizuri, A. D'Anjou, F.J. Torrealdea<br /> : A Near Real-Time Evolution-based Adaptation Strategy for Dynamic Color Quantization of Image Sequences [[media:IS2000_Evolution_CQ_image_sequence.pdf|pdf]]<br /> : Information Sciences, Int. J. 122:161-183<br /> :Indicadores de calidad (Índice de Impacto o similares): JCR (2003, 2005) 0.447, 0.723<br /> <br /> ;J. Ruiz Cabello, I Rodriguez, P. Avilés, M. Graña, I. Echave, J. Regadera, D. Gargallo, M. Cortijo<br /> : Magnetic resonance imaging to monitor the biology of inflammation<br /> : European Biophysics Journal 29(4-5):363<br /> :Indicadores de calidad (Índice de Impacto o similares): JCR (2001,2005) 1.917,1.811 <br /> :ISSN: 0175-7571<br /> <br /> ;I Rodriguez, M. Graña, I. Echave, P. Barreiro, M. Cortijo, J. Ruiz Cabello<br /> : MR image processing using neural networks and vector quantization<br /> : Magnetic Resonance Materials in Physics, Biology and Medicine (MAGMA) 11 (supl. 1):143<br /> :Indicadores de calidad (Índice de Impacto o similares): JCR 2003 1.836<br /> <br /> ;F.X. Albizuri, A.I. Gonzalez, M. Graña, A. D'Anjou<br /> : ''Neural learning for distributions on categorical data''[[media:Albizuri2000_Neural_learning.pdf|pdf]]<br /> : Neurocomputing 34:1-9<br /> :Indicadores de calidad (Índice de Impacto o similares): JCR (2001, 2005) 0.534, 0.790<br /> <br /> ==1999==<br /> <br /> ;J.A. Lozano, P. Larrañaga, M. Graña, F.X. ALbizuri<br /> : ''Genetic Algorithms: bridging the convergence gap''<br /> : Theoretical Computer Science 229:11-22<br /> : Indicadores de calidad (Índice de Impacto o similares): JCR 2005 0.743<br /> <br /> ;A.I. Gonzalez, M. Graña, M. Cottrell<br /> : ''Basic competitive neural networks as adaptive mechanisms for non-stationary color quantization'' [[media:Ai-gonzalez-neural-computing-appl-1999.pdf|pdf]]<br /> : Neural Computing and Applications 8: 347-367<br /> : Indicadores de calidad (Índice de Impacto o similares): JCR 2005 0.403<br /> <br /> ==1998==<br /> <br /> ; A. I. Gonzalez, M. Graña<br /> : ''Una estrategia evolutiva para clustering no estacionario''<br /> : Inteligencia Artificial, Revista Iberoamericana de Inteligencia Artificial, 2(5): 68-73<br /> <br /> ;A. I. Gonzalez, M. Graña, A. D'Anjou, F.X. Albizuri, F.J Torrealdea<br /> : ''A comparison of experimental results with a Evolution Strategy and Competitive Neural Networks for near real-time Color Quantization of image sequences'' [[media:AppInt1998_Evol_CNN_CQ_sequences.pdf|pdf]]<br /> : Applied Intelligence 8 (1): 43-51<br /> :Indicadores de calidad (Índice de Impacto o similares): JCR Science Edition Impact Factor 0.9<br /> <br /> ==1997==<br /> <br /> ; M. Graña, A. D´Anjou, F.J. Torrealdea<br /> : User expectations for the intelligent blackboard [[media:M-grana-displays-1997.pdf|pdf]]<br /> : Displays 17 (3-4): 143-146<br /> : Indicadores de calidad (Índice de Impacto o similares): JCR Science Edition Impact Factor: 0.947, JCR 2007 1.179<br /> <br /> ; A. I. Gonzalez, M. Graña, A. D´Anjou, F.X. Albizuri, M. Cottrell<br /> : A sensitivity analysis of the Self Organizing Map as an Adaptive One-pass Non-stationary Clustering algorithm: the case of Color Quantization of image sequences [[media:NPL1997_SOM_onepass_nonstat_clustering.pdf|pdf]]<br /> : Neural Processing Letters 6: 77-89<br /> :Indicadores de calidad (Índice de Impacto o similares): JCR Science Edition Impact Factor 0.701<br /> <br /> ; F.X. Albizuri, A. D'Anjou, M. Graña, P. Larrañaga<br /> : Structure of the high-order Boltzmann Machine from Independence Maps<br /> : IEEE trans. Neural Networks 8 (6): 1351-1358<br /> : Indicadores de calidad (Índice de Impacto o similares): JCR Science Edition Impact Factor 2.205<br /> <br /> ; M. Graña, A. D'Anjou , F.X. Albizuri, M. Hernandez, F. J. Torrealdea, A.I. Gonzalez<br /> : Experiments of fast learning with High Order Boltzmann Machines [[media:Grana-HOBM-appl-int-1997.pdf|pdf]]<br /> : Applied Intelligence 7 (4): 287-303<br /> :Indicadores de calidad (Índice de Impacto o similares): JCR 2005 Science Edition Impact Factor 0.569<br /> <br /> ==1996==<br /> <br /> ; F.X. Albizuri, A. D'Anjou , M. Graña,J.A. Lozano<br /> : Convergence properties of High-Order Boltzmann Machines<br /> : Neural Networks 9(9): 1561-1567<br /> : Indicadores de calidad (Índice de Impacto o similares): JCR Science Edition Impact Factor 1.665<br /> <br /> ;M. Graña, A. D'Anjou , F.X. Albizuri, J.A. Lozano, P. Larrañaga, Y. Yurramendi, M. Hernandez, J.L. Jimenez, F. J. Torrealdea, M. Poza, A.I. Gonzalez<br /> : Experimentos de aprendizaje con Máquinas de Boltzmann de alto orden [[media:Inf-y-automatica-exp-HOBM-96.pdf|draft]]<br /> : Informática y Automática 29(4): 42-57<br /> <br /> ==1995==<br /> <br /> ;A. I. González , M. Graña - A. D'Anjou<br /> : An analysis of the GLVQ algorithm [[media:IEEENN95_analysis_GLVQ.pdf|pdf]]<br /> : IEEE Transactions on Neural Netwoks 6 (4): 1012-1016<br /> :Indicadores de calidad (Índice de Impacto o similares): JCR 2005 Science Edition Impact Factor 2.205<br /> <br /> ; F. X. Albizuri - A. D'Anjou - M. Graña - F. J. Torrealdea - M. C. Hernández<br /> : The high order Boltzmann machine: learned distribution and topology<br /> : IEEE Transactions. on Neural Networks 6 (3): 767-770<br /> :Indicadores de calidad (Índice de Impacto o similares): JCR 2005 Science Edition Impact Factor 2.205<br /> <br /> ; M. Graña - A. D'Anjou - A. I. González - F. X. Albizuri - M. Cottrell<br /> : Competitive stochastic neural networks for vector quantization of images [[media:Neurocomputing95_CSNN_VQ.pdf|pdf]]<br /> : Neurocomputing 7: 187-195<br /> : Indicadores de calidad (Índice de Impacto o similares): JCR 2005 Science Edition Impact Factor 0.790<br /> <br /> ==1993==<br /> <br /> ;Alicia D'Anjou - Manuel Graña - Fco. Javier Torrealdea - Mª Carmen Hernández<br /> : Solving satisfiability via Boltzmann machines [[media:Danjou-pami-1993.pdf|pdf]]<br /> : IEEE Transactions on pattern analysis and machine intelligence, 15:514-521<br /> :Indicadores de calidad (Índice de Impacto o similares): JCR 2005 2.923<br /> <br /> ==1992==<br /> <br /> ;Alicia D'Anjou - Manuel Graña - Fco. Javier Torrealdea - Mª Carmen Hernández<br /> : Máquinas de Boltzmann para la resolución del problema de la satisfacibilidad en el cálculo proposicional<br /> : Revista Española de Informática y Automática 24: 40-49<br /> <br /> ==1987==<br /> <br /> ;Luis M. Alonso - Manuel Graña<br /> : Formal techniques and concurrent systems<br /> : Communications ACM 30: 752-753<br /> Indicadores de calidad (Índice de Impacto o similares): ISI JCR (2008) 2.646<br /> <br /> ==1986==<br /> <br /> ;Manuel Graña - Fco. Javier Torrealdea<br /> : Hierarchically structured Systems [[media:Grana-torrealdaea-1986.zip|scan]] [[media:Grana-torrealdea-1986.pdf|scan compressed]]<br /> : European Journal of Operational Research 25:20-26<br /> Indicadores de calidad ISI JCR: (2008) 1.627, <br /> <br /> ; Fco. Javier Torrealdea - Manuel Graña - Fernando Ferreres<br /> : A comparison between stochastic and deterministic simulation<br /> : Advances in Modelling and Simulation (AMSE press) 5:15-32<br /> :Indicadores de calidad (Índice de Impacto o similares):<br /> <br /> ; T. Alvarez - J. J. Dolado - M. Graña - I. Sukia - F. J. Torrealdea<br /> : Una versión de GPSS<br /> : Revista Española de Informática y Automática 19:45-59<br /> : Indicadores de calidad (Índice de Impacto o similares):<br /> <br /> ==1984==<br /> <br /> ;Fco. Javier Torrealdea - Manuel Graña<br /> : Some ideas for a history dynamics model.<br /> : Dynamica 10: 103-106 [http://www.systemdynamics.org/dynamica/articles/102/5.pdf]<br /> :Originalmente editada por el Bradford System Dynamics group fue posteriormente asumida por la System Dynamics Society y convertida en la actual The International Journal of System Dynamics, manteniendo los fondos bibliograficos asociados a Dynamica.<br /> : [http://www.systemdynamics.org/conferences/1983/proceed/parallel-vol2/torre913.pdf la publicación en la conferencia de System Dynamics que dió lugar al artículo]</div> Borja.ayerdi https://ehu.eus/ccwintco/index.php?title=Revistas&diff=18279 Revistas 2015-11-21T18:11:02Z <p>Borja.ayerdi: /* submitidos sin decision */</p> <hr /> <div>[[media:Revistas-GIC-1984-2009.bib.zip|bib de revistas hasta 2009]]<br /> ==submitidos sin decision==<br /> <br /> <br /> ; Dacosta-Aguayo R, Graña M, Falcón C, Fernández-Andújar M, López-Cancio E, Cáceres C, Bargalló N, Barrios M, Clemente IC, Torán Pera, Forés Rosa, Dávalos A, Tibor A and Mataró M<br /> :Multimodal imaging of the healthy contralesional hemisphere provides insight into neural, functional and cognitive recovery in ischemic stroke patients<br /> <br /> ;Jose Manuel Lopez-Guede, Borja Fernandez-Gauna, Manuel Graña, Ekaitz Zulueta<br /> :Further Results Learning Hose Transport Control with Q-learning<br /> : Journal of Physical Agents (aceptado con revisiones)<br /> <br /> ; Borja Ayerdi, Manuel Grana<br /> : Adaptive Hybrid Extreme Rotation Forest<br /> : NN<br /> : JCR 2013 1.237 (Q2 CSAI)<br /> <br /> ;Rosalia Dacosta Aguayo, PhD student; Tibor Auer; Manuel Graña; Carles Falcon; Marina Fernández-Andújar; Elena López-Cancio; Cynthia Cáceres; Nuria Bargalló; Maite Barrios; IC Clemente; Toran Pera; Rosa Fores; Antoni Dávalos; Maria Mataró<br /> :Multimodal imaging of the healthy contralesional hemisphere provides insight into neural, functional and cognitive recovery in ischemic stroke patients<br /> : Plos One<br /> <br /> ;JULIAN ESTEVEZ, JM. LOPEZ-GUEDE, MANUEL GRAÑA<br /> : Particle Swarm Optimization quadrotor control for cooperative aerial transportation of deformable linear objects<br /> : CBS<br /> <br /> ;J. David Nuñez-Gonzalez, Manuel Graña, Michał Wozniak<br /> :Heuristic Harmony Search for Influence Maximization in Social Networks<br /> : EAAI<br /> <br /> ==aceptados ==<br /> <br /> ;Borja Ayerdi, Manuel Graña<br /> : &quot;Hyperspectral Image Analysis by Spectral-Spatial Processing and Anticipatively Tuned Hybrid Extreme Rotation Forest Classification&quot;<br /> : ''Transactions on Geoscience and Remote Sensing (TGARS)''<br /> : JCR 2014 - 3.514<br /> <br /> <br /> <br /> ;Ariadna Besga, Itxaso González-Ortega, Enrique Echeburúa, Alexandre Savio, Borja Ayerdi, Darya Chyzhyk, Jose LM Madrigal, Juan C. Leza, Manuel Graña, Ana González-Pinto<br /> : &quot;Discrimination between Alzheimer’s Disease and Late Onset Bipolar Disorder using multivariate analysis&quot;<br /> : ''Frontiers in Aging Neuroscience''<br /> : JCR 2014 - 4.000<br /> <br /> <br /> ;Jose Manuel Lopez-Guede, Aitor Moreno-Fernandez-de-Leceta, Alexeiw Martinez-Garcia, Manuel Graña <br /> :Lynx: Automatic elderly behavior prediction in home tele care [http://www.hindawi.com/journals/bmri/aip/201939/]<br /> : Biomed Research International (Hindawi) (aceptado 22 oct)<br /> <br /> <br /> <br /> ; Medrano M, Maiz E, Maldonado-Martín S, Arenaza L, Rodríguez-Vigil B, Ortega FB, Ruiz JR, Larrarte E, Díez I, Sarasúa A, Tobalina I, Barrenechea L, Pérez-Asenjo J, Kannengiesser S, Manhães-Savio A, Echaniz O, Labayen I<br /> : The effect of a multidisciplinary intervention program on hepatic adiposity in overweight-obese children: protocol of the EFIGRO study<br /> : Contemporary Clinical Trials<br /> : Article accepted for publication: 21 Sep 2015<br /> : DOI: 10.1016/j.cct.2015.09.017<br /> <br /> <br /> <br /> ;I. Macía, M. de Blas, J.H. Legarreta, L. Kabongo, O. Hernández, J.M. Egaña, J.I. Emparanza, A. García-Familiar, M. Graña<br /> :Standard and Fenestrated Endograft Sizing in EVAR Planning: Description and Validation of a Semi-automated 3D Software<br /> : Computerized Medical Imaging and Graphics [http://www.sciencedirect.com/science/article/pii/S0895611115000099] [http://www.journals.elsevier.com/computerized-medical-imaging-and-graphics/] (accept 16 enero 2015)<br /> : JC· 2013 1.496 (Q3 RNMMI)<br /> <br /> <br /> <br /> ;Fernández-Andújar M, Doornink F, Dacosta-Aguayo R, Soriano-Raya JJ, Miralbell J, Bargalló N, López-Cancio E, Pérez de la Ossa N, Gomis M, Millán M, ;Barrios M, Cáceres C, Clemente I, Dávalos A, Mataró M <br /> : Remote thalamic microstructural abnormalities related to cognitive function in ischemic stroke patients <br /> : Neuropsychology (aceptado 4 de abril 2014)<br /> : JCR (2012): 3.477 (Q1)<br /> <br /> ;Maria Mataró, Juan José Soriano-Raya, Jorge López-Olóriz, Júlia Miralbell, Rosalia Dacosta-Aguayo<br /> :CEREBROVASCULAR MARKERS IN LOWERED COGNITIVE FUNCTION<br /> :Journal of Alzheimer Disease, (accepted)<br /> :JCR (2013) 3.612 (Q1 clinical neu.)<br /> <br /> == online first==<br /> <br /> ;Ariadna Besga-Basterra, Darya Chyzhyk, Itxaso González-Ortega, Alexandre Savio, Borja Ayerdi, Jon Echeveste, Manuel Graña, Ana González-Pinto<br /> : Eigenanatomy on fractional anisotropy imaging provides white matter anatomical features discriminating between Alzheimer’s Disease and Late Onset Bipolar Disorder<br /> : Current Alzherimer Research, (accepted) [http://benthamscience.com/journals/current-alzheimer-research/article/136980/]<br /> : JCR (2013) 3.796 (Q1 Clin Neurol, Q2 Neurosciences) (2014) 3.889<br /> <br /> <br /> ;PAWEL KSIENIEWICZ, DARIUSZ JANKOWSKI, BORJA AYERDI, KONRAD JACKOWSKI, MICHAL WOZNIAK, MANUEL GRANA<br /> :A Novel Hyperspectral Segmentation Algorithm - Concept and Evaluation<br /> : Logic journal IGPL (aceptado noviembre 2014) [http://jigpal.oxfordjournals.org/content/early/2014/12/29/jigpal.jzu045.short]<br /> : JCR 2013 0.530 (Q2 Logic, Q3 Mathematics, Q4 MA) (2014) 0.461 (Q3 Logic, Q3 Mathematics, Q4 MA)<br /> <br /> ;Maite Termenon, Manuel Graña, Alexandre Savio, Anton Akusok, Yoan Miche, Amaury Lendasse<br /> :Brain MRI Morphological Patterns Extraction Tool based on Extreme Learning Machine and Majority Vote Classification<br /> :Neurocomputing (aceptado 6 de marzo) [http://www.sciencedirect.com/science/article/pii/S0925231215011388]<br /> <br /> ; Borja Ayerdi, Manuel Graña<br /> : Hyperspectral Image Nonlinear Unmixing and Reconstruction by ELM Regression Ensemble<br /> : Neurocomputing [http://www.sciencedirect.com/science/article/pii/S0925231215011339]<br /> : doi 10.1016/j.neucom.2015.04.10<br /> <br /> ; Manuel Graña, Darya Chyzhyk<br /> : Image Understanding Applications of Lattice Auto-Associative Memories <br /> : IEEE Transactions on Neural Networks and Learning Systems, (aceptdo 24 julio) [[http://ieeexplore.ieee.org/xpl/articleDetails.jsp?arnumber=7210195 online]]<br /> : DOI 10.1109/TNNLS.2015.2461451<br /> : JCR (2014) 4.291 (Q1 CSAI)<br /> <br /> ==2015==<br /> <br /> <br /> ; Alexandre Savio, Manuel Graña<br /> :Local Activity Features for Computer Aided Diagnosis of Schizophrenia on resting-state fMRI<br /> :Neurocomputing (aceptado 10 enero 2015) [http://authors.elsevier.com/sd/article/S0925231215002970] Volume 164, 21 September 2015, Pages 154–161<br /> : DOI 10.1016/j.neucom.2015.01.079<br /> : JCR 2013 2.005 (Q1 CSAI) (2014) 2.083 (Q2 CSAI)<br /> <br /> <br /> ; Manuel Graña, Eider Sanchez, Michal Woazniak<br /> : Special issue on innovations in medicine and healthcare<br /> : Biosystems Engineering, Volume 138, October 2015, Pages 1–3 [http://www.sciencedirect.com/science/article/pii/S1537511015001099]<br /> : DOI 10.1016/j.biosystemseng.2015.06.009<br /> <br /> ;Borja Fernandez-Gauna; Jose Manuel Lopez-Guede; Ismael Etxeberria-Agiriano; Igor Ansoategi; Manuel Graña<br /> :Reinforcement Learning endowed with safe veto policies to learn the control of L-MCRS<br /> :Information Sciences Volume 317, 1 October 2015, Pages 25–47 [http://www.sciencedirect.com/science/article/pii/S002002551500273X]<br /> : DOI 10.1016/j.ins.2015.04.005<br /> : JCR (2014) 4.038 (Q1 CSAI)<br /> <br /> ;Lopez-Guede, Jose M.; Fernandez-Gauna, Borja; Graña, Manuel; Zulueta, Ekaitz; <br /> :Training Multi-agent systems by Q-learning: approaches and empirical results<br /> : Computational Intelligence vol 31 num 3 pp. 498-512 [http://onlinelibrary.wiley.com/doi/10.1111/coin.12035/abstract]<br /> : DOI: 10.1111/coin.12035<br /> : JCR (2012) 1.000 (Q3 CSAI) (2013) 0.870 (2014) 0.673<br /> <br /> ;J. David Nuñez-Gonzalez, Manuel Graña, Bruno Apolloni, <br /> :Reputation Features for Trust Prediction in Social Networks, <br /> :Neurocomputing Volume 166, 20 October 2015, Pages 1–7 [http://www.sciencedirect.com/science/article/pii/S0925231215005494]<br /> : DOI 10.1016/j.neucom.2014.10.099<br /> : JCR 2013 2.005 (Q1 CSAI) (2014) 2.083 (Q2 CSAI)<br /> <br /> ;Ion Marques, Manuel Graña, Anna Kamińska-Chuchmała, Bruno Apolloni, <br /> :An experiment of subconscious intelligent social computing on household appliances, <br /> :Neurocomputing, Volume 167, 1 November 2015, Pages 32–43 (aceptado agosto 2014) [http://www.sciencedirect.com/science/article/pii/S0925231215005718]<br /> : DOI 10.1016/j.neucom.2014.08.103<br /> : JCR 2013 2.005 (Q1 CSAI) (2014) 2.083 (Q2 CSAI)<br /> <br /> ; Darya Chyzhyk, Alexandre Savio, Manuel Graña<br /> : Computer Aided Diagnosis of Schizophrenia on resting state fMRI data by Ensembles of ELM<br /> : Neural Networks Volume 68, August 2015, Pages 23–33. [http://www.sciencedirect.com/science/article/pii/S0893608015000805]<br /> : DOI information: 10.1016/j.neunet.2015.04.002 <br /> : JCR (2013) 2.076 (Q1 CSAI, Q3 Neurosciences) (2014) 2.708<br /> <br /> ; Chyzhyk D, Graña M, Öngür D, Shinn AK. <br /> : Discrimination of Schizophrenia Auditory Hallucinators by Machine Learning of Resting-State Functional MRI. <br /> : International Journal of Neural Systems 25(3):1550007, 2015. [[media: Chyzhyk-IJNS-2015.pdf|pdf]] [http://www.worldscientific.com/doi/abs/10.1142/S0129065715500070?src=recsys&amp;journalCode=ijns&amp;]<br /> : JCR 2013 6.056 (Q1 CSAI) (2014) 6.507<br /> <br /> ;A. Suberbiola, E. Zulueta, J.M. Lopez-Guede, I. Etxeberria-Agiriano, and M. Graña<br /> : Arm Orthosis/Prosthesis Movement Control Based on Surface EMG Signal<br /> : International Journal of Neural Systems 25(3):1550009 [http://www.worldscientific.com/doi/10.1142/S0129065715500094] (2015)<br /> : JCR 2013 6.056 (Q1 CSAI) (2014) 6.507<br /> <br /> ; MANUEL GRAÑA, J. DAVID NUÑEZ-GONZALEZ, LEIRE OZAETA, ANNA KAMIŃSKA-CHUCHMAŁA<br /> :Experiments of Trust Prediction in Social Networks by Artificial Neural Networks [http://www.tandfonline.com/doi/full/10.1080/01969722.2015.1007725#.VRJqFkvXmlI]<br /> : Cybernetics and Systems Volume 46, Issue 1-2, 2015 pages 19-34<br /> : JCR (2012): 0.973 (Q3 CSC) (2013) 0.507 (2014) 0.840<br /> : DOI:10.1080/01969722.2015.1007725<br /> <br /> ; EIDER SANCHEZ, CARLOS TORO, MANUEL GRAÑA, CESAR SANIN, EDWARD SZCZERBICKI<br /> :Extended Reflexive Ontologies for the generation of clinical recommendations [http://www.tandfonline.com/doi/full/10.1080/01969722.2015.1007723#abstract]<br /> : Cyberntetics and Systems Volume 46, Issue 1-2, 2015 pages 4-18<br /> : JCR (2012): 0.973 (Q3 CSC) (2013) 0.507 (2014) 0.840<br /> <br /> <br /> ;Julián Estévez, Jose Manuel Lopez-Guede, Manuel Graña<br /> : Quasi-stationary State Transportation of a Hose with Quadrotors<br /> : Robotics and Automous Systems (aceptado 5 sept) Volume 63, Part 2, January 2015, Pages 187–194 [http://www.sciencedirect.com/science/article/pii/S0921889014001791]<br /> : JCR (2013) 1.105, (Q3 Robotics, Q3 CSAI, Q3 ACS) (2014) 1.256 (Q2 Robotics, Q3 CSAI, Q3 ACS)<br /> <br /> <br /> ;M Graña, B Raducanu<br /> :Bioinspired and knowledge based techniques and applications<br /> : Neurocomputing Volume 150, Part A, 20 February 2015, Pages 1–3<br /> :DOI 10.1016/j.neucom.2014.09.039<br /> : JCR 2013 2.005 (Q1 CSAI) (2014) 2.083 (Q2 CSAI)<br /> <br /> <br /> ;Darya Chyzhyk, Manuel Graña<br /> :Classification of Schizophrenia patients on Lattice Computing resting-state fMRI features [http://www.sciencedirect.com/science/article/pii/S0925231214013204]<br /> : Neurocomputing Volume 151, Part 1, 3 March 2015, Pages 151–160<br /> : DOI 10.1016/j.neucom.2014.09.075<br /> : JCR 2013 2.005 (Q1 CSAI) (2014) 2.083 (Q2 CSAI)<br /> <br /> ;Darya Chyzhyk, Rosalía Dacosta-Aguayo, Maria Mataró, Manuel Graña<br /> :An active learning approach for Stroke lesion segmentation on multimodal MRI data<br /> : Neurocomputing Volume 150, Part A, 20 February 2015, Pages 26–36 [http://www.sciencedirect.com/science/article/pii/S0925231214012466]<br /> :DOI:10.1016/j.neucom.2014.01.077<br /> : JCR 2013 2.005 (Q1 CSAI) (2014) 2.083 (Q2 CSAI)<br /> <br /> <br /> ;Borja Ayerdi, Ion Marqués, Manuel Graña<br /> :Spatially regularized semisupervised Ensembles of Extreme Learning Machines for hyperspectral image segmentation<br /> : Neurocomputing (aceptado 18 de enero 2014) Volume 149, Part A, 3 February 2015, Pages 373–386 [http://www.sciencedirect.com/science/article/pii/S0925231214011424] <br /> : JCR 2013 2.005 (Q1 CSAI) (2014) 2.083 (Q2 CSAI)<br /> : DOI 10.1016/j.neucom.2014.01.068<br /> <br /> <br /> ; Jose Manuel Lopez-Guede, Borja Fernandez-Gauna,Jose Antonio Ramos-Hernanz<br /> :Single robot dynamics approximation by ELM for Reinforcement Learning for hose control<br /> : Neurocomputing Volume 150, Part A, 20 February 2015, Pages 116–123<br /> : JCR 2013 2.005 (Q1 CSAI) (2014) 2.083 (Q2 CSAI)<br /> <br /> <br /> ;G.A. Papakostas, A. Savio, M. Graña, V.G. Kaburlasos<br /> :A Lattice Computing Approach to Alzheimer’s Disease Computer Assisted Diagnosis Based on MRI Data [http://www.sciencedirect.com/science/article/pii/S0925231214012454]<br /> : Neurocomputing Volume 150, Part A, 20 February 2015, Pages 37–42<br /> : JCR 2013 2.005 (Q1 CSAI) (2014) 2.083 (Q2 CSAI)<br /> <br /> ;Dacosta-Aguayo, Rosalia; Graña, Manuel; Iturria-Medina, Yasser; Fernández-Andújar, Marina; López-Cancio, Elena; Caceres, Cynthia; Bargallo, Nuria; Barrios, Maite; Clemente, Imma; Pera, Guillem; Fores, Rosa; Davalos, Antoni; Mataro, Maria<br /> :Impairment of Functional Integration of the Default Mode Network correlates with Cognitive Outcome at three months after Stroke<br /> : Human Brain Mapping Volume 36, Issue 2, February 2015, Pages: 577–590<br /> : DOI: 10.1002/hbm.22648<br /> : Impact Factor: 6.878, ISI Journal Citation Reports © Ranking: 2012: 1/14 (Neuroimaging); 1/120 (Radiology Nuclear Medicine &amp; Medical Imaging); 23/252 (Neurosciences) (2013) 6.924 (Q1 Neuroimaging, Q1 RNMMI, Q1 Neurosciences) (2014) 5.969<br /> <br /> ;Borja Fernandez-Gauna; Ismael Etxeberria-Agiriano; Manuel Graña<br /> :Learning Multirobot Hose Transportation and Deployment by Distributed Round-Robin Q-Learning<br /> : PlosOne, Volume 10(7): e0127129 ( published 09 Jul 2015)<br /> : JCR (2012) 3.730, (Q1 mult. sciences) (2013) 3.534 (Q1 mult. sci.) (2014) 3.234<br /> : DOI 10.1371/journal.pone.0127129<br /> <br /> == 2014 ==<br /> <br /> ;Eider Sanchez, Peng Wang, Carlos Toro, Cesar Sanin, Manuel Graña, Edward Szczerbicki, Eduardo Carrasco, Frank Guijarro and Luis Brualla<br /> :Decisional DNA for modeling and reuse of experiential-based clinical assessments in breast cancer diagnosis and treatment<br /> : Neurocomputing Volume 146, 25 December 2014, Pages 308–318 [http://www.sciencedirect.com/science/article/pii/S0925231214007826]<br /> : JCR 2013 2.005 (Q1 CSAI)<br /> <br /> ; Jose Manuel Lopez-Guede, Manuel Graña, Jesus Maria Larrañaga, Fernando Oterino<br /> : Educational innovation project in the field of Industrial Informatics <br /> : Procedia - Social and Behavioral Sciences, Volume 141, 25 August 2014, Pages 20–24<br /> : DOI 10.1016/j.sbspro.2014.05.006<br /> <br /> ; Jose Manuel Lopez-Guede, Manuel Graña, Jesus Maria Larrañaga, Fernando Oterino<br /> : Retrospective Vision of a Long Term Innovative Experience<br /> : Procedia - Social and Behavioral Sciences, Volume 141, 25 August 2014, Pages 15–19<br /> : DOI 10.1016/j.sbspro.2014.05.005<br /> <br /> ;Rosalia Dacosta-Aguayo; Manuel Graña; Alexandre Savio; Marina Fernández-Andújar ; Tibor Auer ; Monica Millán ; Elena López-Cancio ; Cynthia Cáceres ; Nuria Bargalló ; Cesar Garrido ; Maite Barrios ; Inmaculada Clemente ; Monica Hernández ; Jose Munuera ; Antonio Dávalos ; Maria Mataró <br /> :Prognostic value of changes in resting-state functional connectivity patterns in cognitive recovery after stroke: a 3T fMRI pilot study<br /> : Human Brain Mapping (aceptado 15 nov 2013) Volume 35, Issue 8, pages 3819–3831, August 2014 [http://onlinelibrary.wiley.com/doi/10.1002/hbm.22439/abstract]<br /> : Impact Factor: 6.878, ISI Journal Citation Reports © Ranking: 2012: 1/14 (Neuroimaging); 1/120 (Radiology Nuclear Medicine &amp; Medical Imaging); 23/252 (Neurosciences) (2013) 6.924 (Q1 Neuroimaging, Q1 RNMMI, Q1 Neurosciences) (2014) 5.969<br /> <br /> ;Borja Fernández-Gauna; Igor Ansoategui; Ismael Etxeberria-Agiriano; Manuel Graña<br /> :Reinforcement Learning of ball screw feed drive controllers<br /> :Engineering Applications of Artificial Intelligence Volume 30, April 2014, Pages 107–117 [http://www.sciencedirect.com/science/article/pii/S0952197614000220]<br /> : JCR (2011) 1.665 (Q1 ENG) (2012) 1.625 (Q1 ENG, Q2 ACS, Q2 CSAI, Q2 EEE) (2013) 1.962 (Q1 ENG, Q2 ACS, Q2 CSAI, Q2 EEE) (2014) 2.207 (Q1 ENG, Q2 ACS, Q1 CSAI, Q1 EEE)<br /> <br /> ;Borja Ayerdi and Manuel Graña<br /> :Hybrid Extreme Rotation Forest <br /> : Neural Networks Volume 52, April 2014, Pages 33–42 [http://www.sciencedirect.com/science/article/pii/S0893608014000045]<br /> : JCR (2012) 1.927 (Q1 CSAI, Q3 NS) (2013) 2.076 (Q1 CSAI, Q3 NS) (2014) 2.708<br /> <br /> ;Tuia, D. ; Merenyi, E. ; Jia, X. ; Grana-Romay, M.<br /> :Foreword to the Special Issue on Machine Learning for Remote Sensing Data Processing [http://ieeexplore.ieee.org/xpl/articleDetails.jsp?arnumber=6804709]<br /> : Selected Topics in Applied Earth Observations and Remote Sensing, IEEE Journal of (Volume:7 , Issue: 4 ) pp. 1007 - 1011<br /> : JCR (2012) 2.874 (Q2 GP, Q1 ISPT, Q1 RS) (2013) 2.827 (Q2 GP, Q1 ISPT, Q1 RS, Q1 EEE)<br /> <br /> ; Abdelmalik Moujahid, Alicia d'ANjou, Manuel Graña<br /> :Energy demands of diverse spiking cells from the neocortex, hippocampus and thalamus<br /> : Frontiers in Computational Neuroscience (2014) 8:41 [http://journal.frontiersin.org/Journal/10.3389/fncom.2014.00041/abstract]<br /> : DOI: 10.3389/fncom.2014.00041<br /> : JCR (2013) 2.233 (Q1 MCB, Q2 neurosciences)<br /> <br /> ;Iker Mesa, Eider Sanchez, Carlos Toro, Javier Diaz, Arkaitz Artetxe, Manuel Graña, Frank Guijarro, Cesar Martinez, Jose Manuel Jimenez, Shabs Rajasekharan, Jose Antonio Alarcon, Alessandro De Mauro.<br /> :Design and Development of a Mobile Cardiac Rehabilitation System<br /> :Cybernetics and Systems: An International Journal, Volume 45 Issue 2 (2014), pp 92-108 [http://www.tandfonline.com/doi/full/10.1080/01969722.2014.874804#.UyF23OCEl48]<br /> :JCR (2012): 0.973 (Q3 CSC) (2013) 0.507 (2014) 0.840<br /> <br /> ;Israel Rebollo-Ruiz and Manuel Graña<br /> :An empirical evaluation of Gravitational Swarm Intelligence for Graph Coloring algorithm<br /> : Neurocomputing Volume 132, 20 May 2014, Pages 79–84 [http://www.sciencedirect.com/science/article/pii/S0925231213011041]<br /> : JCR (2011) 1.580 (Q2 CSAI) 2013 2.005 (Q1 CSAI)<br /> <br /> ;Rosalia Dacosta-Aguayo; Manuel Graña; Marina Fernandez-Andujar; Elena López-Cancio; Cynthia Cáceres; Nuria Bargallo; Maite Barrios; Imma Clemente; Antoni Dávalos; Auer Tibor; Maria Mataró<br /> :Structural integrity of the contralesional hemisphere predicts cognitive impairment in ischemic stroke at three months<br /> : PLosONe January 2014 | Volume 9 | Issue 1 | e86119 [http://www.plosone.org/article/info%3Adoi%2F10.1371%2Fjournal.pone.0086119]<br /> : JCR (2012) 3.730, (Q1 mult. sciences) (2013) 3.534 (Q1 mult. sci.) (2014) 3.234<br /> <br /> ; Ramon Moreno, Francesco Corona, Amaury Lendasse, Manuel Grana and Lenio Galvao<br /> : Extreme Learning Machines for Soybean classification in remote sensing Hyperspectral Images<br /> : Neurocomputing Volume 128, 27 March 2014, Pages 207–216 [http://dx.doi.org/10.1016/j.neucom.2013.03.057]<br /> : JCR (2012) 1.634 (T1, Q2 CSAI) 2013 2.005 (Q1 CSAI)<br /> <br /> ; Darya Chyzhyk, Alexandre Savio, Manuel Graña, <br /> : Evolutionary ELM wrapper feature selection for Alzheimer's disease CAD on anatomical brain MRI [http://www.sciencedirect.com/science/article/pii/S0925231213010096 pdf]<br /> : Neurocomputing, Volume 128, 27 March 2014, Pages 73-80, <br /> : ISSN 0925-2312, http://dx.doi.org/10.1016/j.neucom.2013.01.065.<br /> : JCR (2012) 1.634 (T1, Q2 CSAI) 2013 2.005 (Q1 CSAI)<br /> <br /> ;Josu Maiora; Borja Ayerdi; Manuel Graña<br /> : Random forest active learning for AAA thrombus segmentation in computed tomography angiography images<br /> : Neurocomputing Volume 126, 27 February 2014, Pages 71–77 [http://www.sciencedirect.com/science/article/pii/S0925231213006978]<br /> : (2011) JCR 1.580 (Q2 CSAI) 2013 2.005 (Q1 CSAI)<br /> <br /> ;Michal Wozniak,, Manuel Graña, Emilio Corchado, <br /> : A Survey of Multiple Classifier System as Hybrid Systems <br /> : Information Fusion Volume 16, March 2014, Pages 3–17 [http://www.sciencedirect.com/science/article/pii/S156625351300047X]<br /> : JCR (2011) 1.467 (Q2 CSAI, Q1 CSTM) (2012) 2.262 (Q1 CSAI, Q1 CSTM) (2013) 3.472 (2014) 3.681<br /> <br /> ; Michal Wozniak, Emilio Corchado, Manuel Graña<br /> :Guest Editorial: Hybrid Intelligent Fusion Systems<br /> : Information Fusion Volume 16, March 2014, Pages 2<br /> : (2011) JCR 1.467 (Q1 CSTM, Q2 CSAI) (2012) 2.262 (Q1 CSAI, Q1 CSTM) (2013) 3.472 (2014) 3.681<br /> <br /> ;Carmen Hernández , Leónia Nunes , Domingos Lopes , Manuel Graña <br /> :Data Fusion for high spatial resolution LAI estimation <br /> :Information Fusion Volume 16, March 2014, Pages 59–67 [http://www.sciencedirect.com/science/article/pii/S1566253512000395]<br /> : JCR (2010) 1.621 (2011) 1.467 (Q1 CSTM, Q2 CSAI) (2012) 2.262 (Q1 CSAI, Q1 CSTM) (2013) 3.472 (2014) 3.681<br /> <br /> ;B Ayerdi, J Maiora, A d'Anjou, M Graña<br /> :Applications of Hybrid Extreme Rotation Forests for image segmentation<br /> :International Journal of Hybrid Intelligent Systems 11 (1), 13-24<br /> <br /> ;Noelia Oses, Fadi Dornaika, and Abdelmalik Moujahid<br /> :Image-based delineation and classification of built heritage masonry [http://www.mdpi.com/2072-4292/6/3/1863]`<br /> :Remote Sens. 2014, 6(3), 1863-1889; doi:10.3390/rs6031863<br /> <br /> ==2013==<br /> <br /> ;Jose Manuel Lopez-Guede, Borja Fernandez-Gauna and Manuel Grana<br /> :&quot;State-action value modeled by ELM in Reinforcement Learning for Hose Control Problems&quot; , <br /> : International Journal of Uncertainty Fuzziness and Knowledge-Based Systems 21, supp02, 99-116 [http://www.worldscientific.com/doi/abs/10.1142/S0218488513400199]<br /> : JCR (2011) 1.781 (Q2 CSAI) (2012) 0.886 (Q3 CSAI)<br /> <br /> ;Miguel A. Veganzonesa, Mihai Datcu, Manuel Graña,<br /> : Further results on dissimilarity spaces for hyperspectral images RF-CBIR<br /> : Pattern Recognition Letters Volume 34, Issue 14, 15 October 2013, Pages 1659-1668 [http://www.sciencedirect.com/science/article/pii/S0167865513002237]<br /> : JCR (2012) 1.266 (CSAI Q2) (2013) 1.062 (Q3 CSAI)<br /> <br /> ;Israel Rebollo-Ruiz and Manuel Graña Romay <br /> :Swarm Graph Coloring for the identification of user groups on ERP logs <br /> : Cybernetics and systems Volume 44, Issue 6-7: 489–504, (2013) [http://www.tandfonline.com/doi/full/10.1080/01969722.2013.803891#.UhuA7Ra5fyI]<br /> : JCR 2012 0.973 (Q3 CSC) 2013 0.507 (Q4 CSC)<br /> <br /> ; Darya Chyzhyk, Borja Ayerdi, Josu Maiora <br /> : Active Learning with Bootstrapped Dendritic Classifier applied to medical image segmentation <br /> : Pattern Recognition Letters 34 (2013), pp. 1602-1608<br /> : DOI: 10.1016/j.patrec.2013.03.024<br /> : JCR (2011) 1.034, 5-Year Impact Factor: 1.724 (JRC) (Q3 CSAI) : JCR (2012) 1.266 (CSAI Q2) (2013) 1.062 (Q3 CSAI)<br /> <br /> ;Eider Sanchez, Carlos Toro, Arkaitz Artetxe, Manuel Graña, Cesar Sanin, Edward Szczerbicki, Eduardo Carrasco and Frank Guijarro<br /> :Bridging challenges of Clinical Decision Support Systems with a semantic approach . A case study on breast cancer.<br /> : Pattern Recognition Letters 34 (2013), pp. 1758-1768 [http://authors.elsevier.com/sd/article/S016786551300144X] <br /> : JCR (2011) 1.034, 5-Year Impact Factor: 1.724 (JRC) (Q3 CSAI) : JCR (2012) 1.266 (CSAI Q2) (2013) 1.062 (Q3 CSAI)<br /> <br /> <br /> ;Edward Szczerbicki, Manuel Graña, Jorge Posada &amp; Carlos Toro <br /> : CURRENT RESEARCH ADVANCES AND IMPLEMENTATIONS IN SMART KNOWLEDGE-BASED SYSTEMS: PART I<br /> : Cybernetics and Systems 44(2-3):95-97 [http://www.tandfonline.com/doi/full/10.1080/01969722.2013.762247]<br /> : JCR 2011 1.182 (Q2 CSC) (2012) 0.973 (Q3 CSC) 2013 0.507 (Q4 CSC)<br /> <br /> ;Edward Szczerbicki, Manuel Graña, Jorge Posada &amp; Carlos Toro <br /> : CURRENT RESEARCH ADVANCES AND IMPLEMENTATIONS IN SMART KNOWLEDGE-BASED SYSTEMS: PART II<br /> : Cybernetics and Systems 44(2-3):184-186[http://www.tandfonline.com/doi/full/10.1080/01969722.2013.762254]<br /> : JCR 2011 1.182 (Q2 CSC) (2012) 0.973 (Q3 CSC) 2013 0.507 (Q4 CSC)<br /> <br /> ;Iñigo Barandiaran, Manuel Graña, Marcos Nieto<br /> :An Empirical Evaluation of Interest Point Detectors<br /> :Cybernetics and Systems 44(2-3):98-117 [http://www.tandfonline.com/doi/abs/10.1080/01969722.2013.762232]<br /> : JCR 2011 1.182 (Q2 CSC) (2012) 0.973 (Q3 CSC) 2013 0.507 (Q4 CSC)<br /> <br /> <br /> ;Arkaitz Artetxe, Eider Sanchez, Carlos Toro, Cesar Sanin, Edward Szczerbick, Manuel Graña, Jorge Posada<br /> : Impact of Reflexive Ontologies in Semantic Clinical Decision Support Systems [http://www.tandfonline.com/doi/full/10.1080/01969722.2013.762256]<br /> :Cybernetics and Systems 44(2-3):187-203 [http://www.tandfonline.com/doi/abs/10.1080/01969722.2013.762232]<br /> : JCR 2011 1.182 (Q2 CSC) (2012) 0.973 (Q3 CSC) 2013 0.507 (Q4 CSC)<br /> <br /> ;Borja Fernandez-Gauna; Ion Marques; Manuel Graña<br /> :Undesired State-Action Prediction in Multi-Agent Reinforcement Learning. Application to Multicomponent Robotic System control<br /> : Information Sciences (2013) 232:309–324 [http://www.sciencedirect.com/science/article/pii/S0020025513000133]<br /> : (2011) JCR 2.833 (Q1 CSIS) (2012) 3.643 (Q1 CSIS) (2013) 3.893<br /> <br /> ;Maite Termenon, Manuel Grana, Barros-Loscertales Alfonso and Cesar Avila<br /> :&quot;Extreme Learning Machines for feature selection and classification of cocaine dependent patients on structural MRI data &quot; , <br /> : Neural Processing Letters December 2013, Volume 38, Issue 3, pp 375-387 [http://link.springer.com/article/10.1007/s11063-013-9277-x]<br /> : JCR (2012) 1.240 (Q2 CSAI) 2013 1.237 (Q2 CSAI)<br /> <br /> <br /> ;M. Termenon, M. Graña, A. Besga, J. Echeveste, A. Gonzalez-Pinto <br /> :Lattice Independent Component Analysis feature selection on Diffusion Weighted Imaging for Alzheimer’s Disease Classification <br /> : Neurocomputing (2013) Volume 114, 19 August 2013, Pages 132–141 [http://dx.doi.org/10.1016/j.neucom.2012.08.044]<br /> : JCR (2011) 1.580: (Q2 CSAI) (2012) 1.634 (T1, Q2 CSAI) <br /> <br /> ;Eloy Irigoyen, , Gorka Miñano<br /> :A NARX neural network model for enhancing cardiovascular rehabilitation therapies<br /> : Neurocomputing (2013) 109(3):9–15<br /> : JCR (2010) 1.442 (2011) 1.580 (Q2 CSAI) (2012) 1.634 (T1, Q2 CSAI) 2013 2.005 (Q1 CSAI)<br /> <br /> <br /> ;Ion Marques, Manuel Graña<br /> : Fusion of lattice independent and linear features improving face identification<br /> : Neurocomputing Volume 114, 19 August 2013, Pages 80–85<br /> : JCR (2011) 1.580 : (Q2 CSAI) (2012) 1.634 (T1, Q2 CSAI) 2013 2.005 (Q1 CSAI)<br /> <br /> ; M. Graña, A.I Gonzalez-Acuña<br /> : Learning Parsimonious Dendritic Classifiers<br /> : Neurocomputing (2013) 109(3):3–8 [http://dx.doi.org/10.1016/j.neucom.2012.03.025] [http://www.sciencedirect.com/science/article/pii/S0925231212006765]<br /> : JCR (2010) 1.442 (2011) 1.580 (Q2 CSAI) (2012) 1.634 (T1, Q2 CSAI) 2013 2.005 (Q1 CSAI)<br /> <br /> ; Alexandre Savio, Manuel Graña<br /> : Deformation Based Feature Selection for Computer Aided Diagnosis of Alzheimer's Disease<br /> : Expert Systems With Applications 40 (2013), pp. 1619-1628 [http://dx.doi.org/10.1016/j.eswa.2012.09.009]<br /> : JCR (2011) 2.203 (Q1 in CSAI) (2012) (Q2 CSAI, Q1 EEE, Q1 ORMS) (2013) 1.965 (Q1 CSAI, Q2 EEE, Q1 ORMS)<br /> <br /> ; F. Dornaika, A. Moujahid, and B. Raducanu<br /> : Facial expression recognition using tracked facial actions: Classifier performance analysis<br /> : Engineering Applications of Artificial Intelligence 26(1), pp.467-477 (2013).<br /> : 5-Year Impact Factor: 1.844<br /> <br /> ;Borja Fernandez-Gauna, Jose Manuel Lopez-Guede, Manuel Graña<br /> :Transfer Learning with Partially Constrained Models: application to reinforcement learning of linked multicomponent robot system control<br /> : Robotics and Autonomous Systems 61 (7) (2013):694–703 [http://dx.doi.org/10.1016/j.robot.2012.07.020]<br /> : JCR (2011) 1.056 (Q2 ACS, Q3 CSAI, Q3 Rob.) (2012) 1.156 (Q3 ACS, Q3 CSAI, Q2 Robotics) (2013) 1.105 (Q3 ACS, Q3 CSAI, Q3 Robotics)<br /> <br /> ; Manuel Graña, Adrian Agreda<br /> :Trust models and applications in communication and multi-agent systems<br /> : International Journal of Knowledge-based and Intelligent Engineering Systems 17 (2013) 187–193<br /> <br /> ;Diego Acosta · John Congote · Iñigo Barandiaran · Oscar Ruiz · Alejandro Hoyos · Manuel Graña<br /> :Tuning of Adaptive Weight Depth Map Generation Algorithms Exploratory Data Analysis and Design of Computer Experiments (DOCE)<br /> :Journal of Mathematical Imaging and Vision 47:3-12 [http://www.springer.com/alert/urltracking.do?id=Lcb6681Ma53e73Sa]<br /> : JCR (2011) 1.391 (Q2 CSAI, Q1 CSSE, Q1 MA) (2012) 1.767 (Q2 CSAI, Q1 CSSE, Q1 MA) (2013) 2.330 (Q1 CSAI, Q1 CSSE, Q1 MA) <br /> <br /> ;Bosaghzadeh, A., Moujahid, A., &amp; Dornaika, F. <br /> :Parameterless local discriminant embedding. <br /> :Neural Processing Letters August 2013, Volume 38, Issue 1, pp 53-67<br /> : JCR (2012) 1.240 2013 1.237 (Q2 CSAI)<br /> <br /> == 2012 ==<br /> <br /> <br /> ;Jose Manuel Lopez-Guede, Borja Fernadez-Gauna, Manuel Graña, Fernando Oterino and Jesus Maria Larrañaga <br /> :Effect of the Lambda Parameter in Dynamic Matrix Controllers Performance<br /> : Journal of Computer and Information Technology Vol.2, No.2, pp. 81-88<br /> <br /> ;A. Moujahid, A. D'Anjou<br /> :Metabolic efficiency with fast spiking in the squid axon<br /> : Front. Comput. Neurosci. 6:95. doi: 10.3389/fncom.2012.00095 [http://www.frontiersin.org/Computational_Neuroscience/10.3389/fncom.2012.00095/abstract]<br /> : 5-Year Impact Factor: 2.147<br /> <br /> ;R. Moreno , D. M. Ramik , M. Graña , and K. Madani<br /> :Image Segmentation on the Spherical Coordinate Representation of the RGB Color Space [http://ieeexplore.ieee.org/xpl/articleDetails.jsp?reload=true&amp;arnumber=6407287]<br /> :IET Image Processing 6(9):1275 - 1283<br /> : jCR (2010) 0.862 (2011) 0.639 (Q3 EEE) (2012) 0.895 (Q3 EEE)<br /> <br /> ; A. Moujahid, A. D'Anjou, B. Cases<br /> : Community structure in real-world networks from a non-parametrical synchronization-based dynamical approach. <br /> : Chaos, Solitons and Fractals: the interdisciplinary journal of Nonlinear Science, and Nonequilibrium and Complex Phenomena<br /> : Volume 45, Issues 9–10, September–October 2012, Pages 1171–1179 <br /> : JCR 5-Year Impact Factor: 1.41<br /> <br /> ; A. Besga, M. Termenon, M. Graña, J. Echeveste, J. M. Perez, A. Gonzalez-Pinto<br /> : &quot;Discovering Alzheimer's disease and bipolar disorder white matter effects building computer aided diagnostic systems on brain diffusion tensor imaging features&quot; [http://www.sciencedirect.com/science/article/pii/S0304394012006799].<br /> : '''Neuroscience Letters''', Volume 520, Issue 1, 27 June 2012, Pages 71–76.<br /> : JCR (2011) 2.105 (Q3 Neurosciences) (2012) 2.026 (Q3 Neurosciences)<br /> <br /> ;Manuel Graña, Miguel A. Veganzones<br /> : [http://www.sciencedirect.com/science/article/pii/S0031320312001483 &quot;An Endmember-based distance for content based hyperspectral image retrieval.&quot;]<br /> : Pattern Recognition 49(9), pp 3472-3489. September 2012. [http://dx.doi.org/10.1016/j.patcog.2012.03.015 doi]<br /> : JCR (2010) 2.607 (2011) 2.292 (Q1 CSAI, Q1 EEE) (2012) 2.632<br /> <br /> ;Ion Marques, Manuel Graña<br /> :Face recognition with Lattice Independent Component Analysis and Extreme Learning Machines<br /> : Soft Computing, 2012,Volume 16, Issue 9, pp 1525-1537 [http://dx.doi.org/10.1007/s00500-012-0826-4 DOI]<br /> : JCR (2010) 1.512 (2011) 1.880 (Q2 CSAI, Q1 CSIA) (2012) 1.124 (Q3 CSAI, Q3 CSIA)<br /> <br /> ; Israel Rebollo, Manuel Graña, Blanca Cases<br /> :On the effect of spatial percolation on the convergence of Graph Coloring Boid Swarm<br /> : Int. Journal on Artificial Intelligence Tools (2012) 21(6): 1250015 [http://www.ehu.es/ccwintco/groupware/webdav.php/apps/phpbrain/87/IJAIT-convergence-percolation-boids-2010-12-26-submitted.zip] [http://www.worldscientific.com/doi/abs/10.1142/S0218213012500157]<br /> : JCR (2010) 0.330 (2011) 0.217 (2012) 0.250 (Q4 CSAI, Q4 CSIA)<br /> <br /> ; Jbabdi S, Sotiropoulos SN, Savio AM, Graña M, Behrens TE<br /> : Model-based analysis of multi-shell diffusion MR data for tractography: How to get over fitting problems<br /> : Magnetic Resonance in Medicine (2012) 68(6):1846-1855 [http://onlinelibrary.wiley.com/doi/10.1002/mrm.24204/abstract]<br /> : ISSN 0740-3194<br /> : JCR (2010): 3.268 (2011) 2.964 (2012) 3.267 (Q1 RNMMI)<br /> <br /> ;Jose Manuel Lopez-Guede, Borja Fernandez-Gauna, Manuel Graña, Ekaitz Zulueta<br /> : Improving the control of single robot hose transport <br /> : Cybernetics and Systems: An International Journal, 2012, 43:4, 261-275<br /> : JCR (2010) 0.662 (2011) 1.182 (Q2 CSC)<br /> <br /> ;Darya Chyzhyk, Manuel Graña, Alexandre Savio, Josu Maiora<br /> :Hybrid Dendritic Computing with Kernel-LICA applied to Alzheimer’s Disease detection in MRI. [[media: Chyzhyk-Grana_Neurocomputing_2012.pdf|PDF]]<br /> : Neurocomputing, 2012, Volumen 75, issue 1, pp. 72-77<br /> : [http://dx.doi.org/10.1016/j.neucom.2011.02.024 DOI]<br /> : ISSN 0925-2312<br /> : ISI JCR (2006) 0.860, (2007) 0.865, (2008) 1.234 (2009) 1.440 (2010) 1.429<br /> <br /> ; Emilio Corchado, Manuel Graña, Michal Wozniak<br /> : Neurocomputing January 2012, Volume 75, Issue 1, pp. 61-63<br /> : editorial New trends and applications on hybrid artificial intelligence systems [http://www.sciencedirect.com/science/article/pii/S0925231211004206]<br /> : JCR (2010) 1.429, : (2011) JCR 1.580 (Q2 CSAI)<br /> <br /> ;Miguel A. Veganzones and Manuel Graña<br /> :[http://ieeexplore.ieee.org/xpl/articleDetails.jsp?tp=&amp;arnumber=6169956&amp;contentType=Journals+%26+Magazines&amp;queryText%3Dspectral+spatial+cbir &quot;A spectral/spatial CBIR system for hyperspectral images.&quot;]<br /> : IEEE Journal of Selected Topics in Applied Earth Observation and Remote Sensing 5(2), pp 488-500. April 2012.<br /> : JCR (2010) 1.140 (2011) 1.489 (2012) 2.874 (Q2 GP, Q1 ISPT, Q1 RS)<br /> <br /> ;Manuel Graña and Miguel A. Veganzones<br /> :[http://asp.eurasipjournals.com/content/2012/1/64 &quot;Endmember induction by Lattice Associative Memories and Multi-Objective Genetic Algorithms.&quot;]<br /> : EURASIP Journal on Advances in Signal Processing 2012, nº. 1 (marzo 13, 2012): 64. [http://www.biomedcentral.com/content/qcpdf/1687-6180-2012-64.pdf pdf]<br /> :JCR (2010) 1.012 (2011) 0.811 (2012) 0.807 (Q3 EEE)<br /> <br /> ;Maite Termenon, Manuel Graña<br /> :A two stage sequential ensemble applied to the classification of Alzheimer's Disease based on MRI features [http://www.springerlink.com/content/x74212k073375777/]<br /> : Neural Processing Letters (2012) 35(1): 1-12 <br /> : JCR (2010) 1.088 (2012) 1.240 (Q2 CSAI)<br /> <br /> ;Ivan Macia, Manuel Graña; Celine Paloc,<br /> : Knowledge Management in Image-based Analysis of Blood Vessel Structures<br /> :Knowledge and Information Systems 30(2) (2012):457-491 [http://www.springerlink.com/content/l747p10765858h1j/]<br /> : JCR Impact factor (2009) 2.211 (2010) 2.000 (2011) 2.225<br /> <br /> <br /> ;Andoni Beristain, Manuel Graña, Ana I. Gonzalez<br /> :A Pruning Algorithm for Stable Voronoi Skeletons<br /> : Journal of Mathematical Imaging and Vision (2012) 42:225–237 <br /> : JCR (2009) 1.437 (2010) 1.244 (2011) 1.391 (Q2 CSAI, Q1 CSSE, Q1 MA) (2012) 1.767<br /> <br /> ;Z. Echegoyen, J.M. Lopez-Guede, B. Fernandez-Gauna and M. Graña<br /> : Visual Servoing of Legged Robots<br /> : Journal of Mathematical Imaging and Vision 42(2) (2012): 196-211 [http://www.springerlink.com/content/c4x1r11188l31083/ doi]<br /> : JCR (2009) 1.437 (2010) 1.244 : (2011) 1.391 (Q2 CSAI, Q1 CSSE, Q1 MA) (2012) 1.767<br /> <br /> ;Peter Sussner, Estevão L.Esmi, Ivan Villaverde, Manuel Graña<br /> :The Kosko Subsethood FAM: Mathematical Background, Properties, and Some Experimental Results in Computer Vision<br /> : Journal of Mathematical Imaging and Vision (2012) 42:134–149 <br /> : JCR (2009) 1.437 (2010) 1.244 : (2011) 1.391 (Q2 CSAI, Q1 CSSE, Q1 MA) (2012) 1.767<br /> <br /> ;Manuel Graña, Emilio Corchado, Michal Wozniak<br /> :Special Issue on Hybrid Artificial Intelligent Systems <br /> : Journal of Mathematical Imaging and Vision: Volume 42, Issue 2 (2012), Page 101-102 [http://www.springerlink.com/content/457024354t87u21u/ doi]<br /> : JCR (2009) 1.437 (2010) 1.244 : (2011) 1.391 (Q2 CSAI, Q1 CSSE, Q1 MA) (2012) 1.767<br /> <br /> ;Barroso, N., López de Ipiña, K., Hernández C., Ezeiza A. &amp; Graña M. (2011). <br /> :Experiments for the selection of sub-word units in the Basque context for semantic tasks, <br /> :International Journal of Speech Technology, March 2012, Volume 15, Issue 1, pp 49-56<br /> : DOI 10.1007/s10772-011-9109-1<br /> <br /> ;Barroso, N., López de Ipiña, K., Hernández C., Ezeiza A. &amp; Graña M. (2011) <br /> :Semantic Speech Recognition in the Basque context Part I: Cross-lingual approaches, <br /> :International Journal of Speech Technology, March 2012, Volume 15, Issue 1, pp 33-40<br /> : DOI 10.1007/s10772-011-9111-7<br /> <br /> ;Barroso, N., López de Ipiña, K., Hernández C., Ezeiza A. &amp; Graña M. (2011). <br /> :Semantic Speech Recognition in the Basque context Part II: Language Identification for under-resourced languages, <br /> :International Journal of Speech Technology, March 2012, Volume 15, Issue 1, pp 41-47<br /> : DOI 10.1007/s10772-011-9114-4<br /> <br /> ;Juan José Valera García Vicente Gómez Garay, Eloy Irigoyen Gordo, Fernando Artaza Fano, Mikel Larrea Sukia<br /> :Intelligent Multi-Objective Nonlinear Model Predictive Control (iMO-NMPC): Towards the ‘on-line’ optimization of highly complex control problems<br /> :Expert Systems with Applications, Volume 39, Issue 7, 1 June 2012, Pages 6527–6540<br /> : JCR (2010) 1.924<br /> <br /> ;Carlos Toro, Eider Sanchez, Eduardo Carrasco, Leonardo Mancilla-Amaya, Cesar Sanín, Edward Szczerbicki, Manuel Graña, Patricia Bonachela, Carlos Parra, Gloria Bueno, Frank Guijarro<br /> :USING SET OF EXPERIENCE KNOWLEDGE STRUCTURE TO EXTEND A RULE SET OF CLINICAL DECISION SUPPORT SYSTEM FOR ALZHEIMER'S DISEASE DIAGNOSIS [http://www.ehu.es/ccwintco/groupware/webdav.php/apps/phpbrain/465/ToroSanchez2012.pdf]<br /> :Cybernetics and Systems: An International Journal, 2012. Volume 43, Issue 2, pp 81-95 [http://www.tandfonline.com/doi/abs/10.1080/01969722.2012.654070 doi]<br /> :JCR (2010) 0.662 (2011) 1.182 (Q2 CSC)<br /> <br /> Carlos Toro, Javier Vaquero, Manuel Graña, Cesar Sanín, Edward Szczerbicki &amp; Jorge Posada<br /> :BUILDING DOMAIN ONTOLOGIES FROM ENGINEERING STANDARDS [http://www.tandfonline.com/doi/full/10.1080/01969722.2012.654073#.VDGS9ufhpiU]<br /> ;Cybernetics and Systems 2012, 43(2): 114-126<br /> :JCR (2010) 0.662 (2011) 1.182 (Q2 CSC) (2012) 0.973<br /> <br /> <br /> ;Blanca Cases, Israel Rebollo, Manuel Graña <br /> :A Spatial-social-logical model explaining human behavior in emergency situations <br /> : Logic Journal of the IGPL 20(3):625-633<br /> : Indice de impacto JCR(2009) 0.320 (2010) 0.458 (2011) 0.913 (2012) 1.136 (Q1 Logic, Q1 Mathematics, Q2 MA)<br /> <br /> ;Josune Gallego, Carmen Hernandez, Manuel Graña<br /> :A Morphological Cellular Automata based on Morphological Independence <br /> : Logic Journal of the IGPL 20(3):617-624<br /> : Indice de impacto JCR(2009) 0.320 (2010) 0.458 (2011) 0.913 (2012) 1.136 (Q1 Logic, Q1 Mathematics, Q2 MA)<br /> <br /> ; Manuel Graña, Emilio Corchado, Michal Wozniak<br /> :Special issue: HAIS 2010<br /> : Logic Journal of the IGPL 20(3):533-534<br /> : doi: 10.1093/jigpal/jzr001 [http://jigpal.oxfordjournals.org/content/early/2011/02/24/jigpal.jzr001.full.pdf]<br /> : Indice de impacto JCR(2009) 0.320 (2010) 0.458 (2011) 0.913 (2012) 1.136 (Q1 Logic, Q1 Mathematics, Q2 MA)<br /> <br /> <br /> ;G. García, J. Maiora A. Tapia, M. De Blas<br /> :Evaluation of Texture for Classification of Abdominal Aortic Aneurysm After Endovascular Repair<br /> :Journal of Digital Imaging 25(3):369-376<br /> :(ISI JCR 0.96) (2011) 1.255 (Q3 RNMMI)<br /> <br /> ; Manuel Graña, Ivan Villaverde, Jose Manuel Lopez-Guede, Borja Fernandez-Gauna<br /> : Lattice Independent Component Analysis for Appearance Based Mobile Robot Localization<br /> : Neural Computing and applications, 21(5) (2012): 1031-1042<br /> : Indice de impacto JCR (2009) 0.812 (2010) 0.563 (2011) 0.699 (Q3 CSAI) (2012) (Q3 CSAI) (2012) 1.168<br /> <br /> ==2011==<br /> <br /> ; Josu Maiora, Manuel Graña<br /> : A computer aided diagnostic system for survival analysis after EVAR treatment<br /> : Journal of Medical Informatics &amp; Technologies, (2011) 18:51-58<br /> <br /> ;Ivan Macia; Manuel Graña; Josu Maiora; Celine Paloc; Mariano de Blas<br /> :Detection of Type II Endoleaks in Abdominal Aortic Aneurysms After Endovascular Repair<br /> :Computers in Biology and Medicine 41(10): 871-880 [http://dx.doi.org/10.1016/j.compbiomed.2011.07.005]<br /> : ISI Impact JCR (2009) 1.269 (2010) 1.112 (2011) 1.089 (Q3 B, Q3 CSIA, Q3 EB, Q4 MCB)<br /> <br /> ;M. Graña, M. Termenon, A. Savio, A. Gonzalez-Pinto, J. Echeveste, J. M. Pérez, A. Besga<br /> :Computer Aided Diagnosis system for Alzheimer Disease using brain Diffusion Tensor Imaging features selected by Pearson’s correlation<br /> :Neuroscience letters,Volume 502, Issue 3, 20 September 2011, Pages 225-229 [http://dx.doi.org/10.1016/j.neulet.2011.07.049 on line]<br /> : Indice de impacto JCR (2010) 2.055 (2011) 2.105 (Q3 Neurosciences)<br /> <br /> ; Manuel Graña, Borja Fernandez-Gauna, Jose Manuel Lopez-Guede<br /> :Cooperative Multi-Agent Reinforcement Learning for Multi-Component Robotic Systems: guidelines for future research<br /> : Paladyn . Journal of Behavioral Robotics. [http://www.editorialmanager.com/paladyn/mainpage.html] 2(2):71-81 [[media:Draft-2011-07-01-Paladyn.MARLReview.Grana.Borja.pdf|draft]]<br /> <br /> ;A. Moujahid, A. d' Anjou, F. J. Torrealdea, and F. Torrealdea<br /> :Energy and information in Hodgkin-Huxley neurons<br /> :Phys. Rev. E 83, 031912 (2011)<br /> :Impact Factor: 2.400<br /> <br /> ;A. Moujahid, A. d' Anjou, F. J. Torrealdea, and F. Torrealdea<br /> :Efficient synchronization of structurally adaptive coupled Hindmarsh-Rose neurons<br /> :Chaos, Solitons and Fractals: the interdisciplinary journal of Nonlinear Science, and Nonequilibrium and Complex Phenomena, DOI:10.1016/j.chaos.2011.07.005 (2011)<br /> :Impact Factor: 1.72<br /> <br /> ; Alexandre Savio; Maria T Garcia-Sebastian; Darya Chyzhyk; Carmen Hernandez; Manuel Graña; Andone Sistiaga; Adolfo Lopez de Munain; Jorge Villanua<br /> : Neurocognitive disorder detection based on Feature Vectors extracted from VBM analysis of structural MRI<br /> : Computers in Biology and Medicine 41 (2011), pp. 600-610 [http://dx.doi.org/10.1016/j.compbiomed.2011.05.010 DOI]<br /> : ISI Impact JCR (2009) 1.269 (2010) 1.112 (2011) 1.089 (Q3 B, Q3 CSIA, Q3 EB, Q4 MCB)<br /> <br /> ;Borja Fernandez-Gauna, Jose Manuel Lopez Guede, Ekaitz Zulueta, Zelmar Echegoyen, Manuel Graña<br /> : Basic Results and Experiments on Robotic Multi-Agent System for Hose Deployment and Transportation <br /> : International Journal of Artificial Intelligence (IJAI) 6(S11):183-202 [http://www.ceserp.com/cp-jour/index.php?journal=ijai&amp;page=article&amp;op=view&amp;path%5B%5D=923]<br /> <br /> ;Ramón Moreno, Manuel Graña, Alicia d’Anjou<br /> :Illumination Source Chromaticity Estimation Based on Spherical Coordinates in RGB<br /> : Electronics letters, (2011) 47(1):28–30 [http://dx.doi.org/10.1049/el.2010.2735 DOI]<br /> : An implementation can be found in [[Illumination Source Chromaticity Estimation (ISC)]] <br /> : ISI JCR (2009) 0.970<br /> <br /> ;Manuel Graña, Darya Chyzhyk, Maite García-Sebastián, Carmen Hernández<br /> :Lattice Independent Component Analysis for functional Magnetic Resonance Imaging [[media:LICA-inf-sciences-marzo-2010.pdf|DRAFT]]<br /> : Information Sciences 181 (2011), pp. 1910-1928 <br /> :Impact factor JCR (2008): 3.095 (2009) 3.291 (2010) 2.836 (2011) 2.833 (Q1 CSIS) (2012) 3.643 (Q1 CSIS)<br /> : [http://dx.doi.org/10.1016/j.ins.2010.09.023 DOI]<br /> <br /> ;Javier Vaquero, Carlos Toro, Manuel Graña<br /> : Preserving Virtual Engineering Knowledge thorough the Product Life Cycle<br /> : Cybernetics &amp; Systems 42 (2): 124-138. <br /> : ISSN: 0196-9722 (Print), 1087-6553 (Online), Taylor and Francis publishers (2011)<br /> : ISI JCR (2009) 0.780 (2010) 0.662 (2011) 1.182 (Q2 CSC)<br /> : [[media:Draft jvaquero 2010.pdf|draft of the paper]]<br /> <br /> <br /> ; Ivan Villaverde, Manuel Graña<br /> :Neuro-Evolutionary mobile robot egomotion estimation with a 3D ToF camera<br /> : Neural Computing and applications 20(3): 345-354, [http://dx.doi.org/10.1007/s00521-010-0384-6 DOI]<br /> : ISI JCR (2008) 0.767 (2009) 0.812 (2010) 0.563 (2011) 0.699 (Q3 CSAI)<br /> <br /> ==2010==<br /> <br /> ; Miguel Angel Veganzones, Leonia Nunes, Domingos Lopes, Carmen Hernández and Manuel Graña<br /> : Implementation of an user-friendly interface of the Forest-BGC model for regional/global-scale researches<br /> : [http://www.inrb.pt/inia/silva-lusitana SILVA LUSITANA], Año XVIII, December 2010.<br /> : Instituto Nacional de Investigaçao Agraria (Eds.); Portugal.<br /> : ISSN 0870-6352.<br /> <br /> ;Borja Fernandez-Gauna, Jose Manuel Lopez-Guede, Ekaitz Zulueta, Manuel Graña <br /> :Learning hose transport control with Q-learning <br /> : Neural Network World 20(7):913-923 [http://www.nnw.cz/obsahy10.html]<br /> : ISI JCR 2009: 0.475 (2010) 0.511<br /> <br /> ;Alexandre Savio, Juliette Charpentier, Maite Termenón, Ann K. Shinn, Manuel Graña<br /> :Neural classifiers for schizophrenia diagnostic support on diffusion imaging data<br /> : Neural Network World 20(7):935-949 [http://www.nnw.cz/obsahy10.html]<br /> : ISI JCR 2009: 0.475 (2010) 0.511 (2011) 0.646 (Q4 CSAI)<br /> <br /> ;E. Irigoyen, M. Larrea, J. Valera, V. Gómez, F. Artaza<br /> :A Neuro‐Genetic Control Scheme application for industrial R^3 workspaces<br /> : Neural Network World 20(7):811-824 [http://www.nnw.cz/obsahy10.html]<br /> : ISI JCR 2009: 0.475 (2010) 0.511<br /> <br /> ;Maiora, J., Garcia, G., Tapia, A., Macia, I., Legarreta, J.H., Paloc, C., De Blas, M. &amp; Grana, M.<br /> :Thrombus Change Detection After Endovascular Abdominal Aortic Aneurysm Repair<br /> :International Journal of Computer Assisted Radiology and Surgery<br /> :Springer-Verlag, 2010, Vol. 5 (Suppl 1), pp. S15<br /> : IF JCR (2011) 1.481<br /> <br /> ; Iñigo Barandiaran, Celine Paloc, Manuel Graña<br /> :Real-time Optical Markerless Tracking for Augmented Reality Applications<br /> :J Real-Time Image Processing 5(2):129-138 [http://www.springerlink.com/content/1861-8200], doi [http://www.springerlink.com/content/x281360862565132/]<br /> : Impact factor JCR (2010): 0.962 (2011) 1.020 (Q3 CSAI, Q3 EEE, Q2 ISPT)<br /> <br /> ;Z. Echegoyen, I. Villaverde, R. Moreno, M. Graña, A. d’Anjou<br /> :Linked Multi-Component Mobile Robots: modeling, simulation and control<br /> : Robotics and Autonomous Systems 58(12) : 1292-1305<br /> :Impact Factor (2008): 1.214 (2009) 1.361 (2010) 1.313<br /> : DOI [http://dx.doi.org/10.1016/j.robot.2010.08.008]<br /> <br /> ; Ramón Moreno, Manuel Graña, Ekaitz Zulueta<br /> :An RGB Color Gradient following Color Constancy Preservation<br /> : Electronics Letters 46(13): 908--910<br /> : ISI JCR (2009) 0.970 (2010) 1.001<br /> <br /> ;Richard J Duro; Manuel Graña Romay; Javier de Lope Asiain,<br /> :On the Potential Contributions of Hybrid Intelligent Approaches to Multicomponent Robotic System Development [[media:14-04-09-Hais2008-Duro.pdf|draft]] <br /> : Information Sciences 180 (14):2635-2648<br /> : DOI [http://dx.doi.org/10.1016/j.ins.2010.02.005]<br /> : Impact factor JCR (2008): 3.095 (2009) 3.291 (2010) 2.833<br /> <br /> ; Andoni Beristain, Manuel Graña<br /> : A pruning algorithm for Voronoi Skeletons<br /> : Electronics Letters 46(1):39-41 <br /> :ISI JCR (2008) 1.140 (2009) 0.970 (2010) 1.001<br /> <br /> ;Manuel Graña, Alexandre M. Savio, Maite García-Sebastián, Elsa Fernández. <br /> :A Lattice Computing approach for On-line fMRI analysis, <br /> :Image and Vision Computing 28(7):1155-1161, July 2010, <br /> : DOI http://dx.doi.org/10.1016/j.imavis.2009.10.004<br /> :ISI JCR (2008) 1.496 (2009) 1.474 (2010) 1.525<br /> <br /> ==2009==<br /> <br /> ;Francisco J. Torrealdea, Cecilia Sarasola, Alicia d’Anjou, Abdelmalik Moujahid, N. Vélez de Mendizábal<br /> :Energy efficiency of information transmission by electrically coupled neurons<br /> :Biosystems, Volume 97, Issue 1, July 2009, Pages 60-71<br /> :Impact factor: 1.646<br /> <br /> ;Francisco J. Torrealdea, Cecilia Sarasola, Alicia d’Anjou<br /> :Energy consumption and information transmission in model neurons<br /> :Chaos, Solitons &amp; Fractals, Volume 40, Issue 1, 15 April 2009, Pages 60-68<br /> :Impact factor: 3.025 (2009) 3.315<br /> <br /> ;Maite García-Sebastián, Ana Isabel González, Manuel Graña<br /> :An Adaptive Field Rule for Non-parametric MRI Intensity Inhomogeneity Estimation Algorithm [http://dx.doi.org/10.1016/j.neucom.2008.12.034]<br /> :Neurocomputing 72 (2009) 3556–3569<br /> :DOI: doi:10.1016/j.neucom.2008.12.034<br /> : ISI JCR (2006) 0.860, (2007) 0.865, (2008) 1.234 (2009) 1.440<br /> :JCR (2008) 1.234<br /> <br /> ;Abdelmalik Moujahid, Blanca Cases, F.J. Olasagasti<br /> :Consensus dynamics in a dolphin social network<br /> :CEUR Workshop Proceedings, vol-442,2 (ISSN 1613-0073) <br /> <br /> ;Blanca Cases, F.Javier Olasagasti, Abdelmalik Moujahid, Alicia D'Anjou <br /> :Swarm Intelligence: una aplicación a la toma de decisiones colectivas<br /> :CEUR Workshop Proceedings, vol-442,6 (ISSN 1613-0073) <br /> <br /> ;Andoni Beristain, Manuel Graña.<br /> :Emotion Recognition Based on the Analysis of Facial Expressions.<br /> : New Mathematics and Natural Computation (NMNC), 5(2) pp.513-534 (world scientific press [http://www.worldscinet.com/nmnc/nmnc.shtml])<br /> <br /> ;Manuel Graña, Ivan Villaverde, José Orlando Maldonado, Carmen Hernandez<br /> :Two Lattice Computing approaches for the unsupervised segmentation of Hyperspectral Images<br /> : Neurocomputing, 72(2009):2111–2120<br /> : ISI JCR (2006) 0.860, (2007) 0.865, (2008) 1.234 (2009) 1.440<br /> : DOI 10.1016/j.neucom.2008.06.026<br /> <br /> ; Manuel Graña<br /> : Special issue on the Lattice Computing and Natural Computing track from JCIS 2007<br /> : Neurocomputing 72:2065–2066<br /> : ISI JCR (2006) 0.860, (2007) 0.865, (2008) 1.234 (2009) 1.440<br /> : DOI http://dx.doi.org/10.1016/j.neucom.2008.11.021<br /> <br /> ;Maite García-Sebastián, Carmen Hernandez, Alicia d'Anjou<br /> :Robustness of an Adaptive MRI Segmentation Algorithm Parametric Intensity Inhomogeneity Modeling [http://www.sciencedirect.com/science?_ob=ArticleURL&amp;_udi=B6V10-4V59VW3-8&amp;_user=984461&amp;_rdoc=1&amp;_fmt=&amp;_orig=search&amp;_sort=d&amp;view=c&amp;_acct=C000049823&amp;_version=1&amp;_urlVersion=0&amp;_userid=984461&amp;md5=706b7323a65e4074fdf4015bcb1a34d3]<br /> :Neurocomputing 72 (2009) 2146-2152. [[BibTeX]]<br /> : ISI JCR (2006) 0.860, (2007) 0.865, (2008) 1.234 (2009) 1.440<br /> : DOI 10.1016/j.neucom.2008.07.014<br /> <br /> ==2008==<br /> <br /> ;Pablo González-Nalda and Blanca Cases<br /> :Topos: Spiking neural networks for temporal pattern recognition in complex real sounds<br /> :Neurocomputing, (2008) 71(4-6) :721-732<br /> : JCR 2008 1.234 JCR 2009 1.440<br /> <br /> ;Ivan Villaverde, Zelmar Echegoyen, Manuel Graña<br /> : Neuro-Evolutive system for ego-motion estimation with a 3D camera<br /> : Australian Journal of Intelligent Information Systems, 10(1):59-70<br /> : ISSN 1321-2133<br /> <br /> ;Israel Rebollo, Manuel Graña<br /> : Aplicaciones de RFID<br /> : Novatica,195:42-46, sept. 2008, <br /> <br /> ; Jose Orlando Maldonado, Manuel Graña<br /> :Recycled paper visual indexing for quality control<br /> : Expert Systems with Applications, 45(4) pp 8807–8815<br /> : ISI JCR 2007 1.177- 2008 2.596 (Q1 CSAI, Q1 EEE, Q1 ORMS)<br /> : http://dx.doi.org/10.1016/j.eswa.2008.11.023<br /> <br /> ;Sanin, C., Toro, C., Vaquero, J., Szczerbicki, E. Posada, J. <br /> :Implementing Decisional DNA in Industrial Maintenance by a knowledge SOUPA Extension <br /> : Systems Science, Vol. 33 No. 2:61-68 <br /> : ISSN: 0137-1223, Wroclaw, Poland 2008.<br /> <br /> ;Toro, C ,Sanin, C. / Szczerbicki, E. / Posada, J. <br /> : Reflexive Ontologies: Enhancing Ontologies with self-contained queries <br /> :Cybernetics and Systems: An International Journal, 39: 1–19 <br /> :ISSN: 0196-9722 print, 1087-6553 online, USA 2008.<br /> : ISI JCR 2006 0.964<br /> <br /> ;Eloy Irigoyen, Miguel Pinzolas<br /> :Numerical bounds to assure initial local stability of NARX multilayer perceptrons and radial basis functions<br /> :Neurocomputing, 72; 539-547<br /> :ISSN: 0925-2312<br /> :ISI JCR 2008 1.745<br /> :http://dx.doi.org/10.1016/j.neucom.2007.11.018<br /> <br /> ==2007==<br /> <br /> ;Maite Garcia-Sebastián, Elsa Fernandez, M. Graña, Francisco J. Torrealdea<br /> :''A parametric gradient descent MRI intensity inhomogeneity correction algorithm'' (pdf [http://www.sciencedirect.com/science?_ob=ArticleURL&amp;_udi=B6V15-4NT84HV-2&amp;_user=984461&amp;_rdoc=1&amp;_fmt=&amp;_orig=search&amp;_sort=d&amp;_docanchor=&amp;view=c&amp;_searchStrId=940574918&amp;_rerunOrigin=google&amp;_acct=C000049823&amp;_version=1&amp;_urlVersion=0&amp;_userid=984461&amp;md5=112b05574e5ac5481a15297bb531da15])<br /> :Pattern Recognition Letters 28(13):1657-1666<br /> :Indicadores de calidad (Índice de Impacto o similares): JCR (2001, 2005, 2006, 2007) 0.552, 1.138 0.952 0.853<br /> <br /> ;Ivan Villaverde, Alicia d'Anjou, M. Graña<br /> :''Morphological Neural Networks and Vision Based Simultaneous Localization and Mapping''<br /> :Integrated Computer-Aided Engineering 14(4):355-363<br /> :Indicadores de calidad (Índice de Impacto o similares): JCR 2005 0.444, JCR 2006 0.236, JCR 2007 0.113, JCR 2008 0.617<br /> <br /> ;Toro, C. / Posada, J / Oyarzun, J / Falcón, J<br /> : Supporting the CAD Structural Design Process with knowledge based tools, <br /> :Journal of Cybernetics and systems, <br /> :ISBN 1087-6553 (electronic) 0196-9722 (paper), Taylor and Francis publishers, 2007.<br /> :Indicadores de calidad (Índice de Impacto o similares): JCR 2005 0.681, JCR 2006 0.964, JCR 2007 0.655<br /> <br /> ;Sanin, C. / Szczerbicki, E. / Toro, C. <br /> : An OWL Ontology of Set of Experience Knowledge Structure <br /> : Journal of Universal Computer Science , Volume 13, number 2, pages 209-223, 2007<br /> <br /> ; EKAITZ ZULUETA GUERRERO; PEDRO MARIA IRIONDO BENGOA; JOSE MANUEL LOPEZ GUEDE; Ander Etxeberria <br /> : Entropy Analysis for Stochastic System Control<br /> : INTERNATIONAL JOURNAL OF FACTORY AUTOMATION, ROBOTICS AND SOFT COMPUTING 2(2): 88-92<br /> <br /> ==2006==<br /> <br /> ;F.J. Torrealdea, A. d'Anjou, Manuel Graña, C. Sarasola<br /> :''Energy aspects of the synchronization of model neurons''<br /> : Physical Review E 74:011905<br /> :Indicadores de calidad (Índice de Impacto o similares): JCR 2006 2.438<br /> <br /> ;Toro, C. Posada, J Wundrak, S Stork, A<br /> : Improving Virtual Reality Applications in CAD through Semantics,<br /> :The International Journal of Virtual Reality, 2006, volume 5, Number 4, pages 39-46<br /> <br /> ;Posada, J. / Wundrak, S. / Toro, C. / Stork, A. <br /> : Using Ontologies and STEP standards for the semantic simplification of CAD models in different engineering domains <br /> : Journal of Applied Ontology, Volume 1, Number 3-4/2006, pp. 263-279<br /> <br /> ==2005==<br /> <br /> ; Gurutze Arzamendi, Alicia d'Anjou, Manuel Graña, José R. Leiza, José M. Asua<br /> : ''Model reduction in emulsion polymerization using hybrid first principles/artificial neural networks models 2a Long Chain Branching Kinetics''<br /> : Macromolecular Theory and Simulations 14:125-132<br /> :Indicadores de calidad (Índice de Impacto o similares): JCR 2005 1.544<br /> <br /> ; C. Sarasola, A. d'Anjou, F.J. Torrealdea, Manuel Graña<br /> : ''Minimization of the energy flow in the synchronization of nonindentical chaotic systems''<br /> : Physical Review E 72:026223<br /> : Indicadores de calidad (Índice de Impacto o similares): JCR 2005 2.418<br /> <br /> ;C. Sarasola, , A. d'Anjou, F. J. Torrealdea and A. Moujahid<br /> : ''Energy-like functions for some dissipative chaotic systems.'' <br /> : Int. J. Bifurcation and Chaos 15(8), 2507-2521<br /> : Indicadores de calidad (Índice de Impacto o similares): JCR 2005 0.845<br /> <br /> ; A. d'Anjou, C. Sarasola, , F. J. Torrealdea. <br /> : ''On the characterization of different synchronization stages by energy considerations.''<br /> : Journal of Physics: Conference Series, 23, 238–251<br /> <br /> ;Blanca Cases and Manuel Alfonseca<br /> :Towards a proof of the decidability of the momentary stagnation of the growth function of D0L systems<br /> :Theoretical Computer Science, Volume 341, Issues 1-3, 5 September 2005, Pages 247-262<br /> : Indicadores de calidad (Índice de Impacto o similares): JCR 2005 0.743<br /> <br /> ;Posada, J. / Wundrak, S. / Toro, C. / Stork, A. <br /> : Using Ontologies and STEP standards for the semantic simplification of CAD models in different engineering domains <br /> : Journal of Applied Ontology, Volume 1, Number 3-4/2006, pp. 263-279<br /> <br /> ==2004==<br /> <br /> ; M. Graña, J. Gallego, C. Hernandez<br /> : ''A Single Individual Evolutionary Strategy for Endmember Search in Hyperspectral Images.''<br /> :Information Sciences, Int. J 161(3-4):181-197<br /> :Indicadores de calidad (Índice de Impacto o similares): JCR (2001,2003, 2005) 0.264, 0.447, 0.723<br /> <br /> ;B. Raducanu, Manuel Graña, F.X. Albizuri, A. d'Anjou<br /> : ''A Probabilistic Hit-and-Miss Tranform for Face Localization''<br /> :Pattern Análisis and Applications 7:117-127<br /> :Indicadores de calidad (Índice de Impacto o similares): JCR 2004 0.803<br /> <br /> ;Elsa Fernandez, Manuel Graña, Jesús Ruiz-Cabello<br /> : ''On a Gradient Based Evolution Strategie For Parametric Illumination Correction''<br /> :Electronics Letters 40(9):531-532<br /> :Indicadores de calidad (Índice de Impacto o similares): JCR 2004 0.968<br /> <br /> ;Cecilia Sarasola, Francisco J. Torrealdea, Alicia d'Anjou, A. Moujahid, Manuel Graña<br /> : ''Energy balance in feedback synchronization of chaotic systems''<br /> : Physical review E 69-011606<br /> :Indicadores de calidad (Índice de Impacto o similares): JCR 2004 2.352<br /> <br /> ==2003==<br /> <br /> ; F. Xabier Albizuri, Manuel Graña, Bogdan Raducanu <br /> :Statistical transmission delay guarantee for nonreal-time traffic multiplexed with real-time traffic<br /> :Computer Communications 26 (2003) 1365–1375<br /> : Indicadores de calidad, JCR (2005) 0.556 (2009) 0.933<br /> <br /> ; M. Graña, P. Sussner, G.X. Ritter<br /> : [[media:Grana-sussner-ritter-2003-mathware.pdf|Innovative Applications of Associative Morphological Memories]]<br /> : Mathware &amp; Soft Computing 10(3):155-168<br /> : [http://ic.ugr.es/Mathware/index.php/Mathware/issue/view/6 journal web page]<br /> <br /> ;A. d'Anjou, F. J. Torrealdea, J.R. Leiza, J.M. Asua, G. Arzamendi <br /> : ''Model reduction in emulsion polymerization using Hybrid First-Principles/Artificial Neural Networks models''<br /> : Macromolecular Theory and Simulation 12:42-56<br /> : indicadores de calidad, JCR (2005) 1.544 (2006) 1.073 (2007) 1.792 (2008) 1.912 (2009) 1.683<br /> <br /> ; C. Sarasola, F.J. Torrealdea, A. d'Anjou, A. Moujahid and M. Graña<br /> : ''Feedback synchronization of chaotic systems''<br /> : Int. J. Bifurcation and Chaos 13(1):177-191<br /> :Indicadores de calidad (Índice de Impacto o similares): JCR 2003 1.014<br /> <br /> ;B. Raducanu, M. Graña, F.X. Albizuri<br /> : ''Morphological Scale Spaces and Associative Morphological Memories: Results on Robustness and Practical Applications''<br /> : Journal of Mathematical Imaging and Vision 9(2):113-131<br /> :Indicadores de calidad (Índice de Impacto o similares): JCR (2003, 2005) 0.617,2.197<br /> <br /> ;C. Sarasola, F.J. Torrealdea, A. d’Anjou, A. Moujahid, M. Graña,<br /> : ''Nonzero error synchronization of chaotic systems via dynamic coupling''<br /> : Physica D 177(1-4):39-49<br /> :Indicadores de calidad (Índice de Impacto o similares): JCR 2002,2003:1.144,1.014<br /> <br /> ;R. Perez de Alejo, J. Ruiz-Cabello, M. Cortijo, I. Rodriguez, I. Echave, J. Regadera, J. Arrazola, P. Avilés, P. Barreiro, D. Gargallo, M. Graña<br /> : ''Computer- Assisted Enhanced Volumetric Segmentation Magnetic Resonance Imaging Data Using a Mixture of Artificial Neural Networks''<br /> : Magnetic Resonance Imaging 21:901-912<br /> :Indicadores de calidad (Índice de Impacto o similares): JCR 2003 1.420<br /> <br /> ; JOSE MARIA GONZALEZ DE DURANA GARCIA; TEODORO RICO PASTRANA; EKAITZ ZULUETA GUERRERO<br /> : HYBRID MODELING OF OPEN LOOP DC-DC CONVERTERS.<br /> : FACING 11(2): 41--47<br /> <br /> ==2002==<br /> <br /> ;C. Sarasola, F.J. Torrealdea, A. d'Anjou, M. Graña<br /> : ''Cost of synchronizing different chaotic systems''<br /> : Mathematics and Computers in Simulation 58:309-327<br /> :Indicadores de calidad (Índice de Impacto o similares): JCR (2001,2005): 0.253,0.554<br /> <br /> ; Jesús Ruiz-Cabello, Javier Regadera, Carmen Santisteban, Manuel Graña, Rigoberto Pérez de Alejo, Imanol Echave, Pablo Avilés, Ignacio Rodriguez, Inmaculada Santos, Domingo Gargallo, Manuel Cortijo<br /> : ''Monitoring actute inflammatory processes in the mouse muscle by MR imaging and spectroscopy: a comparision with pathological results''<br /> : NMR in Biomedicine 15:204-214<br /> :Indicadores de calidad (Índice de Impacto o similares): JCR (2002,2005) 2.160, 2.469<br /> <br /> ==2001==<br /> <br /> ; B. Raducanu, M. Graña, F.X. Albizuri, A. D'Anjou<br /> : ''Face localization based on the morphological multiscale fingerprints''<br /> : Pattern Recognition Letters 22:359-371<br /> :Indicadores de calidad (Índice de Impacto o similares): JCR (2001, 2005) 0.552, 1.138<br /> <br /> ;A.I. Gonzalez, M. Graña, J. Ruiz-Cabello, A. d'Anjou<br /> : ''Experimental results of an Evolution-based Adaptation Strategy for VQ Image Filtering'' [[media:IS2001_Evolution_VQfilter.pdf|pdf]]<br /> : Information Sciences, Int. J. 133 (3-4):249-266<br /> :Indicadores de calidad (Índice de Impacto o similares): JCR (2001,2003, 2005) 0.264, 0.447, 0.723<br /> <br /> ; M.C. Hernandez, F.X Albizuri, A. d'Anjou, M. Graña, F.J. Torrealdea<br /> : ''Efficient solution of MAX-SAT and SAT via higher order Boltzmann Machines''<br /> : Investigacion Operacional 22(1):67-78<br /> :Indicadores de calidad (Índice de Impacto o similares): <br /> :Editorial y Lugar de publicación: Dept. Matematica Aplicada, Fac. Matematica y Computación, Universidad de la Habana<br /> <br /> ;Israel Rebollo, Manuel Graña y Carmen Hernández<br /> :APLICACION DE ALGORITMOS ESTOCASTICOS DE OPTIMIZACION AL PROBLEMA DE LA DISPOSICION DE OBJETOS NO-CONVEXOS. [[http://rev-inv-ope.univ-paris1.fr/files/22201/IO-22201-11.pdf]]<br /> : Investigacion Operacional 22(2):184-192<br /> :Indicadores de calidad (Índice de Impacto o similares): <br /> :Editorial y Lugar de publicación: Dept. Matematica Aplicada, Fac. Matematica y Computación, Universidad de la Habana<br /> <br /> ; A. d'Anjou,C. Sarasola, F.J. Torrealdea, R. Orduna, M. Graña<br /> : ''Parameter adaptive identical synchronization disclosing Lorenz chaotic mask''<br /> : Physical Review E E63-046213<br /> :Indicadores de calidad (Índice de Impacto o similares): JCR Science Edition Impact Factor 2.202, (JCR 2002 2.397)<br /> <br /> ; S. O. Anchorena, B. Cases<br /> : ''Modeling Chaotic Series by Simple Eco-Grammar Systems with Reproduction, Death and Maturation of Agents.''<br /> : Grammars, vol. 6 num. 3, pp. 155-168 (2003)<br /> : EE: http://www.springerlink.com/content/n68251124147700r/<br /> <br /> ==2000==<br /> <br /> ;A.I. Gonzalez, M. Graña, F.X. Albizuri, A. D'Anjou, F.J. Torrealdea<br /> : A Near Real-Time Evolution-based Adaptation Strategy for Dynamic Color Quantization of Image Sequences [[media:IS2000_Evolution_CQ_image_sequence.pdf|pdf]]<br /> : Information Sciences, Int. J. 122:161-183<br /> :Indicadores de calidad (Índice de Impacto o similares): JCR (2003, 2005) 0.447, 0.723<br /> <br /> ;J. Ruiz Cabello, I Rodriguez, P. Avilés, M. Graña, I. Echave, J. Regadera, D. Gargallo, M. Cortijo<br /> : Magnetic resonance imaging to monitor the biology of inflammation<br /> : European Biophysics Journal 29(4-5):363<br /> :Indicadores de calidad (Índice de Impacto o similares): JCR (2001,2005) 1.917,1.811 <br /> :ISSN: 0175-7571<br /> <br /> ;I Rodriguez, M. Graña, I. Echave, P. Barreiro, M. Cortijo, J. Ruiz Cabello<br /> : MR image processing using neural networks and vector quantization<br /> : Magnetic Resonance Materials in Physics, Biology and Medicine (MAGMA) 11 (supl. 1):143<br /> :Indicadores de calidad (Índice de Impacto o similares): JCR 2003 1.836<br /> <br /> ;F.X. Albizuri, A.I. Gonzalez, M. Graña, A. D'Anjou<br /> : ''Neural learning for distributions on categorical data''[[media:Albizuri2000_Neural_learning.pdf|pdf]]<br /> : Neurocomputing 34:1-9<br /> :Indicadores de calidad (Índice de Impacto o similares): JCR (2001, 2005) 0.534, 0.790<br /> <br /> ==1999==<br /> <br /> ;J.A. Lozano, P. Larrañaga, M. Graña, F.X. ALbizuri<br /> : ''Genetic Algorithms: bridging the convergence gap''<br /> : Theoretical Computer Science 229:11-22<br /> : Indicadores de calidad (Índice de Impacto o similares): JCR 2005 0.743<br /> <br /> ;A.I. Gonzalez, M. Graña, M. Cottrell<br /> : ''Basic competitive neural networks as adaptive mechanisms for non-stationary color quantization'' [[media:Ai-gonzalez-neural-computing-appl-1999.pdf|pdf]]<br /> : Neural Computing and Applications 8: 347-367<br /> : Indicadores de calidad (Índice de Impacto o similares): JCR 2005 0.403<br /> <br /> ==1998==<br /> <br /> ; A. I. Gonzalez, M. Graña<br /> : ''Una estrategia evolutiva para clustering no estacionario''<br /> : Inteligencia Artificial, Revista Iberoamericana de Inteligencia Artificial, 2(5): 68-73<br /> <br /> ;A. I. Gonzalez, M. Graña, A. D'Anjou, F.X. Albizuri, F.J Torrealdea<br /> : ''A comparison of experimental results with a Evolution Strategy and Competitive Neural Networks for near real-time Color Quantization of image sequences'' [[media:AppInt1998_Evol_CNN_CQ_sequences.pdf|pdf]]<br /> : Applied Intelligence 8 (1): 43-51<br /> :Indicadores de calidad (Índice de Impacto o similares): JCR Science Edition Impact Factor 0.9<br /> <br /> ==1997==<br /> <br /> ; M. Graña, A. D´Anjou, F.J. Torrealdea<br /> : User expectations for the intelligent blackboard [[media:M-grana-displays-1997.pdf|pdf]]<br /> : Displays 17 (3-4): 143-146<br /> : Indicadores de calidad (Índice de Impacto o similares): JCR Science Edition Impact Factor: 0.947, JCR 2007 1.179<br /> <br /> ; A. I. Gonzalez, M. Graña, A. D´Anjou, F.X. Albizuri, M. Cottrell<br /> : A sensitivity analysis of the Self Organizing Map as an Adaptive One-pass Non-stationary Clustering algorithm: the case of Color Quantization of image sequences [[media:NPL1997_SOM_onepass_nonstat_clustering.pdf|pdf]]<br /> : Neural Processing Letters 6: 77-89<br /> :Indicadores de calidad (Índice de Impacto o similares): JCR Science Edition Impact Factor 0.701<br /> <br /> ; F.X. Albizuri, A. D'Anjou, M. Graña, P. Larrañaga<br /> : Structure of the high-order Boltzmann Machine from Independence Maps<br /> : IEEE trans. Neural Networks 8 (6): 1351-1358<br /> : Indicadores de calidad (Índice de Impacto o similares): JCR Science Edition Impact Factor 2.205<br /> <br /> ; M. Graña, A. D'Anjou , F.X. Albizuri, M. Hernandez, F. J. Torrealdea, A.I. Gonzalez<br /> : Experiments of fast learning with High Order Boltzmann Machines [[media:Grana-HOBM-appl-int-1997.pdf|pdf]]<br /> : Applied Intelligence 7 (4): 287-303<br /> :Indicadores de calidad (Índice de Impacto o similares): JCR 2005 Science Edition Impact Factor 0.569<br /> <br /> ==1996==<br /> <br /> ; F.X. Albizuri, A. D'Anjou , M. Graña,J.A. Lozano<br /> : Convergence properties of High-Order Boltzmann Machines<br /> : Neural Networks 9(9): 1561-1567<br /> : Indicadores de calidad (Índice de Impacto o similares): JCR Science Edition Impact Factor 1.665<br /> <br /> ;M. Graña, A. D'Anjou , F.X. Albizuri, J.A. Lozano, P. Larrañaga, Y. Yurramendi, M. Hernandez, J.L. Jimenez, F. J. Torrealdea, M. Poza, A.I. Gonzalez<br /> : Experimentos de aprendizaje con Máquinas de Boltzmann de alto orden [[media:Inf-y-automatica-exp-HOBM-96.pdf|draft]]<br /> : Informática y Automática 29(4): 42-57<br /> <br /> ==1995==<br /> <br /> ;A. I. González , M. Graña - A. D'Anjou<br /> : An analysis of the GLVQ algorithm [[media:IEEENN95_analysis_GLVQ.pdf|pdf]]<br /> : IEEE Transactions on Neural Netwoks 6 (4): 1012-1016<br /> :Indicadores de calidad (Índice de Impacto o similares): JCR 2005 Science Edition Impact Factor 2.205<br /> <br /> ; F. X. Albizuri - A. D'Anjou - M. Graña - F. J. Torrealdea - M. C. Hernández<br /> : The high order Boltzmann machine: learned distribution and topology<br /> : IEEE Transactions. on Neural Networks 6 (3): 767-770<br /> :Indicadores de calidad (Índice de Impacto o similares): JCR 2005 Science Edition Impact Factor 2.205<br /> <br /> ; M. Graña - A. D'Anjou - A. I. González - F. X. Albizuri - M. Cottrell<br /> : Competitive stochastic neural networks for vector quantization of images [[media:Neurocomputing95_CSNN_VQ.pdf|pdf]]<br /> : Neurocomputing 7: 187-195<br /> : Indicadores de calidad (Índice de Impacto o similares): JCR 2005 Science Edition Impact Factor 0.790<br /> <br /> ==1993==<br /> <br /> ;Alicia D'Anjou - Manuel Graña - Fco. Javier Torrealdea - Mª Carmen Hernández<br /> : Solving satisfiability via Boltzmann machines [[media:Danjou-pami-1993.pdf|pdf]]<br /> : IEEE Transactions on pattern analysis and machine intelligence, 15:514-521<br /> :Indicadores de calidad (Índice de Impacto o similares): JCR 2005 2.923<br /> <br /> ==1992==<br /> <br /> ;Alicia D'Anjou - Manuel Graña - Fco. Javier Torrealdea - Mª Carmen Hernández<br /> : Máquinas de Boltzmann para la resolución del problema de la satisfacibilidad en el cálculo proposicional<br /> : Revista Española de Informática y Automática 24: 40-49<br /> <br /> ==1987==<br /> <br /> ;Luis M. Alonso - Manuel Graña<br /> : Formal techniques and concurrent systems<br /> : Communications ACM 30: 752-753<br /> Indicadores de calidad (Índice de Impacto o similares): ISI JCR (2008) 2.646<br /> <br /> ==1986==<br /> <br /> ;Manuel Graña - Fco. Javier Torrealdea<br /> : Hierarchically structured Systems [[media:Grana-torrealdaea-1986.zip|scan]] [[media:Grana-torrealdea-1986.pdf|scan compressed]]<br /> : European Journal of Operational Research 25:20-26<br /> Indicadores de calidad ISI JCR: (2008) 1.627, <br /> <br /> ; Fco. Javier Torrealdea - Manuel Graña - Fernando Ferreres<br /> : A comparison between stochastic and deterministic simulation<br /> : Advances in Modelling and Simulation (AMSE press) 5:15-32<br /> :Indicadores de calidad (Índice de Impacto o similares):<br /> <br /> ; T. Alvarez - J. J. Dolado - M. Graña - I. Sukia - F. J. Torrealdea<br /> : Una versión de GPSS<br /> : Revista Española de Informática y Automática 19:45-59<br /> : Indicadores de calidad (Índice de Impacto o similares):<br /> <br /> ==1984==<br /> <br /> ;Fco. Javier Torrealdea - Manuel Graña<br /> : Some ideas for a history dynamics model.<br /> : Dynamica 10: 103-106 [http://www.systemdynamics.org/dynamica/articles/102/5.pdf]<br /> :Originalmente editada por el Bradford System Dynamics group fue posteriormente asumida por la System Dynamics Society y convertida en la actual The International Journal of System Dynamics, manteniendo los fondos bibliograficos asociados a Dynamica.<br /> : [http://www.systemdynamics.org/conferences/1983/proceed/parallel-vol2/torre913.pdf la publicación en la conferencia de System Dynamics que dió lugar al artículo]</div> Borja.ayerdi https://ehu.eus/ccwintco/index.php?title=Revistas&diff=18277 Revistas 2015-11-21T18:10:11Z <p>Borja.ayerdi: /* aceptados */</p> <hr /> <div>[[media:Revistas-GIC-1984-2009.bib.zip|bib de revistas hasta 2009]]<br /> ==submitidos sin decision==<br /> <br /> <br /> ; Dacosta-Aguayo R, Graña M, Falcón C, Fernández-Andújar M, López-Cancio E, Cáceres C, Bargalló N, Barrios M, Clemente IC, Torán Pera, Forés Rosa, Dávalos A, Tibor A and Mataró M<br /> :Multimodal imaging of the healthy contralesional hemisphere provides insight into neural, functional and cognitive recovery in ischemic stroke patients<br /> <br /> ;Jose Manuel Lopez-Guede, Borja Fernandez-Gauna, Manuel Graña, Ekaitz Zulueta<br /> :Further Results Learning Hose Transport Control with Q-learning<br /> : Journal of Physical Agents (aceptado con revisiones)<br /> <br /> ; Borja Ayerdi, Manuel Grana<br /> : Adaptive Hybrid Extreme Rotation Forest<br /> : NN<br /> : JCR 2013 1.237 (Q2 CSAI)<br /> <br /> ; Borja Ayerdi, Bartosz Krawczyk, Manuel Graña, Michal Wozniak<br /> : Combining One-Class Classifiers for Hyperspectral Image Segmentation<br /> : Fundamenta Informaticae<br /> ;Rosalia Dacosta Aguayo, PhD student; Tibor Auer; Manuel Graña; Carles Falcon; Marina Fernández-Andújar; Elena López-Cancio; Cynthia Cáceres; Nuria Bargalló; Maite Barrios; IC Clemente; Toran Pera; Rosa Fores; Antoni Dávalos; Maria Mataró<br /> :Multimodal imaging of the healthy contralesional hemisphere provides insight into neural, functional and cognitive recovery in ischemic stroke patients<br /> : Plos One<br /> <br /> ;JULIAN ESTEVEZ, JM. LOPEZ-GUEDE, MANUEL GRAÑA<br /> : Particle Swarm Optimization quadrotor control for cooperative aerial transportation of deformable linear objects<br /> : CBS<br /> <br /> ;J. David Nuñez-Gonzalez, Manuel Graña, Michał Wozniak<br /> :Heuristic Harmony Search for Influence Maximization in Social Networks<br /> : EAAI<br /> <br /> ==aceptados ==<br /> <br /> ;Borja Ayerdi, Manuel Graña<br /> : &quot;Hyperspectral Image Analysis by Spectral-Spatial Processing and Anticipatively Tuned Hybrid Extreme Rotation Forest Classification&quot;<br /> : ''Transactions on Geoscience and Remote Sensing (TGARS)''<br /> : JCR 2014 - 3.514<br /> <br /> <br /> <br /> ;Ariadna Besga, Itxaso González-Ortega, Enrique Echeburúa, Alexandre Savio, Borja Ayerdi, Darya Chyzhyk, Jose LM Madrigal, Juan C. Leza, Manuel Graña, Ana González-Pinto<br /> : &quot;Discrimination between Alzheimer’s Disease and Late Onset Bipolar Disorder using multivariate analysis&quot;<br /> : ''Frontiers in Aging Neuroscience''<br /> : JCR 2014 - 4.000<br /> <br /> <br /> ;Jose Manuel Lopez-Guede, Aitor Moreno-Fernandez-de-Leceta, Alexeiw Martinez-Garcia, Manuel Graña <br /> :Lynx: Automatic elderly behavior prediction in home tele care [http://www.hindawi.com/journals/bmri/aip/201939/]<br /> : Biomed Research International (Hindawi) (aceptado 22 oct)<br /> <br /> <br /> <br /> ; Medrano M, Maiz E, Maldonado-Martín S, Arenaza L, Rodríguez-Vigil B, Ortega FB, Ruiz JR, Larrarte E, Díez I, Sarasúa A, Tobalina I, Barrenechea L, Pérez-Asenjo J, Kannengiesser S, Manhães-Savio A, Echaniz O, Labayen I<br /> : The effect of a multidisciplinary intervention program on hepatic adiposity in overweight-obese children: protocol of the EFIGRO study<br /> : Contemporary Clinical Trials<br /> : Article accepted for publication: 21 Sep 2015<br /> : DOI: 10.1016/j.cct.2015.09.017<br /> <br /> <br /> <br /> ;I. Macía, M. de Blas, J.H. Legarreta, L. Kabongo, O. Hernández, J.M. Egaña, J.I. Emparanza, A. García-Familiar, M. Graña<br /> :Standard and Fenestrated Endograft Sizing in EVAR Planning: Description and Validation of a Semi-automated 3D Software<br /> : Computerized Medical Imaging and Graphics [http://www.sciencedirect.com/science/article/pii/S0895611115000099] [http://www.journals.elsevier.com/computerized-medical-imaging-and-graphics/] (accept 16 enero 2015)<br /> : JC· 2013 1.496 (Q3 RNMMI)<br /> <br /> <br /> <br /> ;Fernández-Andújar M, Doornink F, Dacosta-Aguayo R, Soriano-Raya JJ, Miralbell J, Bargalló N, López-Cancio E, Pérez de la Ossa N, Gomis M, Millán M, ;Barrios M, Cáceres C, Clemente I, Dávalos A, Mataró M <br /> : Remote thalamic microstructural abnormalities related to cognitive function in ischemic stroke patients <br /> : Neuropsychology (aceptado 4 de abril 2014)<br /> : JCR (2012): 3.477 (Q1)<br /> <br /> ;Maria Mataró, Juan José Soriano-Raya, Jorge López-Olóriz, Júlia Miralbell, Rosalia Dacosta-Aguayo<br /> :CEREBROVASCULAR MARKERS IN LOWERED COGNITIVE FUNCTION<br /> :Journal of Alzheimer Disease, (accepted)<br /> :JCR (2013) 3.612 (Q1 clinical neu.)<br /> <br /> == online first==<br /> <br /> ;Ariadna Besga-Basterra, Darya Chyzhyk, Itxaso González-Ortega, Alexandre Savio, Borja Ayerdi, Jon Echeveste, Manuel Graña, Ana González-Pinto<br /> : Eigenanatomy on fractional anisotropy imaging provides white matter anatomical features discriminating between Alzheimer’s Disease and Late Onset Bipolar Disorder<br /> : Current Alzherimer Research, (accepted) [http://benthamscience.com/journals/current-alzheimer-research/article/136980/]<br /> : JCR (2013) 3.796 (Q1 Clin Neurol, Q2 Neurosciences) (2014) 3.889<br /> <br /> <br /> ;PAWEL KSIENIEWICZ, DARIUSZ JANKOWSKI, BORJA AYERDI, KONRAD JACKOWSKI, MICHAL WOZNIAK, MANUEL GRANA<br /> :A Novel Hyperspectral Segmentation Algorithm - Concept and Evaluation<br /> : Logic journal IGPL (aceptado noviembre 2014) [http://jigpal.oxfordjournals.org/content/early/2014/12/29/jigpal.jzu045.short]<br /> : JCR 2013 0.530 (Q2 Logic, Q3 Mathematics, Q4 MA) (2014) 0.461 (Q3 Logic, Q3 Mathematics, Q4 MA)<br /> <br /> ;Maite Termenon, Manuel Graña, Alexandre Savio, Anton Akusok, Yoan Miche, Amaury Lendasse<br /> :Brain MRI Morphological Patterns Extraction Tool based on Extreme Learning Machine and Majority Vote Classification<br /> :Neurocomputing (aceptado 6 de marzo) [http://www.sciencedirect.com/science/article/pii/S0925231215011388]<br /> <br /> ; Borja Ayerdi, Manuel Graña<br /> : Hyperspectral Image Nonlinear Unmixing and Reconstruction by ELM Regression Ensemble<br /> : Neurocomputing [http://www.sciencedirect.com/science/article/pii/S0925231215011339]<br /> : doi 10.1016/j.neucom.2015.04.10<br /> <br /> ; Manuel Graña, Darya Chyzhyk<br /> : Image Understanding Applications of Lattice Auto-Associative Memories <br /> : IEEE Transactions on Neural Networks and Learning Systems, (aceptdo 24 julio) [[http://ieeexplore.ieee.org/xpl/articleDetails.jsp?arnumber=7210195 online]]<br /> : DOI 10.1109/TNNLS.2015.2461451<br /> : JCR (2014) 4.291 (Q1 CSAI)<br /> <br /> ==2015==<br /> <br /> <br /> ; Alexandre Savio, Manuel Graña<br /> :Local Activity Features for Computer Aided Diagnosis of Schizophrenia on resting-state fMRI<br /> :Neurocomputing (aceptado 10 enero 2015) [http://authors.elsevier.com/sd/article/S0925231215002970] Volume 164, 21 September 2015, Pages 154–161<br /> : DOI 10.1016/j.neucom.2015.01.079<br /> : JCR 2013 2.005 (Q1 CSAI) (2014) 2.083 (Q2 CSAI)<br /> <br /> <br /> ; Manuel Graña, Eider Sanchez, Michal Woazniak<br /> : Special issue on innovations in medicine and healthcare<br /> : Biosystems Engineering, Volume 138, October 2015, Pages 1–3 [http://www.sciencedirect.com/science/article/pii/S1537511015001099]<br /> : DOI 10.1016/j.biosystemseng.2015.06.009<br /> <br /> ;Borja Fernandez-Gauna; Jose Manuel Lopez-Guede; Ismael Etxeberria-Agiriano; Igor Ansoategi; Manuel Graña<br /> :Reinforcement Learning endowed with safe veto policies to learn the control of L-MCRS<br /> :Information Sciences Volume 317, 1 October 2015, Pages 25–47 [http://www.sciencedirect.com/science/article/pii/S002002551500273X]<br /> : DOI 10.1016/j.ins.2015.04.005<br /> : JCR (2014) 4.038 (Q1 CSAI)<br /> <br /> ;Lopez-Guede, Jose M.; Fernandez-Gauna, Borja; Graña, Manuel; Zulueta, Ekaitz; <br /> :Training Multi-agent systems by Q-learning: approaches and empirical results<br /> : Computational Intelligence vol 31 num 3 pp. 498-512 [http://onlinelibrary.wiley.com/doi/10.1111/coin.12035/abstract]<br /> : DOI: 10.1111/coin.12035<br /> : JCR (2012) 1.000 (Q3 CSAI) (2013) 0.870 (2014) 0.673<br /> <br /> ;J. David Nuñez-Gonzalez, Manuel Graña, Bruno Apolloni, <br /> :Reputation Features for Trust Prediction in Social Networks, <br /> :Neurocomputing Volume 166, 20 October 2015, Pages 1–7 [http://www.sciencedirect.com/science/article/pii/S0925231215005494]<br /> : DOI 10.1016/j.neucom.2014.10.099<br /> : JCR 2013 2.005 (Q1 CSAI) (2014) 2.083 (Q2 CSAI)<br /> <br /> ;Ion Marques, Manuel Graña, Anna Kamińska-Chuchmała, Bruno Apolloni, <br /> :An experiment of subconscious intelligent social computing on household appliances, <br /> :Neurocomputing, Volume 167, 1 November 2015, Pages 32–43 (aceptado agosto 2014) [http://www.sciencedirect.com/science/article/pii/S0925231215005718]<br /> : DOI 10.1016/j.neucom.2014.08.103<br /> : JCR 2013 2.005 (Q1 CSAI) (2014) 2.083 (Q2 CSAI)<br /> <br /> ; Darya Chyzhyk, Alexandre Savio, Manuel Graña<br /> : Computer Aided Diagnosis of Schizophrenia on resting state fMRI data by Ensembles of ELM<br /> : Neural Networks Volume 68, August 2015, Pages 23–33. [http://www.sciencedirect.com/science/article/pii/S0893608015000805]<br /> : DOI information: 10.1016/j.neunet.2015.04.002 <br /> : JCR (2013) 2.076 (Q1 CSAI, Q3 Neurosciences) (2014) 2.708<br /> <br /> ; Chyzhyk D, Graña M, Öngür D, Shinn AK. <br /> : Discrimination of Schizophrenia Auditory Hallucinators by Machine Learning of Resting-State Functional MRI. <br /> : International Journal of Neural Systems 25(3):1550007, 2015. [[media: Chyzhyk-IJNS-2015.pdf|pdf]] [http://www.worldscientific.com/doi/abs/10.1142/S0129065715500070?src=recsys&amp;journalCode=ijns&amp;]<br /> : JCR 2013 6.056 (Q1 CSAI) (2014) 6.507<br /> <br /> ;A. Suberbiola, E. Zulueta, J.M. Lopez-Guede, I. Etxeberria-Agiriano, and M. Graña<br /> : Arm Orthosis/Prosthesis Movement Control Based on Surface EMG Signal<br /> : International Journal of Neural Systems 25(3):1550009 [http://www.worldscientific.com/doi/10.1142/S0129065715500094] (2015)<br /> : JCR 2013 6.056 (Q1 CSAI) (2014) 6.507<br /> <br /> ; MANUEL GRAÑA, J. DAVID NUÑEZ-GONZALEZ, LEIRE OZAETA, ANNA KAMIŃSKA-CHUCHMAŁA<br /> :Experiments of Trust Prediction in Social Networks by Artificial Neural Networks [http://www.tandfonline.com/doi/full/10.1080/01969722.2015.1007725#.VRJqFkvXmlI]<br /> : Cybernetics and Systems Volume 46, Issue 1-2, 2015 pages 19-34<br /> : JCR (2012): 0.973 (Q3 CSC) (2013) 0.507 (2014) 0.840<br /> : DOI:10.1080/01969722.2015.1007725<br /> <br /> ; EIDER SANCHEZ, CARLOS TORO, MANUEL GRAÑA, CESAR SANIN, EDWARD SZCZERBICKI<br /> :Extended Reflexive Ontologies for the generation of clinical recommendations [http://www.tandfonline.com/doi/full/10.1080/01969722.2015.1007723#abstract]<br /> : Cyberntetics and Systems Volume 46, Issue 1-2, 2015 pages 4-18<br /> : JCR (2012): 0.973 (Q3 CSC) (2013) 0.507 (2014) 0.840<br /> <br /> <br /> ;Julián Estévez, Jose Manuel Lopez-Guede, Manuel Graña<br /> : Quasi-stationary State Transportation of a Hose with Quadrotors<br /> : Robotics and Automous Systems (aceptado 5 sept) Volume 63, Part 2, January 2015, Pages 187–194 [http://www.sciencedirect.com/science/article/pii/S0921889014001791]<br /> : JCR (2013) 1.105, (Q3 Robotics, Q3 CSAI, Q3 ACS) (2014) 1.256 (Q2 Robotics, Q3 CSAI, Q3 ACS)<br /> <br /> <br /> ;M Graña, B Raducanu<br /> :Bioinspired and knowledge based techniques and applications<br /> : Neurocomputing Volume 150, Part A, 20 February 2015, Pages 1–3<br /> :DOI 10.1016/j.neucom.2014.09.039<br /> : JCR 2013 2.005 (Q1 CSAI) (2014) 2.083 (Q2 CSAI)<br /> <br /> <br /> ;Darya Chyzhyk, Manuel Graña<br /> :Classification of Schizophrenia patients on Lattice Computing resting-state fMRI features [http://www.sciencedirect.com/science/article/pii/S0925231214013204]<br /> : Neurocomputing Volume 151, Part 1, 3 March 2015, Pages 151–160<br /> : DOI 10.1016/j.neucom.2014.09.075<br /> : JCR 2013 2.005 (Q1 CSAI) (2014) 2.083 (Q2 CSAI)<br /> <br /> ;Darya Chyzhyk, Rosalía Dacosta-Aguayo, Maria Mataró, Manuel Graña<br /> :An active learning approach for Stroke lesion segmentation on multimodal MRI data<br /> : Neurocomputing Volume 150, Part A, 20 February 2015, Pages 26–36 [http://www.sciencedirect.com/science/article/pii/S0925231214012466]<br /> :DOI:10.1016/j.neucom.2014.01.077<br /> : JCR 2013 2.005 (Q1 CSAI) (2014) 2.083 (Q2 CSAI)<br /> <br /> <br /> ;Borja Ayerdi, Ion Marqués, Manuel Graña<br /> :Spatially regularized semisupervised Ensembles of Extreme Learning Machines for hyperspectral image segmentation<br /> : Neurocomputing (aceptado 18 de enero 2014) Volume 149, Part A, 3 February 2015, Pages 373–386 [http://www.sciencedirect.com/science/article/pii/S0925231214011424] <br /> : JCR 2013 2.005 (Q1 CSAI) (2014) 2.083 (Q2 CSAI)<br /> : DOI 10.1016/j.neucom.2014.01.068<br /> <br /> <br /> ; Jose Manuel Lopez-Guede, Borja Fernandez-Gauna,Jose Antonio Ramos-Hernanz<br /> :Single robot dynamics approximation by ELM for Reinforcement Learning for hose control<br /> : Neurocomputing Volume 150, Part A, 20 February 2015, Pages 116–123<br /> : JCR 2013 2.005 (Q1 CSAI) (2014) 2.083 (Q2 CSAI)<br /> <br /> <br /> ;G.A. Papakostas, A. Savio, M. Graña, V.G. Kaburlasos<br /> :A Lattice Computing Approach to Alzheimer’s Disease Computer Assisted Diagnosis Based on MRI Data [http://www.sciencedirect.com/science/article/pii/S0925231214012454]<br /> : Neurocomputing Volume 150, Part A, 20 February 2015, Pages 37–42<br /> : JCR 2013 2.005 (Q1 CSAI) (2014) 2.083 (Q2 CSAI)<br /> <br /> ;Dacosta-Aguayo, Rosalia; Graña, Manuel; Iturria-Medina, Yasser; Fernández-Andújar, Marina; López-Cancio, Elena; Caceres, Cynthia; Bargallo, Nuria; Barrios, Maite; Clemente, Imma; Pera, Guillem; Fores, Rosa; Davalos, Antoni; Mataro, Maria<br /> :Impairment of Functional Integration of the Default Mode Network correlates with Cognitive Outcome at three months after Stroke<br /> : Human Brain Mapping Volume 36, Issue 2, February 2015, Pages: 577–590<br /> : DOI: 10.1002/hbm.22648<br /> : Impact Factor: 6.878, ISI Journal Citation Reports © Ranking: 2012: 1/14 (Neuroimaging); 1/120 (Radiology Nuclear Medicine &amp; Medical Imaging); 23/252 (Neurosciences) (2013) 6.924 (Q1 Neuroimaging, Q1 RNMMI, Q1 Neurosciences) (2014) 5.969<br /> <br /> ;Borja Fernandez-Gauna; Ismael Etxeberria-Agiriano; Manuel Graña<br /> :Learning Multirobot Hose Transportation and Deployment by Distributed Round-Robin Q-Learning<br /> : PlosOne, Volume 10(7): e0127129 ( published 09 Jul 2015)<br /> : JCR (2012) 3.730, (Q1 mult. sciences) (2013) 3.534 (Q1 mult. sci.) (2014) 3.234<br /> : DOI 10.1371/journal.pone.0127129<br /> <br /> == 2014 ==<br /> <br /> ;Eider Sanchez, Peng Wang, Carlos Toro, Cesar Sanin, Manuel Graña, Edward Szczerbicki, Eduardo Carrasco, Frank Guijarro and Luis Brualla<br /> :Decisional DNA for modeling and reuse of experiential-based clinical assessments in breast cancer diagnosis and treatment<br /> : Neurocomputing Volume 146, 25 December 2014, Pages 308–318 [http://www.sciencedirect.com/science/article/pii/S0925231214007826]<br /> : JCR 2013 2.005 (Q1 CSAI)<br /> <br /> ; Jose Manuel Lopez-Guede, Manuel Graña, Jesus Maria Larrañaga, Fernando Oterino<br /> : Educational innovation project in the field of Industrial Informatics <br /> : Procedia - Social and Behavioral Sciences, Volume 141, 25 August 2014, Pages 20–24<br /> : DOI 10.1016/j.sbspro.2014.05.006<br /> <br /> ; Jose Manuel Lopez-Guede, Manuel Graña, Jesus Maria Larrañaga, Fernando Oterino<br /> : Retrospective Vision of a Long Term Innovative Experience<br /> : Procedia - Social and Behavioral Sciences, Volume 141, 25 August 2014, Pages 15–19<br /> : DOI 10.1016/j.sbspro.2014.05.005<br /> <br /> ;Rosalia Dacosta-Aguayo; Manuel Graña; Alexandre Savio; Marina Fernández-Andújar ; Tibor Auer ; Monica Millán ; Elena López-Cancio ; Cynthia Cáceres ; Nuria Bargalló ; Cesar Garrido ; Maite Barrios ; Inmaculada Clemente ; Monica Hernández ; Jose Munuera ; Antonio Dávalos ; Maria Mataró <br /> :Prognostic value of changes in resting-state functional connectivity patterns in cognitive recovery after stroke: a 3T fMRI pilot study<br /> : Human Brain Mapping (aceptado 15 nov 2013) Volume 35, Issue 8, pages 3819–3831, August 2014 [http://onlinelibrary.wiley.com/doi/10.1002/hbm.22439/abstract]<br /> : Impact Factor: 6.878, ISI Journal Citation Reports © Ranking: 2012: 1/14 (Neuroimaging); 1/120 (Radiology Nuclear Medicine &amp; Medical Imaging); 23/252 (Neurosciences) (2013) 6.924 (Q1 Neuroimaging, Q1 RNMMI, Q1 Neurosciences) (2014) 5.969<br /> <br /> ;Borja Fernández-Gauna; Igor Ansoategui; Ismael Etxeberria-Agiriano; Manuel Graña<br /> :Reinforcement Learning of ball screw feed drive controllers<br /> :Engineering Applications of Artificial Intelligence Volume 30, April 2014, Pages 107–117 [http://www.sciencedirect.com/science/article/pii/S0952197614000220]<br /> : JCR (2011) 1.665 (Q1 ENG) (2012) 1.625 (Q1 ENG, Q2 ACS, Q2 CSAI, Q2 EEE) (2013) 1.962 (Q1 ENG, Q2 ACS, Q2 CSAI, Q2 EEE) (2014) 2.207 (Q1 ENG, Q2 ACS, Q1 CSAI, Q1 EEE)<br /> <br /> ;Borja Ayerdi and Manuel Graña<br /> :Hybrid Extreme Rotation Forest <br /> : Neural Networks Volume 52, April 2014, Pages 33–42 [http://www.sciencedirect.com/science/article/pii/S0893608014000045]<br /> : JCR (2012) 1.927 (Q1 CSAI, Q3 NS) (2013) 2.076 (Q1 CSAI, Q3 NS) (2014) 2.708<br /> <br /> ;Tuia, D. ; Merenyi, E. ; Jia, X. ; Grana-Romay, M.<br /> :Foreword to the Special Issue on Machine Learning for Remote Sensing Data Processing [http://ieeexplore.ieee.org/xpl/articleDetails.jsp?arnumber=6804709]<br /> : Selected Topics in Applied Earth Observations and Remote Sensing, IEEE Journal of (Volume:7 , Issue: 4 ) pp. 1007 - 1011<br /> : JCR (2012) 2.874 (Q2 GP, Q1 ISPT, Q1 RS) (2013) 2.827 (Q2 GP, Q1 ISPT, Q1 RS, Q1 EEE)<br /> <br /> ; Abdelmalik Moujahid, Alicia d'ANjou, Manuel Graña<br /> :Energy demands of diverse spiking cells from the neocortex, hippocampus and thalamus<br /> : Frontiers in Computational Neuroscience (2014) 8:41 [http://journal.frontiersin.org/Journal/10.3389/fncom.2014.00041/abstract]<br /> : DOI: 10.3389/fncom.2014.00041<br /> : JCR (2013) 2.233 (Q1 MCB, Q2 neurosciences)<br /> <br /> ;Iker Mesa, Eider Sanchez, Carlos Toro, Javier Diaz, Arkaitz Artetxe, Manuel Graña, Frank Guijarro, Cesar Martinez, Jose Manuel Jimenez, Shabs Rajasekharan, Jose Antonio Alarcon, Alessandro De Mauro.<br /> :Design and Development of a Mobile Cardiac Rehabilitation System<br /> :Cybernetics and Systems: An International Journal, Volume 45 Issue 2 (2014), pp 92-108 [http://www.tandfonline.com/doi/full/10.1080/01969722.2014.874804#.UyF23OCEl48]<br /> :JCR (2012): 0.973 (Q3 CSC) (2013) 0.507 (2014) 0.840<br /> <br /> ;Israel Rebollo-Ruiz and Manuel Graña<br /> :An empirical evaluation of Gravitational Swarm Intelligence for Graph Coloring algorithm<br /> : Neurocomputing Volume 132, 20 May 2014, Pages 79–84 [http://www.sciencedirect.com/science/article/pii/S0925231213011041]<br /> : JCR (2011) 1.580 (Q2 CSAI) 2013 2.005 (Q1 CSAI)<br /> <br /> ;Rosalia Dacosta-Aguayo; Manuel Graña; Marina Fernandez-Andujar; Elena López-Cancio; Cynthia Cáceres; Nuria Bargallo; Maite Barrios; Imma Clemente; Antoni Dávalos; Auer Tibor; Maria Mataró<br /> :Structural integrity of the contralesional hemisphere predicts cognitive impairment in ischemic stroke at three months<br /> : PLosONe January 2014 | Volume 9 | Issue 1 | e86119 [http://www.plosone.org/article/info%3Adoi%2F10.1371%2Fjournal.pone.0086119]<br /> : JCR (2012) 3.730, (Q1 mult. sciences) (2013) 3.534 (Q1 mult. sci.) (2014) 3.234<br /> <br /> ; Ramon Moreno, Francesco Corona, Amaury Lendasse, Manuel Grana and Lenio Galvao<br /> : Extreme Learning Machines for Soybean classification in remote sensing Hyperspectral Images<br /> : Neurocomputing Volume 128, 27 March 2014, Pages 207–216 [http://dx.doi.org/10.1016/j.neucom.2013.03.057]<br /> : JCR (2012) 1.634 (T1, Q2 CSAI) 2013 2.005 (Q1 CSAI)<br /> <br /> ; Darya Chyzhyk, Alexandre Savio, Manuel Graña, <br /> : Evolutionary ELM wrapper feature selection for Alzheimer's disease CAD on anatomical brain MRI [http://www.sciencedirect.com/science/article/pii/S0925231213010096 pdf]<br /> : Neurocomputing, Volume 128, 27 March 2014, Pages 73-80, <br /> : ISSN 0925-2312, http://dx.doi.org/10.1016/j.neucom.2013.01.065.<br /> : JCR (2012) 1.634 (T1, Q2 CSAI) 2013 2.005 (Q1 CSAI)<br /> <br /> ;Josu Maiora; Borja Ayerdi; Manuel Graña<br /> : Random forest active learning for AAA thrombus segmentation in computed tomography angiography images<br /> : Neurocomputing Volume 126, 27 February 2014, Pages 71–77 [http://www.sciencedirect.com/science/article/pii/S0925231213006978]<br /> : (2011) JCR 1.580 (Q2 CSAI) 2013 2.005 (Q1 CSAI)<br /> <br /> ;Michal Wozniak,, Manuel Graña, Emilio Corchado, <br /> : A Survey of Multiple Classifier System as Hybrid Systems <br /> : Information Fusion Volume 16, March 2014, Pages 3–17 [http://www.sciencedirect.com/science/article/pii/S156625351300047X]<br /> : JCR (2011) 1.467 (Q2 CSAI, Q1 CSTM) (2012) 2.262 (Q1 CSAI, Q1 CSTM) (2013) 3.472 (2014) 3.681<br /> <br /> ; Michal Wozniak, Emilio Corchado, Manuel Graña<br /> :Guest Editorial: Hybrid Intelligent Fusion Systems<br /> : Information Fusion Volume 16, March 2014, Pages 2<br /> : (2011) JCR 1.467 (Q1 CSTM, Q2 CSAI) (2012) 2.262 (Q1 CSAI, Q1 CSTM) (2013) 3.472 (2014) 3.681<br /> <br /> ;Carmen Hernández , Leónia Nunes , Domingos Lopes , Manuel Graña <br /> :Data Fusion for high spatial resolution LAI estimation <br /> :Information Fusion Volume 16, March 2014, Pages 59–67 [http://www.sciencedirect.com/science/article/pii/S1566253512000395]<br /> : JCR (2010) 1.621 (2011) 1.467 (Q1 CSTM, Q2 CSAI) (2012) 2.262 (Q1 CSAI, Q1 CSTM) (2013) 3.472 (2014) 3.681<br /> <br /> ;B Ayerdi, J Maiora, A d'Anjou, M Graña<br /> :Applications of Hybrid Extreme Rotation Forests for image segmentation<br /> :International Journal of Hybrid Intelligent Systems 11 (1), 13-24<br /> <br /> ;Noelia Oses, Fadi Dornaika, and Abdelmalik Moujahid<br /> :Image-based delineation and classification of built heritage masonry [http://www.mdpi.com/2072-4292/6/3/1863]`<br /> :Remote Sens. 2014, 6(3), 1863-1889; doi:10.3390/rs6031863<br /> <br /> ==2013==<br /> <br /> ;Jose Manuel Lopez-Guede, Borja Fernandez-Gauna and Manuel Grana<br /> :&quot;State-action value modeled by ELM in Reinforcement Learning for Hose Control Problems&quot; , <br /> : International Journal of Uncertainty Fuzziness and Knowledge-Based Systems 21, supp02, 99-116 [http://www.worldscientific.com/doi/abs/10.1142/S0218488513400199]<br /> : JCR (2011) 1.781 (Q2 CSAI) (2012) 0.886 (Q3 CSAI)<br /> <br /> ;Miguel A. Veganzonesa, Mihai Datcu, Manuel Graña,<br /> : Further results on dissimilarity spaces for hyperspectral images RF-CBIR<br /> : Pattern Recognition Letters Volume 34, Issue 14, 15 October 2013, Pages 1659-1668 [http://www.sciencedirect.com/science/article/pii/S0167865513002237]<br /> : JCR (2012) 1.266 (CSAI Q2) (2013) 1.062 (Q3 CSAI)<br /> <br /> ;Israel Rebollo-Ruiz and Manuel Graña Romay <br /> :Swarm Graph Coloring for the identification of user groups on ERP logs <br /> : Cybernetics and systems Volume 44, Issue 6-7: 489–504, (2013) [http://www.tandfonline.com/doi/full/10.1080/01969722.2013.803891#.UhuA7Ra5fyI]<br /> : JCR 2012 0.973 (Q3 CSC) 2013 0.507 (Q4 CSC)<br /> <br /> ; Darya Chyzhyk, Borja Ayerdi, Josu Maiora <br /> : Active Learning with Bootstrapped Dendritic Classifier applied to medical image segmentation <br /> : Pattern Recognition Letters 34 (2013), pp. 1602-1608<br /> : DOI: 10.1016/j.patrec.2013.03.024<br /> : JCR (2011) 1.034, 5-Year Impact Factor: 1.724 (JRC) (Q3 CSAI) : JCR (2012) 1.266 (CSAI Q2) (2013) 1.062 (Q3 CSAI)<br /> <br /> ;Eider Sanchez, Carlos Toro, Arkaitz Artetxe, Manuel Graña, Cesar Sanin, Edward Szczerbicki, Eduardo Carrasco and Frank Guijarro<br /> :Bridging challenges of Clinical Decision Support Systems with a semantic approach . A case study on breast cancer.<br /> : Pattern Recognition Letters 34 (2013), pp. 1758-1768 [http://authors.elsevier.com/sd/article/S016786551300144X] <br /> : JCR (2011) 1.034, 5-Year Impact Factor: 1.724 (JRC) (Q3 CSAI) : JCR (2012) 1.266 (CSAI Q2) (2013) 1.062 (Q3 CSAI)<br /> <br /> <br /> ;Edward Szczerbicki, Manuel Graña, Jorge Posada &amp; Carlos Toro <br /> : CURRENT RESEARCH ADVANCES AND IMPLEMENTATIONS IN SMART KNOWLEDGE-BASED SYSTEMS: PART I<br /> : Cybernetics and Systems 44(2-3):95-97 [http://www.tandfonline.com/doi/full/10.1080/01969722.2013.762247]<br /> : JCR 2011 1.182 (Q2 CSC) (2012) 0.973 (Q3 CSC) 2013 0.507 (Q4 CSC)<br /> <br /> ;Edward Szczerbicki, Manuel Graña, Jorge Posada &amp; Carlos Toro <br /> : CURRENT RESEARCH ADVANCES AND IMPLEMENTATIONS IN SMART KNOWLEDGE-BASED SYSTEMS: PART II<br /> : Cybernetics and Systems 44(2-3):184-186[http://www.tandfonline.com/doi/full/10.1080/01969722.2013.762254]<br /> : JCR 2011 1.182 (Q2 CSC) (2012) 0.973 (Q3 CSC) 2013 0.507 (Q4 CSC)<br /> <br /> ;Iñigo Barandiaran, Manuel Graña, Marcos Nieto<br /> :An Empirical Evaluation of Interest Point Detectors<br /> :Cybernetics and Systems 44(2-3):98-117 [http://www.tandfonline.com/doi/abs/10.1080/01969722.2013.762232]<br /> : JCR 2011 1.182 (Q2 CSC) (2012) 0.973 (Q3 CSC) 2013 0.507 (Q4 CSC)<br /> <br /> <br /> ;Arkaitz Artetxe, Eider Sanchez, Carlos Toro, Cesar Sanin, Edward Szczerbick, Manuel Graña, Jorge Posada<br /> : Impact of Reflexive Ontologies in Semantic Clinical Decision Support Systems [http://www.tandfonline.com/doi/full/10.1080/01969722.2013.762256]<br /> :Cybernetics and Systems 44(2-3):187-203 [http://www.tandfonline.com/doi/abs/10.1080/01969722.2013.762232]<br /> : JCR 2011 1.182 (Q2 CSC) (2012) 0.973 (Q3 CSC) 2013 0.507 (Q4 CSC)<br /> <br /> ;Borja Fernandez-Gauna; Ion Marques; Manuel Graña<br /> :Undesired State-Action Prediction in Multi-Agent Reinforcement Learning. Application to Multicomponent Robotic System control<br /> : Information Sciences (2013) 232:309–324 [http://www.sciencedirect.com/science/article/pii/S0020025513000133]<br /> : (2011) JCR 2.833 (Q1 CSIS) (2012) 3.643 (Q1 CSIS) (2013) 3.893<br /> <br /> ;Maite Termenon, Manuel Grana, Barros-Loscertales Alfonso and Cesar Avila<br /> :&quot;Extreme Learning Machines for feature selection and classification of cocaine dependent patients on structural MRI data &quot; , <br /> : Neural Processing Letters December 2013, Volume 38, Issue 3, pp 375-387 [http://link.springer.com/article/10.1007/s11063-013-9277-x]<br /> : JCR (2012) 1.240 (Q2 CSAI) 2013 1.237 (Q2 CSAI)<br /> <br /> <br /> ;M. Termenon, M. Graña, A. Besga, J. Echeveste, A. Gonzalez-Pinto <br /> :Lattice Independent Component Analysis feature selection on Diffusion Weighted Imaging for Alzheimer’s Disease Classification <br /> : Neurocomputing (2013) Volume 114, 19 August 2013, Pages 132–141 [http://dx.doi.org/10.1016/j.neucom.2012.08.044]<br /> : JCR (2011) 1.580: (Q2 CSAI) (2012) 1.634 (T1, Q2 CSAI) <br /> <br /> ;Eloy Irigoyen, , Gorka Miñano<br /> :A NARX neural network model for enhancing cardiovascular rehabilitation therapies<br /> : Neurocomputing (2013) 109(3):9–15<br /> : JCR (2010) 1.442 (2011) 1.580 (Q2 CSAI) (2012) 1.634 (T1, Q2 CSAI) 2013 2.005 (Q1 CSAI)<br /> <br /> <br /> ;Ion Marques, Manuel Graña<br /> : Fusion of lattice independent and linear features improving face identification<br /> : Neurocomputing Volume 114, 19 August 2013, Pages 80–85<br /> : JCR (2011) 1.580 : (Q2 CSAI) (2012) 1.634 (T1, Q2 CSAI) 2013 2.005 (Q1 CSAI)<br /> <br /> ; M. Graña, A.I Gonzalez-Acuña<br /> : Learning Parsimonious Dendritic Classifiers<br /> : Neurocomputing (2013) 109(3):3–8 [http://dx.doi.org/10.1016/j.neucom.2012.03.025] [http://www.sciencedirect.com/science/article/pii/S0925231212006765]<br /> : JCR (2010) 1.442 (2011) 1.580 (Q2 CSAI) (2012) 1.634 (T1, Q2 CSAI) 2013 2.005 (Q1 CSAI)<br /> <br /> ; Alexandre Savio, Manuel Graña<br /> : Deformation Based Feature Selection for Computer Aided Diagnosis of Alzheimer's Disease<br /> : Expert Systems With Applications 40 (2013), pp. 1619-1628 [http://dx.doi.org/10.1016/j.eswa.2012.09.009]<br /> : JCR (2011) 2.203 (Q1 in CSAI) (2012) (Q2 CSAI, Q1 EEE, Q1 ORMS) (2013) 1.965 (Q1 CSAI, Q2 EEE, Q1 ORMS)<br /> <br /> ; F. Dornaika, A. Moujahid, and B. Raducanu<br /> : Facial expression recognition using tracked facial actions: Classifier performance analysis<br /> : Engineering Applications of Artificial Intelligence 26(1), pp.467-477 (2013).<br /> : 5-Year Impact Factor: 1.844<br /> <br /> ;Borja Fernandez-Gauna, Jose Manuel Lopez-Guede, Manuel Graña<br /> :Transfer Learning with Partially Constrained Models: application to reinforcement learning of linked multicomponent robot system control<br /> : Robotics and Autonomous Systems 61 (7) (2013):694–703 [http://dx.doi.org/10.1016/j.robot.2012.07.020]<br /> : JCR (2011) 1.056 (Q2 ACS, Q3 CSAI, Q3 Rob.) (2012) 1.156 (Q3 ACS, Q3 CSAI, Q2 Robotics) (2013) 1.105 (Q3 ACS, Q3 CSAI, Q3 Robotics)<br /> <br /> ; Manuel Graña, Adrian Agreda<br /> :Trust models and applications in communication and multi-agent systems<br /> : International Journal of Knowledge-based and Intelligent Engineering Systems 17 (2013) 187–193<br /> <br /> ;Diego Acosta · John Congote · Iñigo Barandiaran · Oscar Ruiz · Alejandro Hoyos · Manuel Graña<br /> :Tuning of Adaptive Weight Depth Map Generation Algorithms Exploratory Data Analysis and Design of Computer Experiments (DOCE)<br /> :Journal of Mathematical Imaging and Vision 47:3-12 [http://www.springer.com/alert/urltracking.do?id=Lcb6681Ma53e73Sa]<br /> : JCR (2011) 1.391 (Q2 CSAI, Q1 CSSE, Q1 MA) (2012) 1.767 (Q2 CSAI, Q1 CSSE, Q1 MA) (2013) 2.330 (Q1 CSAI, Q1 CSSE, Q1 MA) <br /> <br /> ;Bosaghzadeh, A., Moujahid, A., &amp; Dornaika, F. <br /> :Parameterless local discriminant embedding. <br /> :Neural Processing Letters August 2013, Volume 38, Issue 1, pp 53-67<br /> : JCR (2012) 1.240 2013 1.237 (Q2 CSAI)<br /> <br /> == 2012 ==<br /> <br /> <br /> ;Jose Manuel Lopez-Guede, Borja Fernadez-Gauna, Manuel Graña, Fernando Oterino and Jesus Maria Larrañaga <br /> :Effect of the Lambda Parameter in Dynamic Matrix Controllers Performance<br /> : Journal of Computer and Information Technology Vol.2, No.2, pp. 81-88<br /> <br /> ;A. Moujahid, A. D'Anjou<br /> :Metabolic efficiency with fast spiking in the squid axon<br /> : Front. Comput. Neurosci. 6:95. doi: 10.3389/fncom.2012.00095 [http://www.frontiersin.org/Computational_Neuroscience/10.3389/fncom.2012.00095/abstract]<br /> : 5-Year Impact Factor: 2.147<br /> <br /> ;R. Moreno , D. M. Ramik , M. Graña , and K. Madani<br /> :Image Segmentation on the Spherical Coordinate Representation of the RGB Color Space [http://ieeexplore.ieee.org/xpl/articleDetails.jsp?reload=true&amp;arnumber=6407287]<br /> :IET Image Processing 6(9):1275 - 1283<br /> : jCR (2010) 0.862 (2011) 0.639 (Q3 EEE) (2012) 0.895 (Q3 EEE)<br /> <br /> ; A. Moujahid, A. D'Anjou, B. Cases<br /> : Community structure in real-world networks from a non-parametrical synchronization-based dynamical approach. <br /> : Chaos, Solitons and Fractals: the interdisciplinary journal of Nonlinear Science, and Nonequilibrium and Complex Phenomena<br /> : Volume 45, Issues 9–10, September–October 2012, Pages 1171–1179 <br /> : JCR 5-Year Impact Factor: 1.41<br /> <br /> ; A. Besga, M. Termenon, M. Graña, J. Echeveste, J. M. Perez, A. Gonzalez-Pinto<br /> : &quot;Discovering Alzheimer's disease and bipolar disorder white matter effects building computer aided diagnostic systems on brain diffusion tensor imaging features&quot; [http://www.sciencedirect.com/science/article/pii/S0304394012006799].<br /> : '''Neuroscience Letters''', Volume 520, Issue 1, 27 June 2012, Pages 71–76.<br /> : JCR (2011) 2.105 (Q3 Neurosciences) (2012) 2.026 (Q3 Neurosciences)<br /> <br /> ;Manuel Graña, Miguel A. Veganzones<br /> : [http://www.sciencedirect.com/science/article/pii/S0031320312001483 &quot;An Endmember-based distance for content based hyperspectral image retrieval.&quot;]<br /> : Pattern Recognition 49(9), pp 3472-3489. September 2012. [http://dx.doi.org/10.1016/j.patcog.2012.03.015 doi]<br /> : JCR (2010) 2.607 (2011) 2.292 (Q1 CSAI, Q1 EEE) (2012) 2.632<br /> <br /> ;Ion Marques, Manuel Graña<br /> :Face recognition with Lattice Independent Component Analysis and Extreme Learning Machines<br /> : Soft Computing, 2012,Volume 16, Issue 9, pp 1525-1537 [http://dx.doi.org/10.1007/s00500-012-0826-4 DOI]<br /> : JCR (2010) 1.512 (2011) 1.880 (Q2 CSAI, Q1 CSIA) (2012) 1.124 (Q3 CSAI, Q3 CSIA)<br /> <br /> ; Israel Rebollo, Manuel Graña, Blanca Cases<br /> :On the effect of spatial percolation on the convergence of Graph Coloring Boid Swarm<br /> : Int. Journal on Artificial Intelligence Tools (2012) 21(6): 1250015 [http://www.ehu.es/ccwintco/groupware/webdav.php/apps/phpbrain/87/IJAIT-convergence-percolation-boids-2010-12-26-submitted.zip] [http://www.worldscientific.com/doi/abs/10.1142/S0218213012500157]<br /> : JCR (2010) 0.330 (2011) 0.217 (2012) 0.250 (Q4 CSAI, Q4 CSIA)<br /> <br /> ; Jbabdi S, Sotiropoulos SN, Savio AM, Graña M, Behrens TE<br /> : Model-based analysis of multi-shell diffusion MR data for tractography: How to get over fitting problems<br /> : Magnetic Resonance in Medicine (2012) 68(6):1846-1855 [http://onlinelibrary.wiley.com/doi/10.1002/mrm.24204/abstract]<br /> : ISSN 0740-3194<br /> : JCR (2010): 3.268 (2011) 2.964 (2012) 3.267 (Q1 RNMMI)<br /> <br /> ;Jose Manuel Lopez-Guede, Borja Fernandez-Gauna, Manuel Graña, Ekaitz Zulueta<br /> : Improving the control of single robot hose transport <br /> : Cybernetics and Systems: An International Journal, 2012, 43:4, 261-275<br /> : JCR (2010) 0.662 (2011) 1.182 (Q2 CSC)<br /> <br /> ;Darya Chyzhyk, Manuel Graña, Alexandre Savio, Josu Maiora<br /> :Hybrid Dendritic Computing with Kernel-LICA applied to Alzheimer’s Disease detection in MRI. [[media: Chyzhyk-Grana_Neurocomputing_2012.pdf|PDF]]<br /> : Neurocomputing, 2012, Volumen 75, issue 1, pp. 72-77<br /> : [http://dx.doi.org/10.1016/j.neucom.2011.02.024 DOI]<br /> : ISSN 0925-2312<br /> : ISI JCR (2006) 0.860, (2007) 0.865, (2008) 1.234 (2009) 1.440 (2010) 1.429<br /> <br /> ; Emilio Corchado, Manuel Graña, Michal Wozniak<br /> : Neurocomputing January 2012, Volume 75, Issue 1, pp. 61-63<br /> : editorial New trends and applications on hybrid artificial intelligence systems [http://www.sciencedirect.com/science/article/pii/S0925231211004206]<br /> : JCR (2010) 1.429, : (2011) JCR 1.580 (Q2 CSAI)<br /> <br /> ;Miguel A. Veganzones and Manuel Graña<br /> :[http://ieeexplore.ieee.org/xpl/articleDetails.jsp?tp=&amp;arnumber=6169956&amp;contentType=Journals+%26+Magazines&amp;queryText%3Dspectral+spatial+cbir &quot;A spectral/spatial CBIR system for hyperspectral images.&quot;]<br /> : IEEE Journal of Selected Topics in Applied Earth Observation and Remote Sensing 5(2), pp 488-500. April 2012.<br /> : JCR (2010) 1.140 (2011) 1.489 (2012) 2.874 (Q2 GP, Q1 ISPT, Q1 RS)<br /> <br /> ;Manuel Graña and Miguel A. Veganzones<br /> :[http://asp.eurasipjournals.com/content/2012/1/64 &quot;Endmember induction by Lattice Associative Memories and Multi-Objective Genetic Algorithms.&quot;]<br /> : EURASIP Journal on Advances in Signal Processing 2012, nº. 1 (marzo 13, 2012): 64. [http://www.biomedcentral.com/content/qcpdf/1687-6180-2012-64.pdf pdf]<br /> :JCR (2010) 1.012 (2011) 0.811 (2012) 0.807 (Q3 EEE)<br /> <br /> ;Maite Termenon, Manuel Graña<br /> :A two stage sequential ensemble applied to the classification of Alzheimer's Disease based on MRI features [http://www.springerlink.com/content/x74212k073375777/]<br /> : Neural Processing Letters (2012) 35(1): 1-12 <br /> : JCR (2010) 1.088 (2012) 1.240 (Q2 CSAI)<br /> <br /> ;Ivan Macia, Manuel Graña; Celine Paloc,<br /> : Knowledge Management in Image-based Analysis of Blood Vessel Structures<br /> :Knowledge and Information Systems 30(2) (2012):457-491 [http://www.springerlink.com/content/l747p10765858h1j/]<br /> : JCR Impact factor (2009) 2.211 (2010) 2.000 (2011) 2.225<br /> <br /> <br /> ;Andoni Beristain, Manuel Graña, Ana I. Gonzalez<br /> :A Pruning Algorithm for Stable Voronoi Skeletons<br /> : Journal of Mathematical Imaging and Vision (2012) 42:225–237 <br /> : JCR (2009) 1.437 (2010) 1.244 (2011) 1.391 (Q2 CSAI, Q1 CSSE, Q1 MA) (2012) 1.767<br /> <br /> ;Z. Echegoyen, J.M. Lopez-Guede, B. Fernandez-Gauna and M. Graña<br /> : Visual Servoing of Legged Robots<br /> : Journal of Mathematical Imaging and Vision 42(2) (2012): 196-211 [http://www.springerlink.com/content/c4x1r11188l31083/ doi]<br /> : JCR (2009) 1.437 (2010) 1.244 : (2011) 1.391 (Q2 CSAI, Q1 CSSE, Q1 MA) (2012) 1.767<br /> <br /> ;Peter Sussner, Estevão L.Esmi, Ivan Villaverde, Manuel Graña<br /> :The Kosko Subsethood FAM: Mathematical Background, Properties, and Some Experimental Results in Computer Vision<br /> : Journal of Mathematical Imaging and Vision (2012) 42:134–149 <br /> : JCR (2009) 1.437 (2010) 1.244 : (2011) 1.391 (Q2 CSAI, Q1 CSSE, Q1 MA) (2012) 1.767<br /> <br /> ;Manuel Graña, Emilio Corchado, Michal Wozniak<br /> :Special Issue on Hybrid Artificial Intelligent Systems <br /> : Journal of Mathematical Imaging and Vision: Volume 42, Issue 2 (2012), Page 101-102 [http://www.springerlink.com/content/457024354t87u21u/ doi]<br /> : JCR (2009) 1.437 (2010) 1.244 : (2011) 1.391 (Q2 CSAI, Q1 CSSE, Q1 MA) (2012) 1.767<br /> <br /> ;Barroso, N., López de Ipiña, K., Hernández C., Ezeiza A. &amp; Graña M. (2011). <br /> :Experiments for the selection of sub-word units in the Basque context for semantic tasks, <br /> :International Journal of Speech Technology, March 2012, Volume 15, Issue 1, pp 49-56<br /> : DOI 10.1007/s10772-011-9109-1<br /> <br /> ;Barroso, N., López de Ipiña, K., Hernández C., Ezeiza A. &amp; Graña M. (2011) <br /> :Semantic Speech Recognition in the Basque context Part I: Cross-lingual approaches, <br /> :International Journal of Speech Technology, March 2012, Volume 15, Issue 1, pp 33-40<br /> : DOI 10.1007/s10772-011-9111-7<br /> <br /> ;Barroso, N., López de Ipiña, K., Hernández C., Ezeiza A. &amp; Graña M. (2011). <br /> :Semantic Speech Recognition in the Basque context Part II: Language Identification for under-resourced languages, <br /> :International Journal of Speech Technology, March 2012, Volume 15, Issue 1, pp 41-47<br /> : DOI 10.1007/s10772-011-9114-4<br /> <br /> ;Juan José Valera García Vicente Gómez Garay, Eloy Irigoyen Gordo, Fernando Artaza Fano, Mikel Larrea Sukia<br /> :Intelligent Multi-Objective Nonlinear Model Predictive Control (iMO-NMPC): Towards the ‘on-line’ optimization of highly complex control problems<br /> :Expert Systems with Applications, Volume 39, Issue 7, 1 June 2012, Pages 6527–6540<br /> : JCR (2010) 1.924<br /> <br /> ;Carlos Toro, Eider Sanchez, Eduardo Carrasco, Leonardo Mancilla-Amaya, Cesar Sanín, Edward Szczerbicki, Manuel Graña, Patricia Bonachela, Carlos Parra, Gloria Bueno, Frank Guijarro<br /> :USING SET OF EXPERIENCE KNOWLEDGE STRUCTURE TO EXTEND A RULE SET OF CLINICAL DECISION SUPPORT SYSTEM FOR ALZHEIMER'S DISEASE DIAGNOSIS [http://www.ehu.es/ccwintco/groupware/webdav.php/apps/phpbrain/465/ToroSanchez2012.pdf]<br /> :Cybernetics and Systems: An International Journal, 2012. Volume 43, Issue 2, pp 81-95 [http://www.tandfonline.com/doi/abs/10.1080/01969722.2012.654070 doi]<br /> :JCR (2010) 0.662 (2011) 1.182 (Q2 CSC)<br /> <br /> Carlos Toro, Javier Vaquero, Manuel Graña, Cesar Sanín, Edward Szczerbicki &amp; Jorge Posada<br /> :BUILDING DOMAIN ONTOLOGIES FROM ENGINEERING STANDARDS [http://www.tandfonline.com/doi/full/10.1080/01969722.2012.654073#.VDGS9ufhpiU]<br /> ;Cybernetics and Systems 2012, 43(2): 114-126<br /> :JCR (2010) 0.662 (2011) 1.182 (Q2 CSC) (2012) 0.973<br /> <br /> <br /> ;Blanca Cases, Israel Rebollo, Manuel Graña <br /> :A Spatial-social-logical model explaining human behavior in emergency situations <br /> : Logic Journal of the IGPL 20(3):625-633<br /> : Indice de impacto JCR(2009) 0.320 (2010) 0.458 (2011) 0.913 (2012) 1.136 (Q1 Logic, Q1 Mathematics, Q2 MA)<br /> <br /> ;Josune Gallego, Carmen Hernandez, Manuel Graña<br /> :A Morphological Cellular Automata based on Morphological Independence <br /> : Logic Journal of the IGPL 20(3):617-624<br /> : Indice de impacto JCR(2009) 0.320 (2010) 0.458 (2011) 0.913 (2012) 1.136 (Q1 Logic, Q1 Mathematics, Q2 MA)<br /> <br /> ; Manuel Graña, Emilio Corchado, Michal Wozniak<br /> :Special issue: HAIS 2010<br /> : Logic Journal of the IGPL 20(3):533-534<br /> : doi: 10.1093/jigpal/jzr001 [http://jigpal.oxfordjournals.org/content/early/2011/02/24/jigpal.jzr001.full.pdf]<br /> : Indice de impacto JCR(2009) 0.320 (2010) 0.458 (2011) 0.913 (2012) 1.136 (Q1 Logic, Q1 Mathematics, Q2 MA)<br /> <br /> <br /> ;G. García, J. Maiora A. Tapia, M. De Blas<br /> :Evaluation of Texture for Classification of Abdominal Aortic Aneurysm After Endovascular Repair<br /> :Journal of Digital Imaging 25(3):369-376<br /> :(ISI JCR 0.96) (2011) 1.255 (Q3 RNMMI)<br /> <br /> ; Manuel Graña, Ivan Villaverde, Jose Manuel Lopez-Guede, Borja Fernandez-Gauna<br /> : Lattice Independent Component Analysis for Appearance Based Mobile Robot Localization<br /> : Neural Computing and applications, 21(5) (2012): 1031-1042<br /> : Indice de impacto JCR (2009) 0.812 (2010) 0.563 (2011) 0.699 (Q3 CSAI) (2012) (Q3 CSAI) (2012) 1.168<br /> <br /> ==2011==<br /> <br /> ; Josu Maiora, Manuel Graña<br /> : A computer aided diagnostic system for survival analysis after EVAR treatment<br /> : Journal of Medical Informatics &amp; Technologies, (2011) 18:51-58<br /> <br /> ;Ivan Macia; Manuel Graña; Josu Maiora; Celine Paloc; Mariano de Blas<br /> :Detection of Type II Endoleaks in Abdominal Aortic Aneurysms After Endovascular Repair<br /> :Computers in Biology and Medicine 41(10): 871-880 [http://dx.doi.org/10.1016/j.compbiomed.2011.07.005]<br /> : ISI Impact JCR (2009) 1.269 (2010) 1.112 (2011) 1.089 (Q3 B, Q3 CSIA, Q3 EB, Q4 MCB)<br /> <br /> ;M. Graña, M. Termenon, A. Savio, A. Gonzalez-Pinto, J. Echeveste, J. M. Pérez, A. Besga<br /> :Computer Aided Diagnosis system for Alzheimer Disease using brain Diffusion Tensor Imaging features selected by Pearson’s correlation<br /> :Neuroscience letters,Volume 502, Issue 3, 20 September 2011, Pages 225-229 [http://dx.doi.org/10.1016/j.neulet.2011.07.049 on line]<br /> : Indice de impacto JCR (2010) 2.055 (2011) 2.105 (Q3 Neurosciences)<br /> <br /> ; Manuel Graña, Borja Fernandez-Gauna, Jose Manuel Lopez-Guede<br /> :Cooperative Multi-Agent Reinforcement Learning for Multi-Component Robotic Systems: guidelines for future research<br /> : Paladyn . Journal of Behavioral Robotics. [http://www.editorialmanager.com/paladyn/mainpage.html] 2(2):71-81 [[media:Draft-2011-07-01-Paladyn.MARLReview.Grana.Borja.pdf|draft]]<br /> <br /> ;A. Moujahid, A. d' Anjou, F. J. Torrealdea, and F. Torrealdea<br /> :Energy and information in Hodgkin-Huxley neurons<br /> :Phys. Rev. E 83, 031912 (2011)<br /> :Impact Factor: 2.400<br /> <br /> ;A. Moujahid, A. d' Anjou, F. J. Torrealdea, and F. Torrealdea<br /> :Efficient synchronization of structurally adaptive coupled Hindmarsh-Rose neurons<br /> :Chaos, Solitons and Fractals: the interdisciplinary journal of Nonlinear Science, and Nonequilibrium and Complex Phenomena, DOI:10.1016/j.chaos.2011.07.005 (2011)<br /> :Impact Factor: 1.72<br /> <br /> ; Alexandre Savio; Maria T Garcia-Sebastian; Darya Chyzhyk; Carmen Hernandez; Manuel Graña; Andone Sistiaga; Adolfo Lopez de Munain; Jorge Villanua<br /> : Neurocognitive disorder detection based on Feature Vectors extracted from VBM analysis of structural MRI<br /> : Computers in Biology and Medicine 41 (2011), pp. 600-610 [http://dx.doi.org/10.1016/j.compbiomed.2011.05.010 DOI]<br /> : ISI Impact JCR (2009) 1.269 (2010) 1.112 (2011) 1.089 (Q3 B, Q3 CSIA, Q3 EB, Q4 MCB)<br /> <br /> ;Borja Fernandez-Gauna, Jose Manuel Lopez Guede, Ekaitz Zulueta, Zelmar Echegoyen, Manuel Graña<br /> : Basic Results and Experiments on Robotic Multi-Agent System for Hose Deployment and Transportation <br /> : International Journal of Artificial Intelligence (IJAI) 6(S11):183-202 [http://www.ceserp.com/cp-jour/index.php?journal=ijai&amp;page=article&amp;op=view&amp;path%5B%5D=923]<br /> <br /> ;Ramón Moreno, Manuel Graña, Alicia d’Anjou<br /> :Illumination Source Chromaticity Estimation Based on Spherical Coordinates in RGB<br /> : Electronics letters, (2011) 47(1):28–30 [http://dx.doi.org/10.1049/el.2010.2735 DOI]<br /> : An implementation can be found in [[Illumination Source Chromaticity Estimation (ISC)]] <br /> : ISI JCR (2009) 0.970<br /> <br /> ;Manuel Graña, Darya Chyzhyk, Maite García-Sebastián, Carmen Hernández<br /> :Lattice Independent Component Analysis for functional Magnetic Resonance Imaging [[media:LICA-inf-sciences-marzo-2010.pdf|DRAFT]]<br /> : Information Sciences 181 (2011), pp. 1910-1928 <br /> :Impact factor JCR (2008): 3.095 (2009) 3.291 (2010) 2.836 (2011) 2.833 (Q1 CSIS) (2012) 3.643 (Q1 CSIS)<br /> : [http://dx.doi.org/10.1016/j.ins.2010.09.023 DOI]<br /> <br /> ;Javier Vaquero, Carlos Toro, Manuel Graña<br /> : Preserving Virtual Engineering Knowledge thorough the Product Life Cycle<br /> : Cybernetics &amp; Systems 42 (2): 124-138. <br /> : ISSN: 0196-9722 (Print), 1087-6553 (Online), Taylor and Francis publishers (2011)<br /> : ISI JCR (2009) 0.780 (2010) 0.662 (2011) 1.182 (Q2 CSC)<br /> : [[media:Draft jvaquero 2010.pdf|draft of the paper]]<br /> <br /> <br /> ; Ivan Villaverde, Manuel Graña<br /> :Neuro-Evolutionary mobile robot egomotion estimation with a 3D ToF camera<br /> : Neural Computing and applications 20(3): 345-354, [http://dx.doi.org/10.1007/s00521-010-0384-6 DOI]<br /> : ISI JCR (2008) 0.767 (2009) 0.812 (2010) 0.563 (2011) 0.699 (Q3 CSAI)<br /> <br /> ==2010==<br /> <br /> ; Miguel Angel Veganzones, Leonia Nunes, Domingos Lopes, Carmen Hernández and Manuel Graña<br /> : Implementation of an user-friendly interface of the Forest-BGC model for regional/global-scale researches<br /> : [http://www.inrb.pt/inia/silva-lusitana SILVA LUSITANA], Año XVIII, December 2010.<br /> : Instituto Nacional de Investigaçao Agraria (Eds.); Portugal.<br /> : ISSN 0870-6352.<br /> <br /> ;Borja Fernandez-Gauna, Jose Manuel Lopez-Guede, Ekaitz Zulueta, Manuel Graña <br /> :Learning hose transport control with Q-learning <br /> : Neural Network World 20(7):913-923 [http://www.nnw.cz/obsahy10.html]<br /> : ISI JCR 2009: 0.475 (2010) 0.511<br /> <br /> ;Alexandre Savio, Juliette Charpentier, Maite Termenón, Ann K. Shinn, Manuel Graña<br /> :Neural classifiers for schizophrenia diagnostic support on diffusion imaging data<br /> : Neural Network World 20(7):935-949 [http://www.nnw.cz/obsahy10.html]<br /> : ISI JCR 2009: 0.475 (2010) 0.511 (2011) 0.646 (Q4 CSAI)<br /> <br /> ;E. Irigoyen, M. Larrea, J. Valera, V. Gómez, F. Artaza<br /> :A Neuro‐Genetic Control Scheme application for industrial R^3 workspaces<br /> : Neural Network World 20(7):811-824 [http://www.nnw.cz/obsahy10.html]<br /> : ISI JCR 2009: 0.475 (2010) 0.511<br /> <br /> ;Maiora, J., Garcia, G., Tapia, A., Macia, I., Legarreta, J.H., Paloc, C., De Blas, M. &amp; Grana, M.<br /> :Thrombus Change Detection After Endovascular Abdominal Aortic Aneurysm Repair<br /> :International Journal of Computer Assisted Radiology and Surgery<br /> :Springer-Verlag, 2010, Vol. 5 (Suppl 1), pp. S15<br /> : IF JCR (2011) 1.481<br /> <br /> ; Iñigo Barandiaran, Celine Paloc, Manuel Graña<br /> :Real-time Optical Markerless Tracking for Augmented Reality Applications<br /> :J Real-Time Image Processing 5(2):129-138 [http://www.springerlink.com/content/1861-8200], doi [http://www.springerlink.com/content/x281360862565132/]<br /> : Impact factor JCR (2010): 0.962 (2011) 1.020 (Q3 CSAI, Q3 EEE, Q2 ISPT)<br /> <br /> ;Z. Echegoyen, I. Villaverde, R. Moreno, M. Graña, A. d’Anjou<br /> :Linked Multi-Component Mobile Robots: modeling, simulation and control<br /> : Robotics and Autonomous Systems 58(12) : 1292-1305<br /> :Impact Factor (2008): 1.214 (2009) 1.361 (2010) 1.313<br /> : DOI [http://dx.doi.org/10.1016/j.robot.2010.08.008]<br /> <br /> ; Ramón Moreno, Manuel Graña, Ekaitz Zulueta<br /> :An RGB Color Gradient following Color Constancy Preservation<br /> : Electronics Letters 46(13): 908--910<br /> : ISI JCR (2009) 0.970 (2010) 1.001<br /> <br /> ;Richard J Duro; Manuel Graña Romay; Javier de Lope Asiain,<br /> :On the Potential Contributions of Hybrid Intelligent Approaches to Multicomponent Robotic System Development [[media:14-04-09-Hais2008-Duro.pdf|draft]] <br /> : Information Sciences 180 (14):2635-2648<br /> : DOI [http://dx.doi.org/10.1016/j.ins.2010.02.005]<br /> : Impact factor JCR (2008): 3.095 (2009) 3.291 (2010) 2.833<br /> <br /> ; Andoni Beristain, Manuel Graña<br /> : A pruning algorithm for Voronoi Skeletons<br /> : Electronics Letters 46(1):39-41 <br /> :ISI JCR (2008) 1.140 (2009) 0.970 (2010) 1.001<br /> <br /> ;Manuel Graña, Alexandre M. Savio, Maite García-Sebastián, Elsa Fernández. <br /> :A Lattice Computing approach for On-line fMRI analysis, <br /> :Image and Vision Computing 28(7):1155-1161, July 2010, <br /> : DOI http://dx.doi.org/10.1016/j.imavis.2009.10.004<br /> :ISI JCR (2008) 1.496 (2009) 1.474 (2010) 1.525<br /> <br /> ==2009==<br /> <br /> ;Francisco J. Torrealdea, Cecilia Sarasola, Alicia d’Anjou, Abdelmalik Moujahid, N. Vélez de Mendizábal<br /> :Energy efficiency of information transmission by electrically coupled neurons<br /> :Biosystems, Volume 97, Issue 1, July 2009, Pages 60-71<br /> :Impact factor: 1.646<br /> <br /> ;Francisco J. Torrealdea, Cecilia Sarasola, Alicia d’Anjou<br /> :Energy consumption and information transmission in model neurons<br /> :Chaos, Solitons &amp; Fractals, Volume 40, Issue 1, 15 April 2009, Pages 60-68<br /> :Impact factor: 3.025 (2009) 3.315<br /> <br /> ;Maite García-Sebastián, Ana Isabel González, Manuel Graña<br /> :An Adaptive Field Rule for Non-parametric MRI Intensity Inhomogeneity Estimation Algorithm [http://dx.doi.org/10.1016/j.neucom.2008.12.034]<br /> :Neurocomputing 72 (2009) 3556–3569<br /> :DOI: doi:10.1016/j.neucom.2008.12.034<br /> : ISI JCR (2006) 0.860, (2007) 0.865, (2008) 1.234 (2009) 1.440<br /> :JCR (2008) 1.234<br /> <br /> ;Abdelmalik Moujahid, Blanca Cases, F.J. Olasagasti<br /> :Consensus dynamics in a dolphin social network<br /> :CEUR Workshop Proceedings, vol-442,2 (ISSN 1613-0073) <br /> <br /> ;Blanca Cases, F.Javier Olasagasti, Abdelmalik Moujahid, Alicia D'Anjou <br /> :Swarm Intelligence: una aplicación a la toma de decisiones colectivas<br /> :CEUR Workshop Proceedings, vol-442,6 (ISSN 1613-0073) <br /> <br /> ;Andoni Beristain, Manuel Graña.<br /> :Emotion Recognition Based on the Analysis of Facial Expressions.<br /> : New Mathematics and Natural Computation (NMNC), 5(2) pp.513-534 (world scientific press [http://www.worldscinet.com/nmnc/nmnc.shtml])<br /> <br /> ;Manuel Graña, Ivan Villaverde, José Orlando Maldonado, Carmen Hernandez<br /> :Two Lattice Computing approaches for the unsupervised segmentation of Hyperspectral Images<br /> : Neurocomputing, 72(2009):2111–2120<br /> : ISI JCR (2006) 0.860, (2007) 0.865, (2008) 1.234 (2009) 1.440<br /> : DOI 10.1016/j.neucom.2008.06.026<br /> <br /> ; Manuel Graña<br /> : Special issue on the Lattice Computing and Natural Computing track from JCIS 2007<br /> : Neurocomputing 72:2065–2066<br /> : ISI JCR (2006) 0.860, (2007) 0.865, (2008) 1.234 (2009) 1.440<br /> : DOI http://dx.doi.org/10.1016/j.neucom.2008.11.021<br /> <br /> ;Maite García-Sebastián, Carmen Hernandez, Alicia d'Anjou<br /> :Robustness of an Adaptive MRI Segmentation Algorithm Parametric Intensity Inhomogeneity Modeling [http://www.sciencedirect.com/science?_ob=ArticleURL&amp;_udi=B6V10-4V59VW3-8&amp;_user=984461&amp;_rdoc=1&amp;_fmt=&amp;_orig=search&amp;_sort=d&amp;view=c&amp;_acct=C000049823&amp;_version=1&amp;_urlVersion=0&amp;_userid=984461&amp;md5=706b7323a65e4074fdf4015bcb1a34d3]<br /> :Neurocomputing 72 (2009) 2146-2152. [[BibTeX]]<br /> : ISI JCR (2006) 0.860, (2007) 0.865, (2008) 1.234 (2009) 1.440<br /> : DOI 10.1016/j.neucom.2008.07.014<br /> <br /> ==2008==<br /> <br /> ;Pablo González-Nalda and Blanca Cases<br /> :Topos: Spiking neural networks for temporal pattern recognition in complex real sounds<br /> :Neurocomputing, (2008) 71(4-6) :721-732<br /> : JCR 2008 1.234 JCR 2009 1.440<br /> <br /> ;Ivan Villaverde, Zelmar Echegoyen, Manuel Graña<br /> : Neuro-Evolutive system for ego-motion estimation with a 3D camera<br /> : Australian Journal of Intelligent Information Systems, 10(1):59-70<br /> : ISSN 1321-2133<br /> <br /> ;Israel Rebollo, Manuel Graña<br /> : Aplicaciones de RFID<br /> : Novatica,195:42-46, sept. 2008, <br /> <br /> ; Jose Orlando Maldonado, Manuel Graña<br /> :Recycled paper visual indexing for quality control<br /> : Expert Systems with Applications, 45(4) pp 8807–8815<br /> : ISI JCR 2007 1.177- 2008 2.596 (Q1 CSAI, Q1 EEE, Q1 ORMS)<br /> : http://dx.doi.org/10.1016/j.eswa.2008.11.023<br /> <br /> ;Sanin, C., Toro, C., Vaquero, J., Szczerbicki, E. Posada, J. <br /> :Implementing Decisional DNA in Industrial Maintenance by a knowledge SOUPA Extension <br /> : Systems Science, Vol. 33 No. 2:61-68 <br /> : ISSN: 0137-1223, Wroclaw, Poland 2008.<br /> <br /> ;Toro, C ,Sanin, C. / Szczerbicki, E. / Posada, J. <br /> : Reflexive Ontologies: Enhancing Ontologies with self-contained queries <br /> :Cybernetics and Systems: An International Journal, 39: 1–19 <br /> :ISSN: 0196-9722 print, 1087-6553 online, USA 2008.<br /> : ISI JCR 2006 0.964<br /> <br /> ;Eloy Irigoyen, Miguel Pinzolas<br /> :Numerical bounds to assure initial local stability of NARX multilayer perceptrons and radial basis functions<br /> :Neurocomputing, 72; 539-547<br /> :ISSN: 0925-2312<br /> :ISI JCR 2008 1.745<br /> :http://dx.doi.org/10.1016/j.neucom.2007.11.018<br /> <br /> ==2007==<br /> <br /> ;Maite Garcia-Sebastián, Elsa Fernandez, M. Graña, Francisco J. Torrealdea<br /> :''A parametric gradient descent MRI intensity inhomogeneity correction algorithm'' (pdf [http://www.sciencedirect.com/science?_ob=ArticleURL&amp;_udi=B6V15-4NT84HV-2&amp;_user=984461&amp;_rdoc=1&amp;_fmt=&amp;_orig=search&amp;_sort=d&amp;_docanchor=&amp;view=c&amp;_searchStrId=940574918&amp;_rerunOrigin=google&amp;_acct=C000049823&amp;_version=1&amp;_urlVersion=0&amp;_userid=984461&amp;md5=112b05574e5ac5481a15297bb531da15])<br /> :Pattern Recognition Letters 28(13):1657-1666<br /> :Indicadores de calidad (Índice de Impacto o similares): JCR (2001, 2005, 2006, 2007) 0.552, 1.138 0.952 0.853<br /> <br /> ;Ivan Villaverde, Alicia d'Anjou, M. Graña<br /> :''Morphological Neural Networks and Vision Based Simultaneous Localization and Mapping''<br /> :Integrated Computer-Aided Engineering 14(4):355-363<br /> :Indicadores de calidad (Índice de Impacto o similares): JCR 2005 0.444, JCR 2006 0.236, JCR 2007 0.113, JCR 2008 0.617<br /> <br /> ;Toro, C. / Posada, J / Oyarzun, J / Falcón, J<br /> : Supporting the CAD Structural Design Process with knowledge based tools, <br /> :Journal of Cybernetics and systems, <br /> :ISBN 1087-6553 (electronic) 0196-9722 (paper), Taylor and Francis publishers, 2007.<br /> :Indicadores de calidad (Índice de Impacto o similares): JCR 2005 0.681, JCR 2006 0.964, JCR 2007 0.655<br /> <br /> ;Sanin, C. / Szczerbicki, E. / Toro, C. <br /> : An OWL Ontology of Set of Experience Knowledge Structure <br /> : Journal of Universal Computer Science , Volume 13, number 2, pages 209-223, 2007<br /> <br /> ; EKAITZ ZULUETA GUERRERO; PEDRO MARIA IRIONDO BENGOA; JOSE MANUEL LOPEZ GUEDE; Ander Etxeberria <br /> : Entropy Analysis for Stochastic System Control<br /> : INTERNATIONAL JOURNAL OF FACTORY AUTOMATION, ROBOTICS AND SOFT COMPUTING 2(2): 88-92<br /> <br /> ==2006==<br /> <br /> ;F.J. Torrealdea, A. d'Anjou, Manuel Graña, C. Sarasola<br /> :''Energy aspects of the synchronization of model neurons''<br /> : Physical Review E 74:011905<br /> :Indicadores de calidad (Índice de Impacto o similares): JCR 2006 2.438<br /> <br /> ;Toro, C. Posada, J Wundrak, S Stork, A<br /> : Improving Virtual Reality Applications in CAD through Semantics,<br /> :The International Journal of Virtual Reality, 2006, volume 5, Number 4, pages 39-46<br /> <br /> ;Posada, J. / Wundrak, S. / Toro, C. / Stork, A. <br /> : Using Ontologies and STEP standards for the semantic simplification of CAD models in different engineering domains <br /> : Journal of Applied Ontology, Volume 1, Number 3-4/2006, pp. 263-279<br /> <br /> ==2005==<br /> <br /> ; Gurutze Arzamendi, Alicia d'Anjou, Manuel Graña, José R. Leiza, José M. Asua<br /> : ''Model reduction in emulsion polymerization using hybrid first principles/artificial neural networks models 2a Long Chain Branching Kinetics''<br /> : Macromolecular Theory and Simulations 14:125-132<br /> :Indicadores de calidad (Índice de Impacto o similares): JCR 2005 1.544<br /> <br /> ; C. Sarasola, A. d'Anjou, F.J. Torrealdea, Manuel Graña<br /> : ''Minimization of the energy flow in the synchronization of nonindentical chaotic systems''<br /> : Physical Review E 72:026223<br /> : Indicadores de calidad (Índice de Impacto o similares): JCR 2005 2.418<br /> <br /> ;C. Sarasola, , A. d'Anjou, F. J. Torrealdea and A. Moujahid<br /> : ''Energy-like functions for some dissipative chaotic systems.'' <br /> : Int. J. Bifurcation and Chaos 15(8), 2507-2521<br /> : Indicadores de calidad (Índice de Impacto o similares): JCR 2005 0.845<br /> <br /> ; A. d'Anjou, C. Sarasola, , F. J. Torrealdea. <br /> : ''On the characterization of different synchronization stages by energy considerations.''<br /> : Journal of Physics: Conference Series, 23, 238–251<br /> <br /> ;Blanca Cases and Manuel Alfonseca<br /> :Towards a proof of the decidability of the momentary stagnation of the growth function of D0L systems<br /> :Theoretical Computer Science, Volume 341, Issues 1-3, 5 September 2005, Pages 247-262<br /> : Indicadores de calidad (Índice de Impacto o similares): JCR 2005 0.743<br /> <br /> ;Posada, J. / Wundrak, S. / Toro, C. / Stork, A. <br /> : Using Ontologies and STEP standards for the semantic simplification of CAD models in different engineering domains <br /> : Journal of Applied Ontology, Volume 1, Number 3-4/2006, pp. 263-279<br /> <br /> ==2004==<br /> <br /> ; M. Graña, J. Gallego, C. Hernandez<br /> : ''A Single Individual Evolutionary Strategy for Endmember Search in Hyperspectral Images.''<br /> :Information Sciences, Int. J 161(3-4):181-197<br /> :Indicadores de calidad (Índice de Impacto o similares): JCR (2001,2003, 2005) 0.264, 0.447, 0.723<br /> <br /> ;B. Raducanu, Manuel Graña, F.X. Albizuri, A. d'Anjou<br /> : ''A Probabilistic Hit-and-Miss Tranform for Face Localization''<br /> :Pattern Análisis and Applications 7:117-127<br /> :Indicadores de calidad (Índice de Impacto o similares): JCR 2004 0.803<br /> <br /> ;Elsa Fernandez, Manuel Graña, Jesús Ruiz-Cabello<br /> : ''On a Gradient Based Evolution Strategie For Parametric Illumination Correction''<br /> :Electronics Letters 40(9):531-532<br /> :Indicadores de calidad (Índice de Impacto o similares): JCR 2004 0.968<br /> <br /> ;Cecilia Sarasola, Francisco J. Torrealdea, Alicia d'Anjou, A. Moujahid, Manuel Graña<br /> : ''Energy balance in feedback synchronization of chaotic systems''<br /> : Physical review E 69-011606<br /> :Indicadores de calidad (Índice de Impacto o similares): JCR 2004 2.352<br /> <br /> ==2003==<br /> <br /> ; F. Xabier Albizuri, Manuel Graña, Bogdan Raducanu <br /> :Statistical transmission delay guarantee for nonreal-time traffic multiplexed with real-time traffic<br /> :Computer Communications 26 (2003) 1365–1375<br /> : Indicadores de calidad, JCR (2005) 0.556 (2009) 0.933<br /> <br /> ; M. Graña, P. Sussner, G.X. Ritter<br /> : [[media:Grana-sussner-ritter-2003-mathware.pdf|Innovative Applications of Associative Morphological Memories]]<br /> : Mathware &amp; Soft Computing 10(3):155-168<br /> : [http://ic.ugr.es/Mathware/index.php/Mathware/issue/view/6 journal web page]<br /> <br /> ;A. d'Anjou, F. J. Torrealdea, J.R. Leiza, J.M. Asua, G. Arzamendi <br /> : ''Model reduction in emulsion polymerization using Hybrid First-Principles/Artificial Neural Networks models''<br /> : Macromolecular Theory and Simulation 12:42-56<br /> : indicadores de calidad, JCR (2005) 1.544 (2006) 1.073 (2007) 1.792 (2008) 1.912 (2009) 1.683<br /> <br /> ; C. Sarasola, F.J. Torrealdea, A. d'Anjou, A. Moujahid and M. Graña<br /> : ''Feedback synchronization of chaotic systems''<br /> : Int. J. Bifurcation and Chaos 13(1):177-191<br /> :Indicadores de calidad (Índice de Impacto o similares): JCR 2003 1.014<br /> <br /> ;B. Raducanu, M. Graña, F.X. Albizuri<br /> : ''Morphological Scale Spaces and Associative Morphological Memories: Results on Robustness and Practical Applications''<br /> : Journal of Mathematical Imaging and Vision 9(2):113-131<br /> :Indicadores de calidad (Índice de Impacto o similares): JCR (2003, 2005) 0.617,2.197<br /> <br /> ;C. Sarasola, F.J. Torrealdea, A. d’Anjou, A. Moujahid, M. Graña,<br /> : ''Nonzero error synchronization of chaotic systems via dynamic coupling''<br /> : Physica D 177(1-4):39-49<br /> :Indicadores de calidad (Índice de Impacto o similares): JCR 2002,2003:1.144,1.014<br /> <br /> ;R. Perez de Alejo, J. Ruiz-Cabello, M. Cortijo, I. Rodriguez, I. Echave, J. Regadera, J. Arrazola, P. Avilés, P. Barreiro, D. Gargallo, M. Graña<br /> : ''Computer- Assisted Enhanced Volumetric Segmentation Magnetic Resonance Imaging Data Using a Mixture of Artificial Neural Networks''<br /> : Magnetic Resonance Imaging 21:901-912<br /> :Indicadores de calidad (Índice de Impacto o similares): JCR 2003 1.420<br /> <br /> ; JOSE MARIA GONZALEZ DE DURANA GARCIA; TEODORO RICO PASTRANA; EKAITZ ZULUETA GUERRERO<br /> : HYBRID MODELING OF OPEN LOOP DC-DC CONVERTERS.<br /> : FACING 11(2): 41--47<br /> <br /> ==2002==<br /> <br /> ;C. Sarasola, F.J. Torrealdea, A. d'Anjou, M. Graña<br /> : ''Cost of synchronizing different chaotic systems''<br /> : Mathematics and Computers in Simulation 58:309-327<br /> :Indicadores de calidad (Índice de Impacto o similares): JCR (2001,2005): 0.253,0.554<br /> <br /> ; Jesús Ruiz-Cabello, Javier Regadera, Carmen Santisteban, Manuel Graña, Rigoberto Pérez de Alejo, Imanol Echave, Pablo Avilés, Ignacio Rodriguez, Inmaculada Santos, Domingo Gargallo, Manuel Cortijo<br /> : ''Monitoring actute inflammatory processes in the mouse muscle by MR imaging and spectroscopy: a comparision with pathological results''<br /> : NMR in Biomedicine 15:204-214<br /> :Indicadores de calidad (Índice de Impacto o similares): JCR (2002,2005) 2.160, 2.469<br /> <br /> ==2001==<br /> <br /> ; B. Raducanu, M. Graña, F.X. Albizuri, A. D'Anjou<br /> : ''Face localization based on the morphological multiscale fingerprints''<br /> : Pattern Recognition Letters 22:359-371<br /> :Indicadores de calidad (Índice de Impacto o similares): JCR (2001, 2005) 0.552, 1.138<br /> <br /> ;A.I. Gonzalez, M. Graña, J. Ruiz-Cabello, A. d'Anjou<br /> : ''Experimental results of an Evolution-based Adaptation Strategy for VQ Image Filtering'' [[media:IS2001_Evolution_VQfilter.pdf|pdf]]<br /> : Information Sciences, Int. J. 133 (3-4):249-266<br /> :Indicadores de calidad (Índice de Impacto o similares): JCR (2001,2003, 2005) 0.264, 0.447, 0.723<br /> <br /> ; M.C. Hernandez, F.X Albizuri, A. d'Anjou, M. Graña, F.J. Torrealdea<br /> : ''Efficient solution of MAX-SAT and SAT via higher order Boltzmann Machines''<br /> : Investigacion Operacional 22(1):67-78<br /> :Indicadores de calidad (Índice de Impacto o similares): <br /> :Editorial y Lugar de publicación: Dept. Matematica Aplicada, Fac. Matematica y Computación, Universidad de la Habana<br /> <br /> ;Israel Rebollo, Manuel Graña y Carmen Hernández<br /> :APLICACION DE ALGORITMOS ESTOCASTICOS DE OPTIMIZACION AL PROBLEMA DE LA DISPOSICION DE OBJETOS NO-CONVEXOS. [[http://rev-inv-ope.univ-paris1.fr/files/22201/IO-22201-11.pdf]]<br /> : Investigacion Operacional 22(2):184-192<br /> :Indicadores de calidad (Índice de Impacto o similares): <br /> :Editorial y Lugar de publicación: Dept. Matematica Aplicada, Fac. Matematica y Computación, Universidad de la Habana<br /> <br /> ; A. d'Anjou,C. Sarasola, F.J. Torrealdea, R. Orduna, M. Graña<br /> : ''Parameter adaptive identical synchronization disclosing Lorenz chaotic mask''<br /> : Physical Review E E63-046213<br /> :Indicadores de calidad (Índice de Impacto o similares): JCR Science Edition Impact Factor 2.202, (JCR 2002 2.397)<br /> <br /> ; S. O. Anchorena, B. Cases<br /> : ''Modeling Chaotic Series by Simple Eco-Grammar Systems with Reproduction, Death and Maturation of Agents.''<br /> : Grammars, vol. 6 num. 3, pp. 155-168 (2003)<br /> : EE: http://www.springerlink.com/content/n68251124147700r/<br /> <br /> ==2000==<br /> <br /> ;A.I. Gonzalez, M. Graña, F.X. Albizuri, A. D'Anjou, F.J. Torrealdea<br /> : A Near Real-Time Evolution-based Adaptation Strategy for Dynamic Color Quantization of Image Sequences [[media:IS2000_Evolution_CQ_image_sequence.pdf|pdf]]<br /> : Information Sciences, Int. J. 122:161-183<br /> :Indicadores de calidad (Índice de Impacto o similares): JCR (2003, 2005) 0.447, 0.723<br /> <br /> ;J. Ruiz Cabello, I Rodriguez, P. Avilés, M. Graña, I. Echave, J. Regadera, D. Gargallo, M. Cortijo<br /> : Magnetic resonance imaging to monitor the biology of inflammation<br /> : European Biophysics Journal 29(4-5):363<br /> :Indicadores de calidad (Índice de Impacto o similares): JCR (2001,2005) 1.917,1.811 <br /> :ISSN: 0175-7571<br /> <br /> ;I Rodriguez, M. Graña, I. Echave, P. Barreiro, M. Cortijo, J. Ruiz Cabello<br /> : MR image processing using neural networks and vector quantization<br /> : Magnetic Resonance Materials in Physics, Biology and Medicine (MAGMA) 11 (supl. 1):143<br /> :Indicadores de calidad (Índice de Impacto o similares): JCR 2003 1.836<br /> <br /> ;F.X. Albizuri, A.I. Gonzalez, M. Graña, A. D'Anjou<br /> : ''Neural learning for distributions on categorical data''[[media:Albizuri2000_Neural_learning.pdf|pdf]]<br /> : Neurocomputing 34:1-9<br /> :Indicadores de calidad (Índice de Impacto o similares): JCR (2001, 2005) 0.534, 0.790<br /> <br /> ==1999==<br /> <br /> ;J.A. Lozano, P. Larrañaga, M. Graña, F.X. ALbizuri<br /> : ''Genetic Algorithms: bridging the convergence gap''<br /> : Theoretical Computer Science 229:11-22<br /> : Indicadores de calidad (Índice de Impacto o similares): JCR 2005 0.743<br /> <br /> ;A.I. Gonzalez, M. Graña, M. Cottrell<br /> : ''Basic competitive neural networks as adaptive mechanisms for non-stationary color quantization'' [[media:Ai-gonzalez-neural-computing-appl-1999.pdf|pdf]]<br /> : Neural Computing and Applications 8: 347-367<br /> : Indicadores de calidad (Índice de Impacto o similares): JCR 2005 0.403<br /> <br /> ==1998==<br /> <br /> ; A. I. Gonzalez, M. Graña<br /> : ''Una estrategia evolutiva para clustering no estacionario''<br /> : Inteligencia Artificial, Revista Iberoamericana de Inteligencia Artificial, 2(5): 68-73<br /> <br /> ;A. I. Gonzalez, M. Graña, A. D'Anjou, F.X. Albizuri, F.J Torrealdea<br /> : ''A comparison of experimental results with a Evolution Strategy and Competitive Neural Networks for near real-time Color Quantization of image sequences'' [[media:AppInt1998_Evol_CNN_CQ_sequences.pdf|pdf]]<br /> : Applied Intelligence 8 (1): 43-51<br /> :Indicadores de calidad (Índice de Impacto o similares): JCR Science Edition Impact Factor 0.9<br /> <br /> ==1997==<br /> <br /> ; M. Graña, A. D´Anjou, F.J. Torrealdea<br /> : User expectations for the intelligent blackboard [[media:M-grana-displays-1997.pdf|pdf]]<br /> : Displays 17 (3-4): 143-146<br /> : Indicadores de calidad (Índice de Impacto o similares): JCR Science Edition Impact Factor: 0.947, JCR 2007 1.179<br /> <br /> ; A. I. Gonzalez, M. Graña, A. D´Anjou, F.X. Albizuri, M. Cottrell<br /> : A sensitivity analysis of the Self Organizing Map as an Adaptive One-pass Non-stationary Clustering algorithm: the case of Color Quantization of image sequences [[media:NPL1997_SOM_onepass_nonstat_clustering.pdf|pdf]]<br /> : Neural Processing Letters 6: 77-89<br /> :Indicadores de calidad (Índice de Impacto o similares): JCR Science Edition Impact Factor 0.701<br /> <br /> ; F.X. Albizuri, A. D'Anjou, M. Graña, P. Larrañaga<br /> : Structure of the high-order Boltzmann Machine from Independence Maps<br /> : IEEE trans. Neural Networks 8 (6): 1351-1358<br /> : Indicadores de calidad (Índice de Impacto o similares): JCR Science Edition Impact Factor 2.205<br /> <br /> ; M. Graña, A. D'Anjou , F.X. Albizuri, M. Hernandez, F. J. Torrealdea, A.I. Gonzalez<br /> : Experiments of fast learning with High Order Boltzmann Machines [[media:Grana-HOBM-appl-int-1997.pdf|pdf]]<br /> : Applied Intelligence 7 (4): 287-303<br /> :Indicadores de calidad (Índice de Impacto o similares): JCR 2005 Science Edition Impact Factor 0.569<br /> <br /> ==1996==<br /> <br /> ; F.X. Albizuri, A. D'Anjou , M. Graña,J.A. Lozano<br /> : Convergence properties of High-Order Boltzmann Machines<br /> : Neural Networks 9(9): 1561-1567<br /> : Indicadores de calidad (Índice de Impacto o similares): JCR Science Edition Impact Factor 1.665<br /> <br /> ;M. Graña, A. D'Anjou , F.X. Albizuri, J.A. Lozano, P. Larrañaga, Y. Yurramendi, M. Hernandez, J.L. Jimenez, F. J. Torrealdea, M. Poza, A.I. Gonzalez<br /> : Experimentos de aprendizaje con Máquinas de Boltzmann de alto orden [[media:Inf-y-automatica-exp-HOBM-96.pdf|draft]]<br /> : Informática y Automática 29(4): 42-57<br /> <br /> ==1995==<br /> <br /> ;A. I. González , M. Graña - A. D'Anjou<br /> : An analysis of the GLVQ algorithm [[media:IEEENN95_analysis_GLVQ.pdf|pdf]]<br /> : IEEE Transactions on Neural Netwoks 6 (4): 1012-1016<br /> :Indicadores de calidad (Índice de Impacto o similares): JCR 2005 Science Edition Impact Factor 2.205<br /> <br /> ; F. X. Albizuri - A. D'Anjou - M. Graña - F. J. Torrealdea - M. C. Hernández<br /> : The high order Boltzmann machine: learned distribution and topology<br /> : IEEE Transactions. on Neural Networks 6 (3): 767-770<br /> :Indicadores de calidad (Índice de Impacto o similares): JCR 2005 Science Edition Impact Factor 2.205<br /> <br /> ; M. Graña - A. D'Anjou - A. I. González - F. X. Albizuri - M. Cottrell<br /> : Competitive stochastic neural networks for vector quantization of images [[media:Neurocomputing95_CSNN_VQ.pdf|pdf]]<br /> : Neurocomputing 7: 187-195<br /> : Indicadores de calidad (Índice de Impacto o similares): JCR 2005 Science Edition Impact Factor 0.790<br /> <br /> ==1993==<br /> <br /> ;Alicia D'Anjou - Manuel Graña - Fco. Javier Torrealdea - Mª Carmen Hernández<br /> : Solving satisfiability via Boltzmann machines [[media:Danjou-pami-1993.pdf|pdf]]<br /> : IEEE Transactions on pattern analysis and machine intelligence, 15:514-521<br /> :Indicadores de calidad (Índice de Impacto o similares): JCR 2005 2.923<br /> <br /> ==1992==<br /> <br /> ;Alicia D'Anjou - Manuel Graña - Fco. Javier Torrealdea - Mª Carmen Hernández<br /> : Máquinas de Boltzmann para la resolución del problema de la satisfacibilidad en el cálculo proposicional<br /> : Revista Española de Informática y Automática 24: 40-49<br /> <br /> ==1987==<br /> <br /> ;Luis M. Alonso - Manuel Graña<br /> : Formal techniques and concurrent systems<br /> : Communications ACM 30: 752-753<br /> Indicadores de calidad (Índice de Impacto o similares): ISI JCR (2008) 2.646<br /> <br /> ==1986==<br /> <br /> ;Manuel Graña - Fco. Javier Torrealdea<br /> : Hierarchically structured Systems [[media:Grana-torrealdaea-1986.zip|scan]] [[media:Grana-torrealdea-1986.pdf|scan compressed]]<br /> : European Journal of Operational Research 25:20-26<br /> Indicadores de calidad ISI JCR: (2008) 1.627, <br /> <br /> ; Fco. Javier Torrealdea - Manuel Graña - Fernando Ferreres<br /> : A comparison between stochastic and deterministic simulation<br /> : Advances in Modelling and Simulation (AMSE press) 5:15-32<br /> :Indicadores de calidad (Índice de Impacto o similares):<br /> <br /> ; T. Alvarez - J. J. Dolado - M. Graña - I. Sukia - F. J. Torrealdea<br /> : Una versión de GPSS<br /> : Revista Española de Informática y Automática 19:45-59<br /> : Indicadores de calidad (Índice de Impacto o similares):<br /> <br /> ==1984==<br /> <br /> ;Fco. Javier Torrealdea - Manuel Graña<br /> : Some ideas for a history dynamics model.<br /> : Dynamica 10: 103-106 [http://www.systemdynamics.org/dynamica/articles/102/5.pdf]<br /> :Originalmente editada por el Bradford System Dynamics group fue posteriormente asumida por la System Dynamics Society y convertida en la actual The International Journal of System Dynamics, manteniendo los fondos bibliograficos asociados a Dynamica.<br /> : [http://www.systemdynamics.org/conferences/1983/proceed/parallel-vol2/torre913.pdf la publicación en la conferencia de System Dynamics que dió lugar al artículo]</div> Borja.ayerdi https://ehu.eus/ccwintco/index.php?title=Revistas&diff=18275 Revistas 2015-11-21T18:09:47Z <p>Borja.ayerdi: /* aceptados */</p> <hr /> <div>[[media:Revistas-GIC-1984-2009.bib.zip|bib de revistas hasta 2009]]<br /> ==submitidos sin decision==<br /> <br /> <br /> ; Dacosta-Aguayo R, Graña M, Falcón C, Fernández-Andújar M, López-Cancio E, Cáceres C, Bargalló N, Barrios M, Clemente IC, Torán Pera, Forés Rosa, Dávalos A, Tibor A and Mataró M<br /> :Multimodal imaging of the healthy contralesional hemisphere provides insight into neural, functional and cognitive recovery in ischemic stroke patients<br /> <br /> ;Jose Manuel Lopez-Guede, Borja Fernandez-Gauna, Manuel Graña, Ekaitz Zulueta<br /> :Further Results Learning Hose Transport Control with Q-learning<br /> : Journal of Physical Agents (aceptado con revisiones)<br /> <br /> ; Borja Ayerdi, Manuel Grana<br /> : Adaptive Hybrid Extreme Rotation Forest<br /> : NN<br /> : JCR 2013 1.237 (Q2 CSAI)<br /> <br /> ; Borja Ayerdi, Bartosz Krawczyk, Manuel Graña, Michal Wozniak<br /> : Combining One-Class Classifiers for Hyperspectral Image Segmentation<br /> : Fundamenta Informaticae<br /> ;Rosalia Dacosta Aguayo, PhD student; Tibor Auer; Manuel Graña; Carles Falcon; Marina Fernández-Andújar; Elena López-Cancio; Cynthia Cáceres; Nuria Bargalló; Maite Barrios; IC Clemente; Toran Pera; Rosa Fores; Antoni Dávalos; Maria Mataró<br /> :Multimodal imaging of the healthy contralesional hemisphere provides insight into neural, functional and cognitive recovery in ischemic stroke patients<br /> : Plos One<br /> <br /> ;JULIAN ESTEVEZ, JM. LOPEZ-GUEDE, MANUEL GRAÑA<br /> : Particle Swarm Optimization quadrotor control for cooperative aerial transportation of deformable linear objects<br /> : CBS<br /> <br /> ;J. David Nuñez-Gonzalez, Manuel Graña, Michał Wozniak<br /> :Heuristic Harmony Search for Influence Maximization in Social Networks<br /> : EAAI<br /> <br /> ==aceptados ==<br /> <br /> : Borja Ayerdi, Manuel Graña<br /> : &quot;Hyperspectral Image Analysis by Spectral-Spatial Processing and Anticipatively Tuned Hybrid Extreme Rotation Forest Classification&quot;<br /> : ''Transactions on Geoscience and Remote Sensing (TGARS)''<br /> : JCR 2014 - 3.514<br /> <br /> <br /> <br /> : Ariadna Besga, Itxaso González-Ortega, Enrique Echeburúa, Alexandre Savio, Borja Ayerdi, Darya Chyzhyk, Jose LM Madrigal, Juan C. Leza, Manuel Graña, Ana González-Pinto<br /> : &quot;Discrimination between Alzheimer’s Disease and Late Onset Bipolar Disorder using multivariate analysis&quot;<br /> : ''Frontiers in Aging Neuroscience''<br /> : JCR 2014 - 4.000<br /> <br /> <br /> ;Jose Manuel Lopez-Guede, Aitor Moreno-Fernandez-de-Leceta, Alexeiw Martinez-Garcia, Manuel Graña <br /> :Lynx: Automatic elderly behavior prediction in home tele care [http://www.hindawi.com/journals/bmri/aip/201939/]<br /> : Biomed Research International (Hindawi) (aceptado 22 oct)<br /> <br /> <br /> <br /> ; Medrano M, Maiz E, Maldonado-Martín S, Arenaza L, Rodríguez-Vigil B, Ortega FB, Ruiz JR, Larrarte E, Díez I, Sarasúa A, Tobalina I, Barrenechea L, Pérez-Asenjo J, Kannengiesser S, Manhães-Savio A, Echaniz O, Labayen I<br /> : The effect of a multidisciplinary intervention program on hepatic adiposity in overweight-obese children: protocol of the EFIGRO study<br /> : Contemporary Clinical Trials<br /> : Article accepted for publication: 21 Sep 2015<br /> : DOI: 10.1016/j.cct.2015.09.017<br /> <br /> <br /> <br /> ;I. Macía, M. de Blas, J.H. Legarreta, L. Kabongo, O. Hernández, J.M. Egaña, J.I. Emparanza, A. García-Familiar, M. Graña<br /> :Standard and Fenestrated Endograft Sizing in EVAR Planning: Description and Validation of a Semi-automated 3D Software<br /> : Computerized Medical Imaging and Graphics [http://www.sciencedirect.com/science/article/pii/S0895611115000099] [http://www.journals.elsevier.com/computerized-medical-imaging-and-graphics/] (accept 16 enero 2015)<br /> : JC· 2013 1.496 (Q3 RNMMI)<br /> <br /> <br /> <br /> ;Fernández-Andújar M, Doornink F, Dacosta-Aguayo R, Soriano-Raya JJ, Miralbell J, Bargalló N, López-Cancio E, Pérez de la Ossa N, Gomis M, Millán M, ;Barrios M, Cáceres C, Clemente I, Dávalos A, Mataró M <br /> : Remote thalamic microstructural abnormalities related to cognitive function in ischemic stroke patients <br /> : Neuropsychology (aceptado 4 de abril 2014)<br /> : JCR (2012): 3.477 (Q1)<br /> <br /> ;Maria Mataró, Juan José Soriano-Raya, Jorge López-Olóriz, Júlia Miralbell, Rosalia Dacosta-Aguayo<br /> :CEREBROVASCULAR MARKERS IN LOWERED COGNITIVE FUNCTION<br /> :Journal of Alzheimer Disease, (accepted)<br /> :JCR (2013) 3.612 (Q1 clinical neu.)<br /> <br /> == online first==<br /> <br /> ;Ariadna Besga-Basterra, Darya Chyzhyk, Itxaso González-Ortega, Alexandre Savio, Borja Ayerdi, Jon Echeveste, Manuel Graña, Ana González-Pinto<br /> : Eigenanatomy on fractional anisotropy imaging provides white matter anatomical features discriminating between Alzheimer’s Disease and Late Onset Bipolar Disorder<br /> : Current Alzherimer Research, (accepted) [http://benthamscience.com/journals/current-alzheimer-research/article/136980/]<br /> : JCR (2013) 3.796 (Q1 Clin Neurol, Q2 Neurosciences) (2014) 3.889<br /> <br /> <br /> ;PAWEL KSIENIEWICZ, DARIUSZ JANKOWSKI, BORJA AYERDI, KONRAD JACKOWSKI, MICHAL WOZNIAK, MANUEL GRANA<br /> :A Novel Hyperspectral Segmentation Algorithm - Concept and Evaluation<br /> : Logic journal IGPL (aceptado noviembre 2014) [http://jigpal.oxfordjournals.org/content/early/2014/12/29/jigpal.jzu045.short]<br /> : JCR 2013 0.530 (Q2 Logic, Q3 Mathematics, Q4 MA) (2014) 0.461 (Q3 Logic, Q3 Mathematics, Q4 MA)<br /> <br /> ;Maite Termenon, Manuel Graña, Alexandre Savio, Anton Akusok, Yoan Miche, Amaury Lendasse<br /> :Brain MRI Morphological Patterns Extraction Tool based on Extreme Learning Machine and Majority Vote Classification<br /> :Neurocomputing (aceptado 6 de marzo) [http://www.sciencedirect.com/science/article/pii/S0925231215011388]<br /> <br /> ; Borja Ayerdi, Manuel Graña<br /> : Hyperspectral Image Nonlinear Unmixing and Reconstruction by ELM Regression Ensemble<br /> : Neurocomputing [http://www.sciencedirect.com/science/article/pii/S0925231215011339]<br /> : doi 10.1016/j.neucom.2015.04.10<br /> <br /> ; Manuel Graña, Darya Chyzhyk<br /> : Image Understanding Applications of Lattice Auto-Associative Memories <br /> : IEEE Transactions on Neural Networks and Learning Systems, (aceptdo 24 julio) [[http://ieeexplore.ieee.org/xpl/articleDetails.jsp?arnumber=7210195 online]]<br /> : DOI 10.1109/TNNLS.2015.2461451<br /> : JCR (2014) 4.291 (Q1 CSAI)<br /> <br /> ==2015==<br /> <br /> <br /> ; Alexandre Savio, Manuel Graña<br /> :Local Activity Features for Computer Aided Diagnosis of Schizophrenia on resting-state fMRI<br /> :Neurocomputing (aceptado 10 enero 2015) [http://authors.elsevier.com/sd/article/S0925231215002970] Volume 164, 21 September 2015, Pages 154–161<br /> : DOI 10.1016/j.neucom.2015.01.079<br /> : JCR 2013 2.005 (Q1 CSAI) (2014) 2.083 (Q2 CSAI)<br /> <br /> <br /> ; Manuel Graña, Eider Sanchez, Michal Woazniak<br /> : Special issue on innovations in medicine and healthcare<br /> : Biosystems Engineering, Volume 138, October 2015, Pages 1–3 [http://www.sciencedirect.com/science/article/pii/S1537511015001099]<br /> : DOI 10.1016/j.biosystemseng.2015.06.009<br /> <br /> ;Borja Fernandez-Gauna; Jose Manuel Lopez-Guede; Ismael Etxeberria-Agiriano; Igor Ansoategi; Manuel Graña<br /> :Reinforcement Learning endowed with safe veto policies to learn the control of L-MCRS<br /> :Information Sciences Volume 317, 1 October 2015, Pages 25–47 [http://www.sciencedirect.com/science/article/pii/S002002551500273X]<br /> : DOI 10.1016/j.ins.2015.04.005<br /> : JCR (2014) 4.038 (Q1 CSAI)<br /> <br /> ;Lopez-Guede, Jose M.; Fernandez-Gauna, Borja; Graña, Manuel; Zulueta, Ekaitz; <br /> :Training Multi-agent systems by Q-learning: approaches and empirical results<br /> : Computational Intelligence vol 31 num 3 pp. 498-512 [http://onlinelibrary.wiley.com/doi/10.1111/coin.12035/abstract]<br /> : DOI: 10.1111/coin.12035<br /> : JCR (2012) 1.000 (Q3 CSAI) (2013) 0.870 (2014) 0.673<br /> <br /> ;J. David Nuñez-Gonzalez, Manuel Graña, Bruno Apolloni, <br /> :Reputation Features for Trust Prediction in Social Networks, <br /> :Neurocomputing Volume 166, 20 October 2015, Pages 1–7 [http://www.sciencedirect.com/science/article/pii/S0925231215005494]<br /> : DOI 10.1016/j.neucom.2014.10.099<br /> : JCR 2013 2.005 (Q1 CSAI) (2014) 2.083 (Q2 CSAI)<br /> <br /> ;Ion Marques, Manuel Graña, Anna Kamińska-Chuchmała, Bruno Apolloni, <br /> :An experiment of subconscious intelligent social computing on household appliances, <br /> :Neurocomputing, Volume 167, 1 November 2015, Pages 32–43 (aceptado agosto 2014) [http://www.sciencedirect.com/science/article/pii/S0925231215005718]<br /> : DOI 10.1016/j.neucom.2014.08.103<br /> : JCR 2013 2.005 (Q1 CSAI) (2014) 2.083 (Q2 CSAI)<br /> <br /> ; Darya Chyzhyk, Alexandre Savio, Manuel Graña<br /> : Computer Aided Diagnosis of Schizophrenia on resting state fMRI data by Ensembles of ELM<br /> : Neural Networks Volume 68, August 2015, Pages 23–33. [http://www.sciencedirect.com/science/article/pii/S0893608015000805]<br /> : DOI information: 10.1016/j.neunet.2015.04.002 <br /> : JCR (2013) 2.076 (Q1 CSAI, Q3 Neurosciences) (2014) 2.708<br /> <br /> ; Chyzhyk D, Graña M, Öngür D, Shinn AK. <br /> : Discrimination of Schizophrenia Auditory Hallucinators by Machine Learning of Resting-State Functional MRI. <br /> : International Journal of Neural Systems 25(3):1550007, 2015. [[media: Chyzhyk-IJNS-2015.pdf|pdf]] [http://www.worldscientific.com/doi/abs/10.1142/S0129065715500070?src=recsys&amp;journalCode=ijns&amp;]<br /> : JCR 2013 6.056 (Q1 CSAI) (2014) 6.507<br /> <br /> ;A. Suberbiola, E. Zulueta, J.M. Lopez-Guede, I. Etxeberria-Agiriano, and M. Graña<br /> : Arm Orthosis/Prosthesis Movement Control Based on Surface EMG Signal<br /> : International Journal of Neural Systems 25(3):1550009 [http://www.worldscientific.com/doi/10.1142/S0129065715500094] (2015)<br /> : JCR 2013 6.056 (Q1 CSAI) (2014) 6.507<br /> <br /> ; MANUEL GRAÑA, J. DAVID NUÑEZ-GONZALEZ, LEIRE OZAETA, ANNA KAMIŃSKA-CHUCHMAŁA<br /> :Experiments of Trust Prediction in Social Networks by Artificial Neural Networks [http://www.tandfonline.com/doi/full/10.1080/01969722.2015.1007725#.VRJqFkvXmlI]<br /> : Cybernetics and Systems Volume 46, Issue 1-2, 2015 pages 19-34<br /> : JCR (2012): 0.973 (Q3 CSC) (2013) 0.507 (2014) 0.840<br /> : DOI:10.1080/01969722.2015.1007725<br /> <br /> ; EIDER SANCHEZ, CARLOS TORO, MANUEL GRAÑA, CESAR SANIN, EDWARD SZCZERBICKI<br /> :Extended Reflexive Ontologies for the generation of clinical recommendations [http://www.tandfonline.com/doi/full/10.1080/01969722.2015.1007723#abstract]<br /> : Cyberntetics and Systems Volume 46, Issue 1-2, 2015 pages 4-18<br /> : JCR (2012): 0.973 (Q3 CSC) (2013) 0.507 (2014) 0.840<br /> <br /> <br /> ;Julián Estévez, Jose Manuel Lopez-Guede, Manuel Graña<br /> : Quasi-stationary State Transportation of a Hose with Quadrotors<br /> : Robotics and Automous Systems (aceptado 5 sept) Volume 63, Part 2, January 2015, Pages 187–194 [http://www.sciencedirect.com/science/article/pii/S0921889014001791]<br /> : JCR (2013) 1.105, (Q3 Robotics, Q3 CSAI, Q3 ACS) (2014) 1.256 (Q2 Robotics, Q3 CSAI, Q3 ACS)<br /> <br /> <br /> ;M Graña, B Raducanu<br /> :Bioinspired and knowledge based techniques and applications<br /> : Neurocomputing Volume 150, Part A, 20 February 2015, Pages 1–3<br /> :DOI 10.1016/j.neucom.2014.09.039<br /> : JCR 2013 2.005 (Q1 CSAI) (2014) 2.083 (Q2 CSAI)<br /> <br /> <br /> ;Darya Chyzhyk, Manuel Graña<br /> :Classification of Schizophrenia patients on Lattice Computing resting-state fMRI features [http://www.sciencedirect.com/science/article/pii/S0925231214013204]<br /> : Neurocomputing Volume 151, Part 1, 3 March 2015, Pages 151–160<br /> : DOI 10.1016/j.neucom.2014.09.075<br /> : JCR 2013 2.005 (Q1 CSAI) (2014) 2.083 (Q2 CSAI)<br /> <br /> ;Darya Chyzhyk, Rosalía Dacosta-Aguayo, Maria Mataró, Manuel Graña<br /> :An active learning approach for Stroke lesion segmentation on multimodal MRI data<br /> : Neurocomputing Volume 150, Part A, 20 February 2015, Pages 26–36 [http://www.sciencedirect.com/science/article/pii/S0925231214012466]<br /> :DOI:10.1016/j.neucom.2014.01.077<br /> : JCR 2013 2.005 (Q1 CSAI) (2014) 2.083 (Q2 CSAI)<br /> <br /> <br /> ;Borja Ayerdi, Ion Marqués, Manuel Graña<br /> :Spatially regularized semisupervised Ensembles of Extreme Learning Machines for hyperspectral image segmentation<br /> : Neurocomputing (aceptado 18 de enero 2014) Volume 149, Part A, 3 February 2015, Pages 373–386 [http://www.sciencedirect.com/science/article/pii/S0925231214011424] <br /> : JCR 2013 2.005 (Q1 CSAI) (2014) 2.083 (Q2 CSAI)<br /> : DOI 10.1016/j.neucom.2014.01.068<br /> <br /> <br /> ; Jose Manuel Lopez-Guede, Borja Fernandez-Gauna,Jose Antonio Ramos-Hernanz<br /> :Single robot dynamics approximation by ELM for Reinforcement Learning for hose control<br /> : Neurocomputing Volume 150, Part A, 20 February 2015, Pages 116–123<br /> : JCR 2013 2.005 (Q1 CSAI) (2014) 2.083 (Q2 CSAI)<br /> <br /> <br /> ;G.A. Papakostas, A. Savio, M. Graña, V.G. Kaburlasos<br /> :A Lattice Computing Approach to Alzheimer’s Disease Computer Assisted Diagnosis Based on MRI Data [http://www.sciencedirect.com/science/article/pii/S0925231214012454]<br /> : Neurocomputing Volume 150, Part A, 20 February 2015, Pages 37–42<br /> : JCR 2013 2.005 (Q1 CSAI) (2014) 2.083 (Q2 CSAI)<br /> <br /> ;Dacosta-Aguayo, Rosalia; Graña, Manuel; Iturria-Medina, Yasser; Fernández-Andújar, Marina; López-Cancio, Elena; Caceres, Cynthia; Bargallo, Nuria; Barrios, Maite; Clemente, Imma; Pera, Guillem; Fores, Rosa; Davalos, Antoni; Mataro, Maria<br /> :Impairment of Functional Integration of the Default Mode Network correlates with Cognitive Outcome at three months after Stroke<br /> : Human Brain Mapping Volume 36, Issue 2, February 2015, Pages: 577–590<br /> : DOI: 10.1002/hbm.22648<br /> : Impact Factor: 6.878, ISI Journal Citation Reports © Ranking: 2012: 1/14 (Neuroimaging); 1/120 (Radiology Nuclear Medicine &amp; Medical Imaging); 23/252 (Neurosciences) (2013) 6.924 (Q1 Neuroimaging, Q1 RNMMI, Q1 Neurosciences) (2014) 5.969<br /> <br /> ;Borja Fernandez-Gauna; Ismael Etxeberria-Agiriano; Manuel Graña<br /> :Learning Multirobot Hose Transportation and Deployment by Distributed Round-Robin Q-Learning<br /> : PlosOne, Volume 10(7): e0127129 ( published 09 Jul 2015)<br /> : JCR (2012) 3.730, (Q1 mult. sciences) (2013) 3.534 (Q1 mult. sci.) (2014) 3.234<br /> : DOI 10.1371/journal.pone.0127129<br /> <br /> == 2014 ==<br /> <br /> ;Eider Sanchez, Peng Wang, Carlos Toro, Cesar Sanin, Manuel Graña, Edward Szczerbicki, Eduardo Carrasco, Frank Guijarro and Luis Brualla<br /> :Decisional DNA for modeling and reuse of experiential-based clinical assessments in breast cancer diagnosis and treatment<br /> : Neurocomputing Volume 146, 25 December 2014, Pages 308–318 [http://www.sciencedirect.com/science/article/pii/S0925231214007826]<br /> : JCR 2013 2.005 (Q1 CSAI)<br /> <br /> ; Jose Manuel Lopez-Guede, Manuel Graña, Jesus Maria Larrañaga, Fernando Oterino<br /> : Educational innovation project in the field of Industrial Informatics <br /> : Procedia - Social and Behavioral Sciences, Volume 141, 25 August 2014, Pages 20–24<br /> : DOI 10.1016/j.sbspro.2014.05.006<br /> <br /> ; Jose Manuel Lopez-Guede, Manuel Graña, Jesus Maria Larrañaga, Fernando Oterino<br /> : Retrospective Vision of a Long Term Innovative Experience<br /> : Procedia - Social and Behavioral Sciences, Volume 141, 25 August 2014, Pages 15–19<br /> : DOI 10.1016/j.sbspro.2014.05.005<br /> <br /> ;Rosalia Dacosta-Aguayo; Manuel Graña; Alexandre Savio; Marina Fernández-Andújar ; Tibor Auer ; Monica Millán ; Elena López-Cancio ; Cynthia Cáceres ; Nuria Bargalló ; Cesar Garrido ; Maite Barrios ; Inmaculada Clemente ; Monica Hernández ; Jose Munuera ; Antonio Dávalos ; Maria Mataró <br /> :Prognostic value of changes in resting-state functional connectivity patterns in cognitive recovery after stroke: a 3T fMRI pilot study<br /> : Human Brain Mapping (aceptado 15 nov 2013) Volume 35, Issue 8, pages 3819–3831, August 2014 [http://onlinelibrary.wiley.com/doi/10.1002/hbm.22439/abstract]<br /> : Impact Factor: 6.878, ISI Journal Citation Reports © Ranking: 2012: 1/14 (Neuroimaging); 1/120 (Radiology Nuclear Medicine &amp; Medical Imaging); 23/252 (Neurosciences) (2013) 6.924 (Q1 Neuroimaging, Q1 RNMMI, Q1 Neurosciences) (2014) 5.969<br /> <br /> ;Borja Fernández-Gauna; Igor Ansoategui; Ismael Etxeberria-Agiriano; Manuel Graña<br /> :Reinforcement Learning of ball screw feed drive controllers<br /> :Engineering Applications of Artificial Intelligence Volume 30, April 2014, Pages 107–117 [http://www.sciencedirect.com/science/article/pii/S0952197614000220]<br /> : JCR (2011) 1.665 (Q1 ENG) (2012) 1.625 (Q1 ENG, Q2 ACS, Q2 CSAI, Q2 EEE) (2013) 1.962 (Q1 ENG, Q2 ACS, Q2 CSAI, Q2 EEE) (2014) 2.207 (Q1 ENG, Q2 ACS, Q1 CSAI, Q1 EEE)<br /> <br /> ;Borja Ayerdi and Manuel Graña<br /> :Hybrid Extreme Rotation Forest <br /> : Neural Networks Volume 52, April 2014, Pages 33–42 [http://www.sciencedirect.com/science/article/pii/S0893608014000045]<br /> : JCR (2012) 1.927 (Q1 CSAI, Q3 NS) (2013) 2.076 (Q1 CSAI, Q3 NS) (2014) 2.708<br /> <br /> ;Tuia, D. ; Merenyi, E. ; Jia, X. ; Grana-Romay, M.<br /> :Foreword to the Special Issue on Machine Learning for Remote Sensing Data Processing [http://ieeexplore.ieee.org/xpl/articleDetails.jsp?arnumber=6804709]<br /> : Selected Topics in Applied Earth Observations and Remote Sensing, IEEE Journal of (Volume:7 , Issue: 4 ) pp. 1007 - 1011<br /> : JCR (2012) 2.874 (Q2 GP, Q1 ISPT, Q1 RS) (2013) 2.827 (Q2 GP, Q1 ISPT, Q1 RS, Q1 EEE)<br /> <br /> ; Abdelmalik Moujahid, Alicia d'ANjou, Manuel Graña<br /> :Energy demands of diverse spiking cells from the neocortex, hippocampus and thalamus<br /> : Frontiers in Computational Neuroscience (2014) 8:41 [http://journal.frontiersin.org/Journal/10.3389/fncom.2014.00041/abstract]<br /> : DOI: 10.3389/fncom.2014.00041<br /> : JCR (2013) 2.233 (Q1 MCB, Q2 neurosciences)<br /> <br /> ;Iker Mesa, Eider Sanchez, Carlos Toro, Javier Diaz, Arkaitz Artetxe, Manuel Graña, Frank Guijarro, Cesar Martinez, Jose Manuel Jimenez, Shabs Rajasekharan, Jose Antonio Alarcon, Alessandro De Mauro.<br /> :Design and Development of a Mobile Cardiac Rehabilitation System<br /> :Cybernetics and Systems: An International Journal, Volume 45 Issue 2 (2014), pp 92-108 [http://www.tandfonline.com/doi/full/10.1080/01969722.2014.874804#.UyF23OCEl48]<br /> :JCR (2012): 0.973 (Q3 CSC) (2013) 0.507 (2014) 0.840<br /> <br /> ;Israel Rebollo-Ruiz and Manuel Graña<br /> :An empirical evaluation of Gravitational Swarm Intelligence for Graph Coloring algorithm<br /> : Neurocomputing Volume 132, 20 May 2014, Pages 79–84 [http://www.sciencedirect.com/science/article/pii/S0925231213011041]<br /> : JCR (2011) 1.580 (Q2 CSAI) 2013 2.005 (Q1 CSAI)<br /> <br /> ;Rosalia Dacosta-Aguayo; Manuel Graña; Marina Fernandez-Andujar; Elena López-Cancio; Cynthia Cáceres; Nuria Bargallo; Maite Barrios; Imma Clemente; Antoni Dávalos; Auer Tibor; Maria Mataró<br /> :Structural integrity of the contralesional hemisphere predicts cognitive impairment in ischemic stroke at three months<br /> : PLosONe January 2014 | Volume 9 | Issue 1 | e86119 [http://www.plosone.org/article/info%3Adoi%2F10.1371%2Fjournal.pone.0086119]<br /> : JCR (2012) 3.730, (Q1 mult. sciences) (2013) 3.534 (Q1 mult. sci.) (2014) 3.234<br /> <br /> ; Ramon Moreno, Francesco Corona, Amaury Lendasse, Manuel Grana and Lenio Galvao<br /> : Extreme Learning Machines for Soybean classification in remote sensing Hyperspectral Images<br /> : Neurocomputing Volume 128, 27 March 2014, Pages 207–216 [http://dx.doi.org/10.1016/j.neucom.2013.03.057]<br /> : JCR (2012) 1.634 (T1, Q2 CSAI) 2013 2.005 (Q1 CSAI)<br /> <br /> ; Darya Chyzhyk, Alexandre Savio, Manuel Graña, <br /> : Evolutionary ELM wrapper feature selection for Alzheimer's disease CAD on anatomical brain MRI [http://www.sciencedirect.com/science/article/pii/S0925231213010096 pdf]<br /> : Neurocomputing, Volume 128, 27 March 2014, Pages 73-80, <br /> : ISSN 0925-2312, http://dx.doi.org/10.1016/j.neucom.2013.01.065.<br /> : JCR (2012) 1.634 (T1, Q2 CSAI) 2013 2.005 (Q1 CSAI)<br /> <br /> ;Josu Maiora; Borja Ayerdi; Manuel Graña<br /> : Random forest active learning for AAA thrombus segmentation in computed tomography angiography images<br /> : Neurocomputing Volume 126, 27 February 2014, Pages 71–77 [http://www.sciencedirect.com/science/article/pii/S0925231213006978]<br /> : (2011) JCR 1.580 (Q2 CSAI) 2013 2.005 (Q1 CSAI)<br /> <br /> ;Michal Wozniak,, Manuel Graña, Emilio Corchado, <br /> : A Survey of Multiple Classifier System as Hybrid Systems <br /> : Information Fusion Volume 16, March 2014, Pages 3–17 [http://www.sciencedirect.com/science/article/pii/S156625351300047X]<br /> : JCR (2011) 1.467 (Q2 CSAI, Q1 CSTM) (2012) 2.262 (Q1 CSAI, Q1 CSTM) (2013) 3.472 (2014) 3.681<br /> <br /> ; Michal Wozniak, Emilio Corchado, Manuel Graña<br /> :Guest Editorial: Hybrid Intelligent Fusion Systems<br /> : Information Fusion Volume 16, March 2014, Pages 2<br /> : (2011) JCR 1.467 (Q1 CSTM, Q2 CSAI) (2012) 2.262 (Q1 CSAI, Q1 CSTM) (2013) 3.472 (2014) 3.681<br /> <br /> ;Carmen Hernández , Leónia Nunes , Domingos Lopes , Manuel Graña <br /> :Data Fusion for high spatial resolution LAI estimation <br /> :Information Fusion Volume 16, March 2014, Pages 59–67 [http://www.sciencedirect.com/science/article/pii/S1566253512000395]<br /> : JCR (2010) 1.621 (2011) 1.467 (Q1 CSTM, Q2 CSAI) (2012) 2.262 (Q1 CSAI, Q1 CSTM) (2013) 3.472 (2014) 3.681<br /> <br /> ;B Ayerdi, J Maiora, A d'Anjou, M Graña<br /> :Applications of Hybrid Extreme Rotation Forests for image segmentation<br /> :International Journal of Hybrid Intelligent Systems 11 (1), 13-24<br /> <br /> ;Noelia Oses, Fadi Dornaika, and Abdelmalik Moujahid<br /> :Image-based delineation and classification of built heritage masonry [http://www.mdpi.com/2072-4292/6/3/1863]`<br /> :Remote Sens. 2014, 6(3), 1863-1889; doi:10.3390/rs6031863<br /> <br /> ==2013==<br /> <br /> ;Jose Manuel Lopez-Guede, Borja Fernandez-Gauna and Manuel Grana<br /> :&quot;State-action value modeled by ELM in Reinforcement Learning for Hose Control Problems&quot; , <br /> : International Journal of Uncertainty Fuzziness and Knowledge-Based Systems 21, supp02, 99-116 [http://www.worldscientific.com/doi/abs/10.1142/S0218488513400199]<br /> : JCR (2011) 1.781 (Q2 CSAI) (2012) 0.886 (Q3 CSAI)<br /> <br /> ;Miguel A. Veganzonesa, Mihai Datcu, Manuel Graña,<br /> : Further results on dissimilarity spaces for hyperspectral images RF-CBIR<br /> : Pattern Recognition Letters Volume 34, Issue 14, 15 October 2013, Pages 1659-1668 [http://www.sciencedirect.com/science/article/pii/S0167865513002237]<br /> : JCR (2012) 1.266 (CSAI Q2) (2013) 1.062 (Q3 CSAI)<br /> <br /> ;Israel Rebollo-Ruiz and Manuel Graña Romay <br /> :Swarm Graph Coloring for the identification of user groups on ERP logs <br /> : Cybernetics and systems Volume 44, Issue 6-7: 489–504, (2013) [http://www.tandfonline.com/doi/full/10.1080/01969722.2013.803891#.UhuA7Ra5fyI]<br /> : JCR 2012 0.973 (Q3 CSC) 2013 0.507 (Q4 CSC)<br /> <br /> ; Darya Chyzhyk, Borja Ayerdi, Josu Maiora <br /> : Active Learning with Bootstrapped Dendritic Classifier applied to medical image segmentation <br /> : Pattern Recognition Letters 34 (2013), pp. 1602-1608<br /> : DOI: 10.1016/j.patrec.2013.03.024<br /> : JCR (2011) 1.034, 5-Year Impact Factor: 1.724 (JRC) (Q3 CSAI) : JCR (2012) 1.266 (CSAI Q2) (2013) 1.062 (Q3 CSAI)<br /> <br /> ;Eider Sanchez, Carlos Toro, Arkaitz Artetxe, Manuel Graña, Cesar Sanin, Edward Szczerbicki, Eduardo Carrasco and Frank Guijarro<br /> :Bridging challenges of Clinical Decision Support Systems with a semantic approach . A case study on breast cancer.<br /> : Pattern Recognition Letters 34 (2013), pp. 1758-1768 [http://authors.elsevier.com/sd/article/S016786551300144X] <br /> : JCR (2011) 1.034, 5-Year Impact Factor: 1.724 (JRC) (Q3 CSAI) : JCR (2012) 1.266 (CSAI Q2) (2013) 1.062 (Q3 CSAI)<br /> <br /> <br /> ;Edward Szczerbicki, Manuel Graña, Jorge Posada &amp; Carlos Toro <br /> : CURRENT RESEARCH ADVANCES AND IMPLEMENTATIONS IN SMART KNOWLEDGE-BASED SYSTEMS: PART I<br /> : Cybernetics and Systems 44(2-3):95-97 [http://www.tandfonline.com/doi/full/10.1080/01969722.2013.762247]<br /> : JCR 2011 1.182 (Q2 CSC) (2012) 0.973 (Q3 CSC) 2013 0.507 (Q4 CSC)<br /> <br /> ;Edward Szczerbicki, Manuel Graña, Jorge Posada &amp; Carlos Toro <br /> : CURRENT RESEARCH ADVANCES AND IMPLEMENTATIONS IN SMART KNOWLEDGE-BASED SYSTEMS: PART II<br /> : Cybernetics and Systems 44(2-3):184-186[http://www.tandfonline.com/doi/full/10.1080/01969722.2013.762254]<br /> : JCR 2011 1.182 (Q2 CSC) (2012) 0.973 (Q3 CSC) 2013 0.507 (Q4 CSC)<br /> <br /> ;Iñigo Barandiaran, Manuel Graña, Marcos Nieto<br /> :An Empirical Evaluation of Interest Point Detectors<br /> :Cybernetics and Systems 44(2-3):98-117 [http://www.tandfonline.com/doi/abs/10.1080/01969722.2013.762232]<br /> : JCR 2011 1.182 (Q2 CSC) (2012) 0.973 (Q3 CSC) 2013 0.507 (Q4 CSC)<br /> <br /> <br /> ;Arkaitz Artetxe, Eider Sanchez, Carlos Toro, Cesar Sanin, Edward Szczerbick, Manuel Graña, Jorge Posada<br /> : Impact of Reflexive Ontologies in Semantic Clinical Decision Support Systems [http://www.tandfonline.com/doi/full/10.1080/01969722.2013.762256]<br /> :Cybernetics and Systems 44(2-3):187-203 [http://www.tandfonline.com/doi/abs/10.1080/01969722.2013.762232]<br /> : JCR 2011 1.182 (Q2 CSC) (2012) 0.973 (Q3 CSC) 2013 0.507 (Q4 CSC)<br /> <br /> ;Borja Fernandez-Gauna; Ion Marques; Manuel Graña<br /> :Undesired State-Action Prediction in Multi-Agent Reinforcement Learning. Application to Multicomponent Robotic System control<br /> : Information Sciences (2013) 232:309–324 [http://www.sciencedirect.com/science/article/pii/S0020025513000133]<br /> : (2011) JCR 2.833 (Q1 CSIS) (2012) 3.643 (Q1 CSIS) (2013) 3.893<br /> <br /> ;Maite Termenon, Manuel Grana, Barros-Loscertales Alfonso and Cesar Avila<br /> :&quot;Extreme Learning Machines for feature selection and classification of cocaine dependent patients on structural MRI data &quot; , <br /> : Neural Processing Letters December 2013, Volume 38, Issue 3, pp 375-387 [http://link.springer.com/article/10.1007/s11063-013-9277-x]<br /> : JCR (2012) 1.240 (Q2 CSAI) 2013 1.237 (Q2 CSAI)<br /> <br /> <br /> ;M. Termenon, M. Graña, A. Besga, J. Echeveste, A. Gonzalez-Pinto <br /> :Lattice Independent Component Analysis feature selection on Diffusion Weighted Imaging for Alzheimer’s Disease Classification <br /> : Neurocomputing (2013) Volume 114, 19 August 2013, Pages 132–141 [http://dx.doi.org/10.1016/j.neucom.2012.08.044]<br /> : JCR (2011) 1.580: (Q2 CSAI) (2012) 1.634 (T1, Q2 CSAI) <br /> <br /> ;Eloy Irigoyen, , Gorka Miñano<br /> :A NARX neural network model for enhancing cardiovascular rehabilitation therapies<br /> : Neurocomputing (2013) 109(3):9–15<br /> : JCR (2010) 1.442 (2011) 1.580 (Q2 CSAI) (2012) 1.634 (T1, Q2 CSAI) 2013 2.005 (Q1 CSAI)<br /> <br /> <br /> ;Ion Marques, Manuel Graña<br /> : Fusion of lattice independent and linear features improving face identification<br /> : Neurocomputing Volume 114, 19 August 2013, Pages 80–85<br /> : JCR (2011) 1.580 : (Q2 CSAI) (2012) 1.634 (T1, Q2 CSAI) 2013 2.005 (Q1 CSAI)<br /> <br /> ; M. Graña, A.I Gonzalez-Acuña<br /> : Learning Parsimonious Dendritic Classifiers<br /> : Neurocomputing (2013) 109(3):3–8 [http://dx.doi.org/10.1016/j.neucom.2012.03.025] [http://www.sciencedirect.com/science/article/pii/S0925231212006765]<br /> : JCR (2010) 1.442 (2011) 1.580 (Q2 CSAI) (2012) 1.634 (T1, Q2 CSAI) 2013 2.005 (Q1 CSAI)<br /> <br /> ; Alexandre Savio, Manuel Graña<br /> : Deformation Based Feature Selection for Computer Aided Diagnosis of Alzheimer's Disease<br /> : Expert Systems With Applications 40 (2013), pp. 1619-1628 [http://dx.doi.org/10.1016/j.eswa.2012.09.009]<br /> : JCR (2011) 2.203 (Q1 in CSAI) (2012) (Q2 CSAI, Q1 EEE, Q1 ORMS) (2013) 1.965 (Q1 CSAI, Q2 EEE, Q1 ORMS)<br /> <br /> ; F. Dornaika, A. Moujahid, and B. Raducanu<br /> : Facial expression recognition using tracked facial actions: Classifier performance analysis<br /> : Engineering Applications of Artificial Intelligence 26(1), pp.467-477 (2013).<br /> : 5-Year Impact Factor: 1.844<br /> <br /> ;Borja Fernandez-Gauna, Jose Manuel Lopez-Guede, Manuel Graña<br /> :Transfer Learning with Partially Constrained Models: application to reinforcement learning of linked multicomponent robot system control<br /> : Robotics and Autonomous Systems 61 (7) (2013):694–703 [http://dx.doi.org/10.1016/j.robot.2012.07.020]<br /> : JCR (2011) 1.056 (Q2 ACS, Q3 CSAI, Q3 Rob.) (2012) 1.156 (Q3 ACS, Q3 CSAI, Q2 Robotics) (2013) 1.105 (Q3 ACS, Q3 CSAI, Q3 Robotics)<br /> <br /> ; Manuel Graña, Adrian Agreda<br /> :Trust models and applications in communication and multi-agent systems<br /> : International Journal of Knowledge-based and Intelligent Engineering Systems 17 (2013) 187–193<br /> <br /> ;Diego Acosta · John Congote · Iñigo Barandiaran · Oscar Ruiz · Alejandro Hoyos · Manuel Graña<br /> :Tuning of Adaptive Weight Depth Map Generation Algorithms Exploratory Data Analysis and Design of Computer Experiments (DOCE)<br /> :Journal of Mathematical Imaging and Vision 47:3-12 [http://www.springer.com/alert/urltracking.do?id=Lcb6681Ma53e73Sa]<br /> : JCR (2011) 1.391 (Q2 CSAI, Q1 CSSE, Q1 MA) (2012) 1.767 (Q2 CSAI, Q1 CSSE, Q1 MA) (2013) 2.330 (Q1 CSAI, Q1 CSSE, Q1 MA) <br /> <br /> ;Bosaghzadeh, A., Moujahid, A., &amp; Dornaika, F. <br /> :Parameterless local discriminant embedding. <br /> :Neural Processing Letters August 2013, Volume 38, Issue 1, pp 53-67<br /> : JCR (2012) 1.240 2013 1.237 (Q2 CSAI)<br /> <br /> == 2012 ==<br /> <br /> <br /> ;Jose Manuel Lopez-Guede, Borja Fernadez-Gauna, Manuel Graña, Fernando Oterino and Jesus Maria Larrañaga <br /> :Effect of the Lambda Parameter in Dynamic Matrix Controllers Performance<br /> : Journal of Computer and Information Technology Vol.2, No.2, pp. 81-88<br /> <br /> ;A. Moujahid, A. D'Anjou<br /> :Metabolic efficiency with fast spiking in the squid axon<br /> : Front. Comput. Neurosci. 6:95. doi: 10.3389/fncom.2012.00095 [http://www.frontiersin.org/Computational_Neuroscience/10.3389/fncom.2012.00095/abstract]<br /> : 5-Year Impact Factor: 2.147<br /> <br /> ;R. Moreno , D. M. Ramik , M. Graña , and K. Madani<br /> :Image Segmentation on the Spherical Coordinate Representation of the RGB Color Space [http://ieeexplore.ieee.org/xpl/articleDetails.jsp?reload=true&amp;arnumber=6407287]<br /> :IET Image Processing 6(9):1275 - 1283<br /> : jCR (2010) 0.862 (2011) 0.639 (Q3 EEE) (2012) 0.895 (Q3 EEE)<br /> <br /> ; A. Moujahid, A. D'Anjou, B. Cases<br /> : Community structure in real-world networks from a non-parametrical synchronization-based dynamical approach. <br /> : Chaos, Solitons and Fractals: the interdisciplinary journal of Nonlinear Science, and Nonequilibrium and Complex Phenomena<br /> : Volume 45, Issues 9–10, September–October 2012, Pages 1171–1179 <br /> : JCR 5-Year Impact Factor: 1.41<br /> <br /> ; A. Besga, M. Termenon, M. Graña, J. Echeveste, J. M. Perez, A. Gonzalez-Pinto<br /> : &quot;Discovering Alzheimer's disease and bipolar disorder white matter effects building computer aided diagnostic systems on brain diffusion tensor imaging features&quot; [http://www.sciencedirect.com/science/article/pii/S0304394012006799].<br /> : '''Neuroscience Letters''', Volume 520, Issue 1, 27 June 2012, Pages 71–76.<br /> : JCR (2011) 2.105 (Q3 Neurosciences) (2012) 2.026 (Q3 Neurosciences)<br /> <br /> ;Manuel Graña, Miguel A. Veganzones<br /> : [http://www.sciencedirect.com/science/article/pii/S0031320312001483 &quot;An Endmember-based distance for content based hyperspectral image retrieval.&quot;]<br /> : Pattern Recognition 49(9), pp 3472-3489. September 2012. [http://dx.doi.org/10.1016/j.patcog.2012.03.015 doi]<br /> : JCR (2010) 2.607 (2011) 2.292 (Q1 CSAI, Q1 EEE) (2012) 2.632<br /> <br /> ;Ion Marques, Manuel Graña<br /> :Face recognition with Lattice Independent Component Analysis and Extreme Learning Machines<br /> : Soft Computing, 2012,Volume 16, Issue 9, pp 1525-1537 [http://dx.doi.org/10.1007/s00500-012-0826-4 DOI]<br /> : JCR (2010) 1.512 (2011) 1.880 (Q2 CSAI, Q1 CSIA) (2012) 1.124 (Q3 CSAI, Q3 CSIA)<br /> <br /> ; Israel Rebollo, Manuel Graña, Blanca Cases<br /> :On the effect of spatial percolation on the convergence of Graph Coloring Boid Swarm<br /> : Int. Journal on Artificial Intelligence Tools (2012) 21(6): 1250015 [http://www.ehu.es/ccwintco/groupware/webdav.php/apps/phpbrain/87/IJAIT-convergence-percolation-boids-2010-12-26-submitted.zip] [http://www.worldscientific.com/doi/abs/10.1142/S0218213012500157]<br /> : JCR (2010) 0.330 (2011) 0.217 (2012) 0.250 (Q4 CSAI, Q4 CSIA)<br /> <br /> ; Jbabdi S, Sotiropoulos SN, Savio AM, Graña M, Behrens TE<br /> : Model-based analysis of multi-shell diffusion MR data for tractography: How to get over fitting problems<br /> : Magnetic Resonance in Medicine (2012) 68(6):1846-1855 [http://onlinelibrary.wiley.com/doi/10.1002/mrm.24204/abstract]<br /> : ISSN 0740-3194<br /> : JCR (2010): 3.268 (2011) 2.964 (2012) 3.267 (Q1 RNMMI)<br /> <br /> ;Jose Manuel Lopez-Guede, Borja Fernandez-Gauna, Manuel Graña, Ekaitz Zulueta<br /> : Improving the control of single robot hose transport <br /> : Cybernetics and Systems: An International Journal, 2012, 43:4, 261-275<br /> : JCR (2010) 0.662 (2011) 1.182 (Q2 CSC)<br /> <br /> ;Darya Chyzhyk, Manuel Graña, Alexandre Savio, Josu Maiora<br /> :Hybrid Dendritic Computing with Kernel-LICA applied to Alzheimer’s Disease detection in MRI. [[media: Chyzhyk-Grana_Neurocomputing_2012.pdf|PDF]]<br /> : Neurocomputing, 2012, Volumen 75, issue 1, pp. 72-77<br /> : [http://dx.doi.org/10.1016/j.neucom.2011.02.024 DOI]<br /> : ISSN 0925-2312<br /> : ISI JCR (2006) 0.860, (2007) 0.865, (2008) 1.234 (2009) 1.440 (2010) 1.429<br /> <br /> ; Emilio Corchado, Manuel Graña, Michal Wozniak<br /> : Neurocomputing January 2012, Volume 75, Issue 1, pp. 61-63<br /> : editorial New trends and applications on hybrid artificial intelligence systems [http://www.sciencedirect.com/science/article/pii/S0925231211004206]<br /> : JCR (2010) 1.429, : (2011) JCR 1.580 (Q2 CSAI)<br /> <br /> ;Miguel A. Veganzones and Manuel Graña<br /> :[http://ieeexplore.ieee.org/xpl/articleDetails.jsp?tp=&amp;arnumber=6169956&amp;contentType=Journals+%26+Magazines&amp;queryText%3Dspectral+spatial+cbir &quot;A spectral/spatial CBIR system for hyperspectral images.&quot;]<br /> : IEEE Journal of Selected Topics in Applied Earth Observation and Remote Sensing 5(2), pp 488-500. April 2012.<br /> : JCR (2010) 1.140 (2011) 1.489 (2012) 2.874 (Q2 GP, Q1 ISPT, Q1 RS)<br /> <br /> ;Manuel Graña and Miguel A. Veganzones<br /> :[http://asp.eurasipjournals.com/content/2012/1/64 &quot;Endmember induction by Lattice Associative Memories and Multi-Objective Genetic Algorithms.&quot;]<br /> : EURASIP Journal on Advances in Signal Processing 2012, nº. 1 (marzo 13, 2012): 64. [http://www.biomedcentral.com/content/qcpdf/1687-6180-2012-64.pdf pdf]<br /> :JCR (2010) 1.012 (2011) 0.811 (2012) 0.807 (Q3 EEE)<br /> <br /> ;Maite Termenon, Manuel Graña<br /> :A two stage sequential ensemble applied to the classification of Alzheimer's Disease based on MRI features [http://www.springerlink.com/content/x74212k073375777/]<br /> : Neural Processing Letters (2012) 35(1): 1-12 <br /> : JCR (2010) 1.088 (2012) 1.240 (Q2 CSAI)<br /> <br /> ;Ivan Macia, Manuel Graña; Celine Paloc,<br /> : Knowledge Management in Image-based Analysis of Blood Vessel Structures<br /> :Knowledge and Information Systems 30(2) (2012):457-491 [http://www.springerlink.com/content/l747p10765858h1j/]<br /> : JCR Impact factor (2009) 2.211 (2010) 2.000 (2011) 2.225<br /> <br /> <br /> ;Andoni Beristain, Manuel Graña, Ana I. Gonzalez<br /> :A Pruning Algorithm for Stable Voronoi Skeletons<br /> : Journal of Mathematical Imaging and Vision (2012) 42:225–237 <br /> : JCR (2009) 1.437 (2010) 1.244 (2011) 1.391 (Q2 CSAI, Q1 CSSE, Q1 MA) (2012) 1.767<br /> <br /> ;Z. Echegoyen, J.M. Lopez-Guede, B. Fernandez-Gauna and M. Graña<br /> : Visual Servoing of Legged Robots<br /> : Journal of Mathematical Imaging and Vision 42(2) (2012): 196-211 [http://www.springerlink.com/content/c4x1r11188l31083/ doi]<br /> : JCR (2009) 1.437 (2010) 1.244 : (2011) 1.391 (Q2 CSAI, Q1 CSSE, Q1 MA) (2012) 1.767<br /> <br /> ;Peter Sussner, Estevão L.Esmi, Ivan Villaverde, Manuel Graña<br /> :The Kosko Subsethood FAM: Mathematical Background, Properties, and Some Experimental Results in Computer Vision<br /> : Journal of Mathematical Imaging and Vision (2012) 42:134–149 <br /> : JCR (2009) 1.437 (2010) 1.244 : (2011) 1.391 (Q2 CSAI, Q1 CSSE, Q1 MA) (2012) 1.767<br /> <br /> ;Manuel Graña, Emilio Corchado, Michal Wozniak<br /> :Special Issue on Hybrid Artificial Intelligent Systems <br /> : Journal of Mathematical Imaging and Vision: Volume 42, Issue 2 (2012), Page 101-102 [http://www.springerlink.com/content/457024354t87u21u/ doi]<br /> : JCR (2009) 1.437 (2010) 1.244 : (2011) 1.391 (Q2 CSAI, Q1 CSSE, Q1 MA) (2012) 1.767<br /> <br /> ;Barroso, N., López de Ipiña, K., Hernández C., Ezeiza A. &amp; Graña M. (2011). <br /> :Experiments for the selection of sub-word units in the Basque context for semantic tasks, <br /> :International Journal of Speech Technology, March 2012, Volume 15, Issue 1, pp 49-56<br /> : DOI 10.1007/s10772-011-9109-1<br /> <br /> ;Barroso, N., López de Ipiña, K., Hernández C., Ezeiza A. &amp; Graña M. (2011) <br /> :Semantic Speech Recognition in the Basque context Part I: Cross-lingual approaches, <br /> :International Journal of Speech Technology, March 2012, Volume 15, Issue 1, pp 33-40<br /> : DOI 10.1007/s10772-011-9111-7<br /> <br /> ;Barroso, N., López de Ipiña, K., Hernández C., Ezeiza A. &amp; Graña M. (2011). <br /> :Semantic Speech Recognition in the Basque context Part II: Language Identification for under-resourced languages, <br /> :International Journal of Speech Technology, March 2012, Volume 15, Issue 1, pp 41-47<br /> : DOI 10.1007/s10772-011-9114-4<br /> <br /> ;Juan José Valera García Vicente Gómez Garay, Eloy Irigoyen Gordo, Fernando Artaza Fano, Mikel Larrea Sukia<br /> :Intelligent Multi-Objective Nonlinear Model Predictive Control (iMO-NMPC): Towards the ‘on-line’ optimization of highly complex control problems<br /> :Expert Systems with Applications, Volume 39, Issue 7, 1 June 2012, Pages 6527–6540<br /> : JCR (2010) 1.924<br /> <br /> ;Carlos Toro, Eider Sanchez, Eduardo Carrasco, Leonardo Mancilla-Amaya, Cesar Sanín, Edward Szczerbicki, Manuel Graña, Patricia Bonachela, Carlos Parra, Gloria Bueno, Frank Guijarro<br /> :USING SET OF EXPERIENCE KNOWLEDGE STRUCTURE TO EXTEND A RULE SET OF CLINICAL DECISION SUPPORT SYSTEM FOR ALZHEIMER'S DISEASE DIAGNOSIS [http://www.ehu.es/ccwintco/groupware/webdav.php/apps/phpbrain/465/ToroSanchez2012.pdf]<br /> :Cybernetics and Systems: An International Journal, 2012. Volume 43, Issue 2, pp 81-95 [http://www.tandfonline.com/doi/abs/10.1080/01969722.2012.654070 doi]<br /> :JCR (2010) 0.662 (2011) 1.182 (Q2 CSC)<br /> <br /> Carlos Toro, Javier Vaquero, Manuel Graña, Cesar Sanín, Edward Szczerbicki &amp; Jorge Posada<br /> :BUILDING DOMAIN ONTOLOGIES FROM ENGINEERING STANDARDS [http://www.tandfonline.com/doi/full/10.1080/01969722.2012.654073#.VDGS9ufhpiU]<br /> ;Cybernetics and Systems 2012, 43(2): 114-126<br /> :JCR (2010) 0.662 (2011) 1.182 (Q2 CSC) (2012) 0.973<br /> <br /> <br /> ;Blanca Cases, Israel Rebollo, Manuel Graña <br /> :A Spatial-social-logical model explaining human behavior in emergency situations <br /> : Logic Journal of the IGPL 20(3):625-633<br /> : Indice de impacto JCR(2009) 0.320 (2010) 0.458 (2011) 0.913 (2012) 1.136 (Q1 Logic, Q1 Mathematics, Q2 MA)<br /> <br /> ;Josune Gallego, Carmen Hernandez, Manuel Graña<br /> :A Morphological Cellular Automata based on Morphological Independence <br /> : Logic Journal of the IGPL 20(3):617-624<br /> : Indice de impacto JCR(2009) 0.320 (2010) 0.458 (2011) 0.913 (2012) 1.136 (Q1 Logic, Q1 Mathematics, Q2 MA)<br /> <br /> ; Manuel Graña, Emilio Corchado, Michal Wozniak<br /> :Special issue: HAIS 2010<br /> : Logic Journal of the IGPL 20(3):533-534<br /> : doi: 10.1093/jigpal/jzr001 [http://jigpal.oxfordjournals.org/content/early/2011/02/24/jigpal.jzr001.full.pdf]<br /> : Indice de impacto JCR(2009) 0.320 (2010) 0.458 (2011) 0.913 (2012) 1.136 (Q1 Logic, Q1 Mathematics, Q2 MA)<br /> <br /> <br /> ;G. García, J. Maiora A. Tapia, M. De Blas<br /> :Evaluation of Texture for Classification of Abdominal Aortic Aneurysm After Endovascular Repair<br /> :Journal of Digital Imaging 25(3):369-376<br /> :(ISI JCR 0.96) (2011) 1.255 (Q3 RNMMI)<br /> <br /> ; Manuel Graña, Ivan Villaverde, Jose Manuel Lopez-Guede, Borja Fernandez-Gauna<br /> : Lattice Independent Component Analysis for Appearance Based Mobile Robot Localization<br /> : Neural Computing and applications, 21(5) (2012): 1031-1042<br /> : Indice de impacto JCR (2009) 0.812 (2010) 0.563 (2011) 0.699 (Q3 CSAI) (2012) (Q3 CSAI) (2012) 1.168<br /> <br /> ==2011==<br /> <br /> ; Josu Maiora, Manuel Graña<br /> : A computer aided diagnostic system for survival analysis after EVAR treatment<br /> : Journal of Medical Informatics &amp; Technologies, (2011) 18:51-58<br /> <br /> ;Ivan Macia; Manuel Graña; Josu Maiora; Celine Paloc; Mariano de Blas<br /> :Detection of Type II Endoleaks in Abdominal Aortic Aneurysms After Endovascular Repair<br /> :Computers in Biology and Medicine 41(10): 871-880 [http://dx.doi.org/10.1016/j.compbiomed.2011.07.005]<br /> : ISI Impact JCR (2009) 1.269 (2010) 1.112 (2011) 1.089 (Q3 B, Q3 CSIA, Q3 EB, Q4 MCB)<br /> <br /> ;M. Graña, M. Termenon, A. Savio, A. Gonzalez-Pinto, J. Echeveste, J. M. Pérez, A. Besga<br /> :Computer Aided Diagnosis system for Alzheimer Disease using brain Diffusion Tensor Imaging features selected by Pearson’s correlation<br /> :Neuroscience letters,Volume 502, Issue 3, 20 September 2011, Pages 225-229 [http://dx.doi.org/10.1016/j.neulet.2011.07.049 on line]<br /> : Indice de impacto JCR (2010) 2.055 (2011) 2.105 (Q3 Neurosciences)<br /> <br /> ; Manuel Graña, Borja Fernandez-Gauna, Jose Manuel Lopez-Guede<br /> :Cooperative Multi-Agent Reinforcement Learning for Multi-Component Robotic Systems: guidelines for future research<br /> : Paladyn . Journal of Behavioral Robotics. [http://www.editorialmanager.com/paladyn/mainpage.html] 2(2):71-81 [[media:Draft-2011-07-01-Paladyn.MARLReview.Grana.Borja.pdf|draft]]<br /> <br /> ;A. Moujahid, A. d' Anjou, F. J. Torrealdea, and F. Torrealdea<br /> :Energy and information in Hodgkin-Huxley neurons<br /> :Phys. Rev. E 83, 031912 (2011)<br /> :Impact Factor: 2.400<br /> <br /> ;A. Moujahid, A. d' Anjou, F. J. Torrealdea, and F. Torrealdea<br /> :Efficient synchronization of structurally adaptive coupled Hindmarsh-Rose neurons<br /> :Chaos, Solitons and Fractals: the interdisciplinary journal of Nonlinear Science, and Nonequilibrium and Complex Phenomena, DOI:10.1016/j.chaos.2011.07.005 (2011)<br /> :Impact Factor: 1.72<br /> <br /> ; Alexandre Savio; Maria T Garcia-Sebastian; Darya Chyzhyk; Carmen Hernandez; Manuel Graña; Andone Sistiaga; Adolfo Lopez de Munain; Jorge Villanua<br /> : Neurocognitive disorder detection based on Feature Vectors extracted from VBM analysis of structural MRI<br /> : Computers in Biology and Medicine 41 (2011), pp. 600-610 [http://dx.doi.org/10.1016/j.compbiomed.2011.05.010 DOI]<br /> : ISI Impact JCR (2009) 1.269 (2010) 1.112 (2011) 1.089 (Q3 B, Q3 CSIA, Q3 EB, Q4 MCB)<br /> <br /> ;Borja Fernandez-Gauna, Jose Manuel Lopez Guede, Ekaitz Zulueta, Zelmar Echegoyen, Manuel Graña<br /> : Basic Results and Experiments on Robotic Multi-Agent System for Hose Deployment and Transportation <br /> : International Journal of Artificial Intelligence (IJAI) 6(S11):183-202 [http://www.ceserp.com/cp-jour/index.php?journal=ijai&amp;page=article&amp;op=view&amp;path%5B%5D=923]<br /> <br /> ;Ramón Moreno, Manuel Graña, Alicia d’Anjou<br /> :Illumination Source Chromaticity Estimation Based on Spherical Coordinates in RGB<br /> : Electronics letters, (2011) 47(1):28–30 [http://dx.doi.org/10.1049/el.2010.2735 DOI]<br /> : An implementation can be found in [[Illumination Source Chromaticity Estimation (ISC)]] <br /> : ISI JCR (2009) 0.970<br /> <br /> ;Manuel Graña, Darya Chyzhyk, Maite García-Sebastián, Carmen Hernández<br /> :Lattice Independent Component Analysis for functional Magnetic Resonance Imaging [[media:LICA-inf-sciences-marzo-2010.pdf|DRAFT]]<br /> : Information Sciences 181 (2011), pp. 1910-1928 <br /> :Impact factor JCR (2008): 3.095 (2009) 3.291 (2010) 2.836 (2011) 2.833 (Q1 CSIS) (2012) 3.643 (Q1 CSIS)<br /> : [http://dx.doi.org/10.1016/j.ins.2010.09.023 DOI]<br /> <br /> ;Javier Vaquero, Carlos Toro, Manuel Graña<br /> : Preserving Virtual Engineering Knowledge thorough the Product Life Cycle<br /> : Cybernetics &amp; Systems 42 (2): 124-138. <br /> : ISSN: 0196-9722 (Print), 1087-6553 (Online), Taylor and Francis publishers (2011)<br /> : ISI JCR (2009) 0.780 (2010) 0.662 (2011) 1.182 (Q2 CSC)<br /> : [[media:Draft jvaquero 2010.pdf|draft of the paper]]<br /> <br /> <br /> ; Ivan Villaverde, Manuel Graña<br /> :Neuro-Evolutionary mobile robot egomotion estimation with a 3D ToF camera<br /> : Neural Computing and applications 20(3): 345-354, [http://dx.doi.org/10.1007/s00521-010-0384-6 DOI]<br /> : ISI JCR (2008) 0.767 (2009) 0.812 (2010) 0.563 (2011) 0.699 (Q3 CSAI)<br /> <br /> ==2010==<br /> <br /> ; Miguel Angel Veganzones, Leonia Nunes, Domingos Lopes, Carmen Hernández and Manuel Graña<br /> : Implementation of an user-friendly interface of the Forest-BGC model for regional/global-scale researches<br /> : [http://www.inrb.pt/inia/silva-lusitana SILVA LUSITANA], Año XVIII, December 2010.<br /> : Instituto Nacional de Investigaçao Agraria (Eds.); Portugal.<br /> : ISSN 0870-6352.<br /> <br /> ;Borja Fernandez-Gauna, Jose Manuel Lopez-Guede, Ekaitz Zulueta, Manuel Graña <br /> :Learning hose transport control with Q-learning <br /> : Neural Network World 20(7):913-923 [http://www.nnw.cz/obsahy10.html]<br /> : ISI JCR 2009: 0.475 (2010) 0.511<br /> <br /> ;Alexandre Savio, Juliette Charpentier, Maite Termenón, Ann K. Shinn, Manuel Graña<br /> :Neural classifiers for schizophrenia diagnostic support on diffusion imaging data<br /> : Neural Network World 20(7):935-949 [http://www.nnw.cz/obsahy10.html]<br /> : ISI JCR 2009: 0.475 (2010) 0.511 (2011) 0.646 (Q4 CSAI)<br /> <br /> ;E. Irigoyen, M. Larrea, J. Valera, V. Gómez, F. Artaza<br /> :A Neuro‐Genetic Control Scheme application for industrial R^3 workspaces<br /> : Neural Network World 20(7):811-824 [http://www.nnw.cz/obsahy10.html]<br /> : ISI JCR 2009: 0.475 (2010) 0.511<br /> <br /> ;Maiora, J., Garcia, G., Tapia, A., Macia, I., Legarreta, J.H., Paloc, C., De Blas, M. &amp; Grana, M.<br /> :Thrombus Change Detection After Endovascular Abdominal Aortic Aneurysm Repair<br /> :International Journal of Computer Assisted Radiology and Surgery<br /> :Springer-Verlag, 2010, Vol. 5 (Suppl 1), pp. S15<br /> : IF JCR (2011) 1.481<br /> <br /> ; Iñigo Barandiaran, Celine Paloc, Manuel Graña<br /> :Real-time Optical Markerless Tracking for Augmented Reality Applications<br /> :J Real-Time Image Processing 5(2):129-138 [http://www.springerlink.com/content/1861-8200], doi [http://www.springerlink.com/content/x281360862565132/]<br /> : Impact factor JCR (2010): 0.962 (2011) 1.020 (Q3 CSAI, Q3 EEE, Q2 ISPT)<br /> <br /> ;Z. Echegoyen, I. Villaverde, R. Moreno, M. Graña, A. d’Anjou<br /> :Linked Multi-Component Mobile Robots: modeling, simulation and control<br /> : Robotics and Autonomous Systems 58(12) : 1292-1305<br /> :Impact Factor (2008): 1.214 (2009) 1.361 (2010) 1.313<br /> : DOI [http://dx.doi.org/10.1016/j.robot.2010.08.008]<br /> <br /> ; Ramón Moreno, Manuel Graña, Ekaitz Zulueta<br /> :An RGB Color Gradient following Color Constancy Preservation<br /> : Electronics Letters 46(13): 908--910<br /> : ISI JCR (2009) 0.970 (2010) 1.001<br /> <br /> ;Richard J Duro; Manuel Graña Romay; Javier de Lope Asiain,<br /> :On the Potential Contributions of Hybrid Intelligent Approaches to Multicomponent Robotic System Development [[media:14-04-09-Hais2008-Duro.pdf|draft]] <br /> : Information Sciences 180 (14):2635-2648<br /> : DOI [http://dx.doi.org/10.1016/j.ins.2010.02.005]<br /> : Impact factor JCR (2008): 3.095 (2009) 3.291 (2010) 2.833<br /> <br /> ; Andoni Beristain, Manuel Graña<br /> : A pruning algorithm for Voronoi Skeletons<br /> : Electronics Letters 46(1):39-41 <br /> :ISI JCR (2008) 1.140 (2009) 0.970 (2010) 1.001<br /> <br /> ;Manuel Graña, Alexandre M. Savio, Maite García-Sebastián, Elsa Fernández. <br /> :A Lattice Computing approach for On-line fMRI analysis, <br /> :Image and Vision Computing 28(7):1155-1161, July 2010, <br /> : DOI http://dx.doi.org/10.1016/j.imavis.2009.10.004<br /> :ISI JCR (2008) 1.496 (2009) 1.474 (2010) 1.525<br /> <br /> ==2009==<br /> <br /> ;Francisco J. Torrealdea, Cecilia Sarasola, Alicia d’Anjou, Abdelmalik Moujahid, N. Vélez de Mendizábal<br /> :Energy efficiency of information transmission by electrically coupled neurons<br /> :Biosystems, Volume 97, Issue 1, July 2009, Pages 60-71<br /> :Impact factor: 1.646<br /> <br /> ;Francisco J. Torrealdea, Cecilia Sarasola, Alicia d’Anjou<br /> :Energy consumption and information transmission in model neurons<br /> :Chaos, Solitons &amp; Fractals, Volume 40, Issue 1, 15 April 2009, Pages 60-68<br /> :Impact factor: 3.025 (2009) 3.315<br /> <br /> ;Maite García-Sebastián, Ana Isabel González, Manuel Graña<br /> :An Adaptive Field Rule for Non-parametric MRI Intensity Inhomogeneity Estimation Algorithm [http://dx.doi.org/10.1016/j.neucom.2008.12.034]<br /> :Neurocomputing 72 (2009) 3556–3569<br /> :DOI: doi:10.1016/j.neucom.2008.12.034<br /> : ISI JCR (2006) 0.860, (2007) 0.865, (2008) 1.234 (2009) 1.440<br /> :JCR (2008) 1.234<br /> <br /> ;Abdelmalik Moujahid, Blanca Cases, F.J. Olasagasti<br /> :Consensus dynamics in a dolphin social network<br /> :CEUR Workshop Proceedings, vol-442,2 (ISSN 1613-0073) <br /> <br /> ;Blanca Cases, F.Javier Olasagasti, Abdelmalik Moujahid, Alicia D'Anjou <br /> :Swarm Intelligence: una aplicación a la toma de decisiones colectivas<br /> :CEUR Workshop Proceedings, vol-442,6 (ISSN 1613-0073) <br /> <br /> ;Andoni Beristain, Manuel Graña.<br /> :Emotion Recognition Based on the Analysis of Facial Expressions.<br /> : New Mathematics and Natural Computation (NMNC), 5(2) pp.513-534 (world scientific press [http://www.worldscinet.com/nmnc/nmnc.shtml])<br /> <br /> ;Manuel Graña, Ivan Villaverde, José Orlando Maldonado, Carmen Hernandez<br /> :Two Lattice Computing approaches for the unsupervised segmentation of Hyperspectral Images<br /> : Neurocomputing, 72(2009):2111–2120<br /> : ISI JCR (2006) 0.860, (2007) 0.865, (2008) 1.234 (2009) 1.440<br /> : DOI 10.1016/j.neucom.2008.06.026<br /> <br /> ; Manuel Graña<br /> : Special issue on the Lattice Computing and Natural Computing track from JCIS 2007<br /> : Neurocomputing 72:2065–2066<br /> : ISI JCR (2006) 0.860, (2007) 0.865, (2008) 1.234 (2009) 1.440<br /> : DOI http://dx.doi.org/10.1016/j.neucom.2008.11.021<br /> <br /> ;Maite García-Sebastián, Carmen Hernandez, Alicia d'Anjou<br /> :Robustness of an Adaptive MRI Segmentation Algorithm Parametric Intensity Inhomogeneity Modeling [http://www.sciencedirect.com/science?_ob=ArticleURL&amp;_udi=B6V10-4V59VW3-8&amp;_user=984461&amp;_rdoc=1&amp;_fmt=&amp;_orig=search&amp;_sort=d&amp;view=c&amp;_acct=C000049823&amp;_version=1&amp;_urlVersion=0&amp;_userid=984461&amp;md5=706b7323a65e4074fdf4015bcb1a34d3]<br /> :Neurocomputing 72 (2009) 2146-2152. [[BibTeX]]<br /> : ISI JCR (2006) 0.860, (2007) 0.865, (2008) 1.234 (2009) 1.440<br /> : DOI 10.1016/j.neucom.2008.07.014<br /> <br /> ==2008==<br /> <br /> ;Pablo González-Nalda and Blanca Cases<br /> :Topos: Spiking neural networks for temporal pattern recognition in complex real sounds<br /> :Neurocomputing, (2008) 71(4-6) :721-732<br /> : JCR 2008 1.234 JCR 2009 1.440<br /> <br /> ;Ivan Villaverde, Zelmar Echegoyen, Manuel Graña<br /> : Neuro-Evolutive system for ego-motion estimation with a 3D camera<br /> : Australian Journal of Intelligent Information Systems, 10(1):59-70<br /> : ISSN 1321-2133<br /> <br /> ;Israel Rebollo, Manuel Graña<br /> : Aplicaciones de RFID<br /> : Novatica,195:42-46, sept. 2008, <br /> <br /> ; Jose Orlando Maldonado, Manuel Graña<br /> :Recycled paper visual indexing for quality control<br /> : Expert Systems with Applications, 45(4) pp 8807–8815<br /> : ISI JCR 2007 1.177- 2008 2.596 (Q1 CSAI, Q1 EEE, Q1 ORMS)<br /> : http://dx.doi.org/10.1016/j.eswa.2008.11.023<br /> <br /> ;Sanin, C., Toro, C., Vaquero, J., Szczerbicki, E. Posada, J. <br /> :Implementing Decisional DNA in Industrial Maintenance by a knowledge SOUPA Extension <br /> : Systems Science, Vol. 33 No. 2:61-68 <br /> : ISSN: 0137-1223, Wroclaw, Poland 2008.<br /> <br /> ;Toro, C ,Sanin, C. / Szczerbicki, E. / Posada, J. <br /> : Reflexive Ontologies: Enhancing Ontologies with self-contained queries <br /> :Cybernetics and Systems: An International Journal, 39: 1–19 <br /> :ISSN: 0196-9722 print, 1087-6553 online, USA 2008.<br /> : ISI JCR 2006 0.964<br /> <br /> ;Eloy Irigoyen, Miguel Pinzolas<br /> :Numerical bounds to assure initial local stability of NARX multilayer perceptrons and radial basis functions<br /> :Neurocomputing, 72; 539-547<br /> :ISSN: 0925-2312<br /> :ISI JCR 2008 1.745<br /> :http://dx.doi.org/10.1016/j.neucom.2007.11.018<br /> <br /> ==2007==<br /> <br /> ;Maite Garcia-Sebastián, Elsa Fernandez, M. Graña, Francisco J. Torrealdea<br /> :''A parametric gradient descent MRI intensity inhomogeneity correction algorithm'' (pdf [http://www.sciencedirect.com/science?_ob=ArticleURL&amp;_udi=B6V15-4NT84HV-2&amp;_user=984461&amp;_rdoc=1&amp;_fmt=&amp;_orig=search&amp;_sort=d&amp;_docanchor=&amp;view=c&amp;_searchStrId=940574918&amp;_rerunOrigin=google&amp;_acct=C000049823&amp;_version=1&amp;_urlVersion=0&amp;_userid=984461&amp;md5=112b05574e5ac5481a15297bb531da15])<br /> :Pattern Recognition Letters 28(13):1657-1666<br /> :Indicadores de calidad (Índice de Impacto o similares): JCR (2001, 2005, 2006, 2007) 0.552, 1.138 0.952 0.853<br /> <br /> ;Ivan Villaverde, Alicia d'Anjou, M. Graña<br /> :''Morphological Neural Networks and Vision Based Simultaneous Localization and Mapping''<br /> :Integrated Computer-Aided Engineering 14(4):355-363<br /> :Indicadores de calidad (Índice de Impacto o similares): JCR 2005 0.444, JCR 2006 0.236, JCR 2007 0.113, JCR 2008 0.617<br /> <br /> ;Toro, C. / Posada, J / Oyarzun, J / Falcón, J<br /> : Supporting the CAD Structural Design Process with knowledge based tools, <br /> :Journal of Cybernetics and systems, <br /> :ISBN 1087-6553 (electronic) 0196-9722 (paper), Taylor and Francis publishers, 2007.<br /> :Indicadores de calidad (Índice de Impacto o similares): JCR 2005 0.681, JCR 2006 0.964, JCR 2007 0.655<br /> <br /> ;Sanin, C. / Szczerbicki, E. / Toro, C. <br /> : An OWL Ontology of Set of Experience Knowledge Structure <br /> : Journal of Universal Computer Science , Volume 13, number 2, pages 209-223, 2007<br /> <br /> ; EKAITZ ZULUETA GUERRERO; PEDRO MARIA IRIONDO BENGOA; JOSE MANUEL LOPEZ GUEDE; Ander Etxeberria <br /> : Entropy Analysis for Stochastic System Control<br /> : INTERNATIONAL JOURNAL OF FACTORY AUTOMATION, ROBOTICS AND SOFT COMPUTING 2(2): 88-92<br /> <br /> ==2006==<br /> <br /> ;F.J. Torrealdea, A. d'Anjou, Manuel Graña, C. Sarasola<br /> :''Energy aspects of the synchronization of model neurons''<br /> : Physical Review E 74:011905<br /> :Indicadores de calidad (Índice de Impacto o similares): JCR 2006 2.438<br /> <br /> ;Toro, C. Posada, J Wundrak, S Stork, A<br /> : Improving Virtual Reality Applications in CAD through Semantics,<br /> :The International Journal of Virtual Reality, 2006, volume 5, Number 4, pages 39-46<br /> <br /> ;Posada, J. / Wundrak, S. / Toro, C. / Stork, A. <br /> : Using Ontologies and STEP standards for the semantic simplification of CAD models in different engineering domains <br /> : Journal of Applied Ontology, Volume 1, Number 3-4/2006, pp. 263-279<br /> <br /> ==2005==<br /> <br /> ; Gurutze Arzamendi, Alicia d'Anjou, Manuel Graña, José R. Leiza, José M. Asua<br /> : ''Model reduction in emulsion polymerization using hybrid first principles/artificial neural networks models 2a Long Chain Branching Kinetics''<br /> : Macromolecular Theory and Simulations 14:125-132<br /> :Indicadores de calidad (Índice de Impacto o similares): JCR 2005 1.544<br /> <br /> ; C. Sarasola, A. d'Anjou, F.J. Torrealdea, Manuel Graña<br /> : ''Minimization of the energy flow in the synchronization of nonindentical chaotic systems''<br /> : Physical Review E 72:026223<br /> : Indicadores de calidad (Índice de Impacto o similares): JCR 2005 2.418<br /> <br /> ;C. Sarasola, , A. d'Anjou, F. J. Torrealdea and A. Moujahid<br /> : ''Energy-like functions for some dissipative chaotic systems.'' <br /> : Int. J. Bifurcation and Chaos 15(8), 2507-2521<br /> : Indicadores de calidad (Índice de Impacto o similares): JCR 2005 0.845<br /> <br /> ; A. d'Anjou, C. Sarasola, , F. J. Torrealdea. <br /> : ''On the characterization of different synchronization stages by energy considerations.''<br /> : Journal of Physics: Conference Series, 23, 238–251<br /> <br /> ;Blanca Cases and Manuel Alfonseca<br /> :Towards a proof of the decidability of the momentary stagnation of the growth function of D0L systems<br /> :Theoretical Computer Science, Volume 341, Issues 1-3, 5 September 2005, Pages 247-262<br /> : Indicadores de calidad (Índice de Impacto o similares): JCR 2005 0.743<br /> <br /> ;Posada, J. / Wundrak, S. / Toro, C. / Stork, A. <br /> : Using Ontologies and STEP standards for the semantic simplification of CAD models in different engineering domains <br /> : Journal of Applied Ontology, Volume 1, Number 3-4/2006, pp. 263-279<br /> <br /> ==2004==<br /> <br /> ; M. Graña, J. Gallego, C. Hernandez<br /> : ''A Single Individual Evolutionary Strategy for Endmember Search in Hyperspectral Images.''<br /> :Information Sciences, Int. J 161(3-4):181-197<br /> :Indicadores de calidad (Índice de Impacto o similares): JCR (2001,2003, 2005) 0.264, 0.447, 0.723<br /> <br /> ;B. Raducanu, Manuel Graña, F.X. Albizuri, A. d'Anjou<br /> : ''A Probabilistic Hit-and-Miss Tranform for Face Localization''<br /> :Pattern Análisis and Applications 7:117-127<br /> :Indicadores de calidad (Índice de Impacto o similares): JCR 2004 0.803<br /> <br /> ;Elsa Fernandez, Manuel Graña, Jesús Ruiz-Cabello<br /> : ''On a Gradient Based Evolution Strategie For Parametric Illumination Correction''<br /> :Electronics Letters 40(9):531-532<br /> :Indicadores de calidad (Índice de Impacto o similares): JCR 2004 0.968<br /> <br /> ;Cecilia Sarasola, Francisco J. Torrealdea, Alicia d'Anjou, A. Moujahid, Manuel Graña<br /> : ''Energy balance in feedback synchronization of chaotic systems''<br /> : Physical review E 69-011606<br /> :Indicadores de calidad (Índice de Impacto o similares): JCR 2004 2.352<br /> <br /> ==2003==<br /> <br /> ; F. Xabier Albizuri, Manuel Graña, Bogdan Raducanu <br /> :Statistical transmission delay guarantee for nonreal-time traffic multiplexed with real-time traffic<br /> :Computer Communications 26 (2003) 1365–1375<br /> : Indicadores de calidad, JCR (2005) 0.556 (2009) 0.933<br /> <br /> ; M. Graña, P. Sussner, G.X. Ritter<br /> : [[media:Grana-sussner-ritter-2003-mathware.pdf|Innovative Applications of Associative Morphological Memories]]<br /> : Mathware &amp; Soft Computing 10(3):155-168<br /> : [http://ic.ugr.es/Mathware/index.php/Mathware/issue/view/6 journal web page]<br /> <br /> ;A. d'Anjou, F. J. Torrealdea, J.R. Leiza, J.M. Asua, G. Arzamendi <br /> : ''Model reduction in emulsion polymerization using Hybrid First-Principles/Artificial Neural Networks models''<br /> : Macromolecular Theory and Simulation 12:42-56<br /> : indicadores de calidad, JCR (2005) 1.544 (2006) 1.073 (2007) 1.792 (2008) 1.912 (2009) 1.683<br /> <br /> ; C. Sarasola, F.J. Torrealdea, A. d'Anjou, A. Moujahid and M. Graña<br /> : ''Feedback synchronization of chaotic systems''<br /> : Int. J. Bifurcation and Chaos 13(1):177-191<br /> :Indicadores de calidad (Índice de Impacto o similares): JCR 2003 1.014<br /> <br /> ;B. Raducanu, M. Graña, F.X. Albizuri<br /> : ''Morphological Scale Spaces and Associative Morphological Memories: Results on Robustness and Practical Applications''<br /> : Journal of Mathematical Imaging and Vision 9(2):113-131<br /> :Indicadores de calidad (Índice de Impacto o similares): JCR (2003, 2005) 0.617,2.197<br /> <br /> ;C. Sarasola, F.J. Torrealdea, A. d’Anjou, A. Moujahid, M. Graña,<br /> : ''Nonzero error synchronization of chaotic systems via dynamic coupling''<br /> : Physica D 177(1-4):39-49<br /> :Indicadores de calidad (Índice de Impacto o similares): JCR 2002,2003:1.144,1.014<br /> <br /> ;R. Perez de Alejo, J. Ruiz-Cabello, M. Cortijo, I. Rodriguez, I. Echave, J. Regadera, J. Arrazola, P. Avilés, P. Barreiro, D. Gargallo, M. Graña<br /> : ''Computer- Assisted Enhanced Volumetric Segmentation Magnetic Resonance Imaging Data Using a Mixture of Artificial Neural Networks''<br /> : Magnetic Resonance Imaging 21:901-912<br /> :Indicadores de calidad (Índice de Impacto o similares): JCR 2003 1.420<br /> <br /> ; JOSE MARIA GONZALEZ DE DURANA GARCIA; TEODORO RICO PASTRANA; EKAITZ ZULUETA GUERRERO<br /> : HYBRID MODELING OF OPEN LOOP DC-DC CONVERTERS.<br /> : FACING 11(2): 41--47<br /> <br /> ==2002==<br /> <br /> ;C. Sarasola, F.J. Torrealdea, A. d'Anjou, M. Graña<br /> : ''Cost of synchronizing different chaotic systems''<br /> : Mathematics and Computers in Simulation 58:309-327<br /> :Indicadores de calidad (Índice de Impacto o similares): JCR (2001,2005): 0.253,0.554<br /> <br /> ; Jesús Ruiz-Cabello, Javier Regadera, Carmen Santisteban, Manuel Graña, Rigoberto Pérez de Alejo, Imanol Echave, Pablo Avilés, Ignacio Rodriguez, Inmaculada Santos, Domingo Gargallo, Manuel Cortijo<br /> : ''Monitoring actute inflammatory processes in the mouse muscle by MR imaging and spectroscopy: a comparision with pathological results''<br /> : NMR in Biomedicine 15:204-214<br /> :Indicadores de calidad (Índice de Impacto o similares): JCR (2002,2005) 2.160, 2.469<br /> <br /> ==2001==<br /> <br /> ; B. Raducanu, M. Graña, F.X. Albizuri, A. D'Anjou<br /> : ''Face localization based on the morphological multiscale fingerprints''<br /> : Pattern Recognition Letters 22:359-371<br /> :Indicadores de calidad (Índice de Impacto o similares): JCR (2001, 2005) 0.552, 1.138<br /> <br /> ;A.I. Gonzalez, M. Graña, J. Ruiz-Cabello, A. d'Anjou<br /> : ''Experimental results of an Evolution-based Adaptation Strategy for VQ Image Filtering'' [[media:IS2001_Evolution_VQfilter.pdf|pdf]]<br /> : Information Sciences, Int. J. 133 (3-4):249-266<br /> :Indicadores de calidad (Índice de Impacto o similares): JCR (2001,2003, 2005) 0.264, 0.447, 0.723<br /> <br /> ; M.C. Hernandez, F.X Albizuri, A. d'Anjou, M. Graña, F.J. Torrealdea<br /> : ''Efficient solution of MAX-SAT and SAT via higher order Boltzmann Machines''<br /> : Investigacion Operacional 22(1):67-78<br /> :Indicadores de calidad (Índice de Impacto o similares): <br /> :Editorial y Lugar de publicación: Dept. Matematica Aplicada, Fac. Matematica y Computación, Universidad de la Habana<br /> <br /> ;Israel Rebollo, Manuel Graña y Carmen Hernández<br /> :APLICACION DE ALGORITMOS ESTOCASTICOS DE OPTIMIZACION AL PROBLEMA DE LA DISPOSICION DE OBJETOS NO-CONVEXOS. [[http://rev-inv-ope.univ-paris1.fr/files/22201/IO-22201-11.pdf]]<br /> : Investigacion Operacional 22(2):184-192<br /> :Indicadores de calidad (Índice de Impacto o similares): <br /> :Editorial y Lugar de publicación: Dept. Matematica Aplicada, Fac. Matematica y Computación, Universidad de la Habana<br /> <br /> ; A. d'Anjou,C. Sarasola, F.J. Torrealdea, R. Orduna, M. Graña<br /> : ''Parameter adaptive identical synchronization disclosing Lorenz chaotic mask''<br /> : Physical Review E E63-046213<br /> :Indicadores de calidad (Índice de Impacto o similares): JCR Science Edition Impact Factor 2.202, (JCR 2002 2.397)<br /> <br /> ; S. O. Anchorena, B. Cases<br /> : ''Modeling Chaotic Series by Simple Eco-Grammar Systems with Reproduction, Death and Maturation of Agents.''<br /> : Grammars, vol. 6 num. 3, pp. 155-168 (2003)<br /> : EE: http://www.springerlink.com/content/n68251124147700r/<br /> <br /> ==2000==<br /> <br /> ;A.I. Gonzalez, M. Graña, F.X. Albizuri, A. D'Anjou, F.J. Torrealdea<br /> : A Near Real-Time Evolution-based Adaptation Strategy for Dynamic Color Quantization of Image Sequences [[media:IS2000_Evolution_CQ_image_sequence.pdf|pdf]]<br /> : Information Sciences, Int. J. 122:161-183<br /> :Indicadores de calidad (Índice de Impacto o similares): JCR (2003, 2005) 0.447, 0.723<br /> <br /> ;J. Ruiz Cabello, I Rodriguez, P. Avilés, M. Graña, I. Echave, J. Regadera, D. Gargallo, M. Cortijo<br /> : Magnetic resonance imaging to monitor the biology of inflammation<br /> : European Biophysics Journal 29(4-5):363<br /> :Indicadores de calidad (Índice de Impacto o similares): JCR (2001,2005) 1.917,1.811 <br /> :ISSN: 0175-7571<br /> <br /> ;I Rodriguez, M. Graña, I. Echave, P. Barreiro, M. Cortijo, J. Ruiz Cabello<br /> : MR image processing using neural networks and vector quantization<br /> : Magnetic Resonance Materials in Physics, Biology and Medicine (MAGMA) 11 (supl. 1):143<br /> :Indicadores de calidad (Índice de Impacto o similares): JCR 2003 1.836<br /> <br /> ;F.X. Albizuri, A.I. Gonzalez, M. Graña, A. D'Anjou<br /> : ''Neural learning for distributions on categorical data''[[media:Albizuri2000_Neural_learning.pdf|pdf]]<br /> : Neurocomputing 34:1-9<br /> :Indicadores de calidad (Índice de Impacto o similares): JCR (2001, 2005) 0.534, 0.790<br /> <br /> ==1999==<br /> <br /> ;J.A. Lozano, P. Larrañaga, M. Graña, F.X. ALbizuri<br /> : ''Genetic Algorithms: bridging the convergence gap''<br /> : Theoretical Computer Science 229:11-22<br /> : Indicadores de calidad (Índice de Impacto o similares): JCR 2005 0.743<br /> <br /> ;A.I. Gonzalez, M. Graña, M. Cottrell<br /> : ''Basic competitive neural networks as adaptive mechanisms for non-stationary color quantization'' [[media:Ai-gonzalez-neural-computing-appl-1999.pdf|pdf]]<br /> : Neural Computing and Applications 8: 347-367<br /> : Indicadores de calidad (Índice de Impacto o similares): JCR 2005 0.403<br /> <br /> ==1998==<br /> <br /> ; A. I. Gonzalez, M. Graña<br /> : ''Una estrategia evolutiva para clustering no estacionario''<br /> : Inteligencia Artificial, Revista Iberoamericana de Inteligencia Artificial, 2(5): 68-73<br /> <br /> ;A. I. Gonzalez, M. Graña, A. D'Anjou, F.X. Albizuri, F.J Torrealdea<br /> : ''A comparison of experimental results with a Evolution Strategy and Competitive Neural Networks for near real-time Color Quantization of image sequences'' [[media:AppInt1998_Evol_CNN_CQ_sequences.pdf|pdf]]<br /> : Applied Intelligence 8 (1): 43-51<br /> :Indicadores de calidad (Índice de Impacto o similares): JCR Science Edition Impact Factor 0.9<br /> <br /> ==1997==<br /> <br /> ; M. Graña, A. D´Anjou, F.J. Torrealdea<br /> : User expectations for the intelligent blackboard [[media:M-grana-displays-1997.pdf|pdf]]<br /> : Displays 17 (3-4): 143-146<br /> : Indicadores de calidad (Índice de Impacto o similares): JCR Science Edition Impact Factor: 0.947, JCR 2007 1.179<br /> <br /> ; A. I. Gonzalez, M. Graña, A. D´Anjou, F.X. Albizuri, M. Cottrell<br /> : A sensitivity analysis of the Self Organizing Map as an Adaptive One-pass Non-stationary Clustering algorithm: the case of Color Quantization of image sequences [[media:NPL1997_SOM_onepass_nonstat_clustering.pdf|pdf]]<br /> : Neural Processing Letters 6: 77-89<br /> :Indicadores de calidad (Índice de Impacto o similares): JCR Science Edition Impact Factor 0.701<br /> <br /> ; F.X. Albizuri, A. D'Anjou, M. Graña, P. Larrañaga<br /> : Structure of the high-order Boltzmann Machine from Independence Maps<br /> : IEEE trans. Neural Networks 8 (6): 1351-1358<br /> : Indicadores de calidad (Índice de Impacto o similares): JCR Science Edition Impact Factor 2.205<br /> <br /> ; M. Graña, A. D'Anjou , F.X. Albizuri, M. Hernandez, F. J. Torrealdea, A.I. Gonzalez<br /> : Experiments of fast learning with High Order Boltzmann Machines [[media:Grana-HOBM-appl-int-1997.pdf|pdf]]<br /> : Applied Intelligence 7 (4): 287-303<br /> :Indicadores de calidad (Índice de Impacto o similares): JCR 2005 Science Edition Impact Factor 0.569<br /> <br /> ==1996==<br /> <br /> ; F.X. Albizuri, A. D'Anjou , M. Graña,J.A. Lozano<br /> : Convergence properties of High-Order Boltzmann Machines<br /> : Neural Networks 9(9): 1561-1567<br /> : Indicadores de calidad (Índice de Impacto o similares): JCR Science Edition Impact Factor 1.665<br /> <br /> ;M. Graña, A. D'Anjou , F.X. Albizuri, J.A. Lozano, P. Larrañaga, Y. Yurramendi, M. Hernandez, J.L. Jimenez, F. J. Torrealdea, M. Poza, A.I. Gonzalez<br /> : Experimentos de aprendizaje con Máquinas de Boltzmann de alto orden [[media:Inf-y-automatica-exp-HOBM-96.pdf|draft]]<br /> : Informática y Automática 29(4): 42-57<br /> <br /> ==1995==<br /> <br /> ;A. I. González , M. Graña - A. D'Anjou<br /> : An analysis of the GLVQ algorithm [[media:IEEENN95_analysis_GLVQ.pdf|pdf]]<br /> : IEEE Transactions on Neural Netwoks 6 (4): 1012-1016<br /> :Indicadores de calidad (Índice de Impacto o similares): JCR 2005 Science Edition Impact Factor 2.205<br /> <br /> ; F. X. Albizuri - A. D'Anjou - M. Graña - F. J. Torrealdea - M. C. Hernández<br /> : The high order Boltzmann machine: learned distribution and topology<br /> : IEEE Transactions. on Neural Networks 6 (3): 767-770<br /> :Indicadores de calidad (Índice de Impacto o similares): JCR 2005 Science Edition Impact Factor 2.205<br /> <br /> ; M. Graña - A. D'Anjou - A. I. González - F. X. Albizuri - M. Cottrell<br /> : Competitive stochastic neural networks for vector quantization of images [[media:Neurocomputing95_CSNN_VQ.pdf|pdf]]<br /> : Neurocomputing 7: 187-195<br /> : Indicadores de calidad (Índice de Impacto o similares): JCR 2005 Science Edition Impact Factor 0.790<br /> <br /> ==1993==<br /> <br /> ;Alicia D'Anjou - Manuel Graña - Fco. Javier Torrealdea - Mª Carmen Hernández<br /> : Solving satisfiability via Boltzmann machines [[media:Danjou-pami-1993.pdf|pdf]]<br /> : IEEE Transactions on pattern analysis and machine intelligence, 15:514-521<br /> :Indicadores de calidad (Índice de Impacto o similares): JCR 2005 2.923<br /> <br /> ==1992==<br /> <br /> ;Alicia D'Anjou - Manuel Graña - Fco. Javier Torrealdea - Mª Carmen Hernández<br /> : Máquinas de Boltzmann para la resolución del problema de la satisfacibilidad en el cálculo proposicional<br /> : Revista Española de Informática y Automática 24: 40-49<br /> <br /> ==1987==<br /> <br /> ;Luis M. Alonso - Manuel Graña<br /> : Formal techniques and concurrent systems<br /> : Communications ACM 30: 752-753<br /> Indicadores de calidad (Índice de Impacto o similares): ISI JCR (2008) 2.646<br /> <br /> ==1986==<br /> <br /> ;Manuel Graña - Fco. Javier Torrealdea<br /> : Hierarchically structured Systems [[media:Grana-torrealdaea-1986.zip|scan]] [[media:Grana-torrealdea-1986.pdf|scan compressed]]<br /> : European Journal of Operational Research 25:20-26<br /> Indicadores de calidad ISI JCR: (2008) 1.627, <br /> <br /> ; Fco. Javier Torrealdea - Manuel Graña - Fernando Ferreres<br /> : A comparison between stochastic and deterministic simulation<br /> : Advances in Modelling and Simulation (AMSE press) 5:15-32<br /> :Indicadores de calidad (Índice de Impacto o similares):<br /> <br /> ; T. Alvarez - J. J. Dolado - M. Graña - I. Sukia - F. J. Torrealdea<br /> : Una versión de GPSS<br /> : Revista Española de Informática y Automática 19:45-59<br /> : Indicadores de calidad (Índice de Impacto o similares):<br /> <br /> ==1984==<br /> <br /> ;Fco. Javier Torrealdea - Manuel Graña<br /> : Some ideas for a history dynamics model.<br /> : Dynamica 10: 103-106 [http://www.systemdynamics.org/dynamica/articles/102/5.pdf]<br /> :Originalmente editada por el Bradford System Dynamics group fue posteriormente asumida por la System Dynamics Society y convertida en la actual The International Journal of System Dynamics, manteniendo los fondos bibliograficos asociados a Dynamica.<br /> : [http://www.systemdynamics.org/conferences/1983/proceed/parallel-vol2/torre913.pdf la publicación en la conferencia de System Dynamics que dió lugar al artículo]</div> Borja.ayerdi https://ehu.eus/ccwintco/index.php?title=Usuario:Borja.ayerdi&diff=18273 Usuario:Borja.ayerdi 2015-11-21T18:00:29Z <p>Borja.ayerdi: /* Publications */</p> <hr /> <div>[[Imagen:Borja-Color.jpg | right | 350px | alt=Borja Ayerdi photo]]<br /> <br /> == Borja Ayerdi Vilches ==<br /> <br /> ''Imagine the future, change the present''<br /> <br /> &lt;h3&gt;Personal Data&lt;/h3&gt;<br /> <br /> * &lt;b&gt;E-mail:&lt;/b&gt; borja.ayerdi@ehu.es <br /> <br /> * &lt;b&gt;Address:&lt;/b&gt;<br /> :Computational Intelligence Group <br /> :Computer Science Faculty - Lab. 307 <br /> :University Of The Basque Country (UPV/EHU) <br /> :Paseo Manuel Lardizabal 1 - CP: 20018 Donostia/San Sebastián (GUIPUZCOA) - Spain<br /> <br /> * &lt;b&gt;Tfno.:&lt;/b&gt; (+34) 943.01.80.47<br /> <br /> == Studies ==<br /> <br /> * Technical Engineering in Information Management (2006/2009) - Universidad del País Vasco (UPV/EHU).<br /> * Computer Science Engineer (2009/2011) - Universidad del País Vasco (UPV/EHU).<br /> * [http://www.kisa.ehu.es/ Masters Degree in Computational Engineering and Intelligent Systems] (2011/2012) - Universidad del País Vasco (UPV/EHU).<br /> * Currently: <br /> : PhD Student in the [http://www.ehu.es/ccwintco/ Computational Intelligence Group] of the Computer Science and Artificial Intelligence Department - Universidad del País Vasco (UPV/EHU).<br /> <br /> <br /> == Research Areas ==<br /> <br /> * Medical Image segmentation and registration.<br /> * Machine Learning application to medical image processing.<br /> * Extreme Learning Machines.<br /> * Hyperspectral imaging.<br /> * Social Networks.<br /> * Big data.<br /> * Active learning.<br /> * Hybrid classification ensembles.<br /> <br /> <br /> == Working experience ==<br /> <br /> * January 2012 - ongoing: [http://www.hezkuntza.ejgv.euskadi.net/r43-5552/es/contenidos/informacion/dib4/es_2035/bfi2_c.html Beca predoctoral / Predoctoral fellowship] granted by Gobierno Vasco / Basque Government.<br /> <br /> * September 2011 - December 2011: Personal Investigador Contratado / Hired researcher at Universidad del País Vasco (UPV/EHU), [http://www.ehu.es/ccwintco/ Computational Intelligence Group].<br /> : Project: EVARTRAC CIRUGÍA GUIADA POR IMAGEN: APLICACIÓN A LA REPARACIÓN ENDOVASCULAR DE ANEURISMAS DE AORTA.<br /> <br /> <br /> == Teaching ==<br /> <br /> * Computer Vision (UPV/EHU 2015/2016)<br /> * Computer Vision (UPV/EHU 2014/2015)<br /> * Machine Learning and Neural Networks (UPV/EHU 2013/2014)<br /> <br /> == Courses ==<br /> <br /> * Vitoria-Gasteiz 2009 - (Intensive Programme) Network Security and 4n6<br /> <br /> <br /> == Intership ==<br /> <br /> * 2013 - [http://www.kssk.pwr.wroc.pl/machine-learning-team/1469/?lang=en Machine Learning Group], Wrocław University of Technology, Poland with Prof. Michal Wozniak<br /> <br /> <br /> == Research projects participation ==<br /> <br /> * Proyecto: Aprendizaje cooperativo inter e intragrupal en el submodulo de escructura y arquitectura de computadores.<br /> ** Entidad adjudicataria: UPV/EHU, Proyecto de Innovación Educativa 6719.<br /> ** Investigador principal: Jose Manuel Lopez Guede.<br /> ** Fechas: 2014 – 2015.<br /> <br /> <br /> * Proyecto: Técnicas de inteligencia computacional en el proceso de imagen hiperespectral y aplicaciones.<br /> ** Entidad adjudicataria: Ministerio de Ciencia e Innovación del Gobierno Español, TIN2011-28753-C02-02.<br /> ** Investigador principal: Prof. Alicia d'Anjou.<br /> ** Fechas: 2011 – 2013.<br /> <br /> <br /> == Publications ==<br /> <br /> &lt;h3&gt;<br /> Submitted without decision<br /> &lt;/h3&gt;<br /> <br /> <br /> * Borja Ayerdi, Manuel Grana<br /> : &quot;Anticipative Hybrid Extreme Rotation Forest&quot;<br /> <br /> <br /> <br /> &lt;h3&gt;<br /> 2015<br /> &lt;/h3&gt;<br /> <br /> <br /> * Borja Ayerdi, Manuel Graña<br /> : &quot;Hyperspectral Image Analysis by Spectral-Spatial Processing and Anticipatively Tuned Hybrid Extreme Rotation Forest Classification&quot;<br /> : ''Transactions on Geoscience and Remote Sensing (TGARS)''<br /> : JCR 2014 - 3.514<br /> <br /> <br /> <br /> * Ariadna Besga, Itxaso González-Ortega, Enrique Echeburúa, Alexandre Savio, Borja Ayerdi, Darya Chyzhyk, Jose LM Madrigal, Juan C. Leza, Manuel Graña, Ana González-Pinto<br /> : &quot;Discrimination between Alzheimer’s Disease and Late Onset Bipolar Disorder using multivariate analysis&quot;<br /> : ''Frontiers in Aging Neuroscience''<br /> : JCR 2014 - 4.000<br /> <br /> <br /> * A Besga-Basterra, B Ayerdi, G Alcalde-Behold, A Manzano-Ramirez, P Lopetegui-Eraso, M Graña, A González-Pinto-Arrillaga<br /> : &quot;Risk factors for emergency department short time readmission in stratified population&quot;<br /> : ''Biomed Research International''<br /> : JCR 2014 - 1.579<br /> <br /> <br /> * Borja Ayerdi, Oier Echaniz, Alexandre Savio, Manuel Graña <br /> : “Automated segmentation of subcutaneous and visceral adipose tissues from MRI”<br /> : ''InMed 2015''<br /> <br /> <br /> * Borja Ayerdi, Manuel Graña<br /> : &quot;Random Forest Active Learning for Detecting Blood Vessels in Angiography&quot;<br /> : ''CORES 2015''<br /> <br /> <br /> * Ariadna Besga-Basterra, Darya Chyzhyk, Itxaso González-Ortega, Alexandre Savio, Borja Ayerdi, Jon Echeveste, Manuel Graña, Ana González-Pinto<br /> : &quot;White matter anatomical correlates with biomarkers discriminating between Alzheimer’s Disease and Late Onset Bipolar Disorder by eigenanatomy on fractional anisotropy imaging&quot;<br /> : ''Current Alzheimer Research''<br /> : JCR 2014 - 3.889 (Q1 Clin Neurol, T1 Neurosciences)<br /> <br /> <br /> * Borja Ayerdi, Manuel Graña<br /> : &quot;Hyperspectral Image Nonlinear Unmixing and Reconstruction by ELM Regression Ensemble&quot;<br /> : ''Neurocomputing''<br /> : JCR 2014 - 2.083 (Q1 CSAI) / [5-Year Impact Factor: 2.292]<br /> <br /> <br /> &lt;h3&gt;<br /> 2014<br /> &lt;/h3&gt;<br /> <br /> * Borja Ayerdi, Manuel Graña<br /> : &quot;Hyperspectral Image Nonlinear Unmixing by Ensemble ELM Regression&quot;<br /> : Jiuwen Cao et al. (Eds.): Proceedings of ELM-2014 Volume 2, Proceedings in Adaptation, Learning and Optimization1, pp. 289-297. Springer. <br /> <br /> <br /> * Borja Ayerdi, Ion Marqués and Manuel Grana<br /> : &quot;Spatially regularized semisupervised Ensembles of Extreme Learning Machines for hyperspectral image segmentation&quot;<br /> : ''Neurocomputing''<br /> : JCR 2014 - 2.083 (Q1 CSAI) / [5-Year Impact Factor: 2.292]<br /> <br /> <br /> * Borja Ayerdi, Manuel Grana<br /> : &quot;Hybrid Extreme Rotation Forest&quot;<br /> : ''Neural Networks''<br /> : JCR 2014 - 2.708 (Q1 CSAI) / [5-Year Impact Factor: 2.729]<br /> <br /> <br /> * Pawel Ksieniewicz, Dariusz Jankowski, Borja Ayerdi, Konrad Jackowski, Michal Wozniak and Manuel Graña<br /> : &quot;A Novel Hyperspectral Segmentation Algorithm - Concept and Evaluation&quot;<br /> : ''Logic Journal of the IGPL''<br /> : JCR 2012 - 1.136 (Q1 MATHEMATICS, Q1 APPLIED MATHEMATICS, Q1 LOGIC) / [5-Year Impact Factor: 0.79]<br /> <br /> <br /> &lt;h3&gt;<br /> 2013<br /> &lt;/h3&gt;<br /> <br /> * Borja Ayerdi, Ion Marqués and Manuel Grana<br /> : &quot;Spectral-spatial semi-supervised hyperspectral image segmentation using Ensembles of Extreme Learning Machines&quot;<br /> : ''ELM 2013, Beijing, October 15-17, 2013.''<br /> <br /> <br /> * J. Maiora , G. García , B. Ayerdi , M. Graña , M. De Blas<br /> : &quot;Active Learning enhanced with Expert Knowledge for Computed Tomography Image Segmentation&quot;<br /> : ''InMed 2013, Greece, 17-19 July, 2013.''<br /> <br /> <br /> * Borja Ayerdi, Josu Maiora, Manuel Graña<br /> : &quot;Aplications of Hybrid Extreme Rotation Forests for Image Segmentation&quot;<br /> : ''Journal of Hybrid Intelligent Systems''<br /> <br /> <br /> * Borja Ayerdi, Josu Maiora, Manuel Graña<br /> : &quot;Enhancing Active Learning Computed Tomography Image Segmentation with Domain Knowledge&quot;<br /> : ''HAIS 2013, Salamanca, 11-13 September, 2013.''<br /> <br /> <br /> * Borja Ayerdi, Alexandre Savio, Manuel Graña<br /> : &quot;Meta-ensembles of classifiers for Alzheimer's disease detection using independent ROI features&quot;<br /> : J.M. Ferrandez et al. (Eds.): IWINAC 2013, Part II, LNCS 7931, pp. 122--130. Springer, Heidelberg (2013) <br /> <br /> <br /> * Borja Ayerdi, Manuel Graña<br /> : &quot;On Spatial Regularization for Semisupervised Hyperspectral Image Segmentation Using Hybrid Extreme Rotation Forest&quot;<br /> : ''WHISPERS 2013, Gainesville, USA, 25-28 June, 2013.''<br /> <br /> <br /> * Darya Chyzhyk, Borja Ayerdi, Josu Maiora<br /> : &quot;Active Learning with Bootstrapped Dendritic Classifier applied to medical image segmentation&quot;<br /> : ''Pattern Recognition Letters''<br /> : JCR 2013 - 1.062 (T1, Q2 CSAI) / [5-Year Impact Factor: 1.466]<br /> <br /> <br /> * Josu Maiora, Borja Ayerdi, Manuel Graña<br /> : &quot;Random Forest Active Learning for Computed Tomography Angiography Image Segmentation&quot;<br /> : ''Neurocomputing''<br /> : JCR 2013 - 2.005 (Q1 CSAI) / [5-Year Impact Factor: 2.102]<br /> <br /> <br /> &lt;h3&gt;<br /> 2012<br /> &lt;/h3&gt;<br /> <br /> * Borja Ayerdi Vilches, Manuel Graña<br /> : &quot;Hybrid Extreme Rotation Forest&quot;.<br /> : ''ELM 2012, Singapore, 11-13 December, 2012''. <br /> <br /> <br /> * Borja Ayerdi, Josu Maiora, Manuel Graña<br /> : &quot;Active learning of Hybrid Extreme Rotation Forests for CTA image segmentation&quot;.<br /> : ''Hybrid Intelligent Systems (HIS), 2012 12th International Conference on (pp. 543-548)''. IEEE.<br /> <br /> <br /> &lt;h3&gt;<br /> 2010<br /> &lt;/h3&gt;<br /> <br /> * Ekaitz Zulueta Guerrero, Naiara Telleria Garay, Jose Manuel Lopez-Guede, Borja Ayerdi Vilches, Eider Egilegor Iragorri, David Lecumberri Castaños, Ana Belén de la Hoz Rastrollo and Carlos Pertusa Peña<br /> : &quot;Prediction of Bladder Cancer Recurrences Using Artificial Neural Networks&quot;<br /> : ''Lecture Notes in Computer Science, 2010, Volume 6076, Hybrid Artificial Intelligence Systems, Pages 492-499''.<br /> <br /> == Conferences ==<br /> <br /> * PyData 2014, Berlin ,25-27 July 2014.<br /> * Europython 2014, Berlin ,21-27 July 2014.<br /> * ELM 2013, Beijing, October 15-17, 2013.<br /> * HAIS 2013, Salamanca, 11-13 September, 2013. <br /> * WHISPERS 2013, Gainesville, USA, 25-28 June, 2013. <br /> * IWINAC 2013, Mallorca, 10-14 June, 2013. <br /> * FIA 2013, Dublin, 8-10 May, 2013. <br /> * ELM 2012, Singapore, 11-13 December 2012.<br /> * HIS 2012, Pune (India), 04-07 December 2012.<br /> <br /> == Reviewer ==<br /> <br /> * KES 2012<br /> * Pattern Recognition Letters<br /> * Neurocomputing<br /> * IEEE Journal of Selected Topics in Applied Earth Observations and Remote Sensing (JSTARS)<br /> * Pattern Analysis and Applications<br /> * InMed 2014<br /> <br /> == Organizer ==<br /> <br /> * Local organizing committee member of Europython 2015 ([http://ep2015.europython.eu/ Europython 2015])<br /> * Local organizing committee member of Python San Sebastian 2014 ([http://www.pyss.org Pyss14])<br /> * Local organizing committee member of the KES International Conference on Innovation in Medicine and Healthcare - ([http://inmed-14.innovationkt.org/ INMED 2014]) 7, 8 &amp; 9 July 2014, San Sebastian, Spain.<br /> * Local organizing committee member of the 16th International Conference on Knowledge-Based and Intelligent Information &amp; Engineering Systems – ([http://www.mirlabs.net/nwesp12/ KES 2012]) 10, 11 &amp; 12 September 2012, San Sebastian, Spain.<br /> <br /> == Other activities ==<br /> <br /> * Treasurer and board member of the non-profit Python San Sebastian society (ACPySS)<br /> * Treasurer and board member of the non-profit Euskopython society<br /> * Treasurer and board member of the non-profit Europython society (EPS)<br /> <br /> == Awards ==<br /> <br /> * Alexandre Savio, Borja Ayerdi y Manuel Graña: XIII Premio Manuel Laborde Werlinden, 2013 [http://entreprenari.com/html/cast/premios/mlaborde1.htm][http://www.basqueresearch.com/berria_irakurri.asp?Berri_Kod=4843&amp;hizk=I#.Ut475RC0qUk][http://www.diariovasco.com/20131211/economia/recibe-premio-manuel-laborde-201312111847.html][http://www.abc.es/agencias/noticia.asp?noticia=1549703][http://www.ehu.es/p200-content/es/contenidos/noticia/20131211_premio_laborde/es_laborde/20131211_premio_laborde.html]<br /> <br /> * Alexandre Savio, Borja Ayerdi y Manuel Graña: XXIV Premio Toribio Echevarria, 2014 [http://www.noticiasdegipuzkoa.com/2014/05/29/economia/los-toribio-premian-proyectos-de-tecnologia-computacional][http://www.toribioechevarria.com/eu/2013-2014ko-irabazleak/] [https://www.youtube.com/watch?v=gthFBCrw2VQ&amp;t=62m]<br /> <br /> * Videos [https://www.youtube.com/watch?v=_VUSjxMkxCo Euskadinnova] [https://www.youtube.com/watch?v=-0eNpmyOTxA Premios Toribio Echeverria]<br /> <br /> == Semana de la ciencia ==<br /> <br /> * XI Semana de la Ciencia 2011 ([http://www.diariovasco.com/v/20111112/al-dia-local/cientificos-20111112.html Diario Vasco])<br /> * XII Semana de la Ciencia 2012<br /> <br /> <br /> == Software ==<br /> * [http://www.ehu.es/ccwintco/index.php/GIC-source-code-free-libre GIC Source Code]<br /> * [http://www.ehu.es/ccwintco/uploads/6/69/HERF.tar.gz Hybrid Extreme Rotation Forest (HERF) basic code]<br /> * [http://www.ehu.es/ccwintco/uploads/c/c9/Farzad.zip Basic ELM code example]<br /> * [http://www.ehu.es/ccwintco/uploads/2/26/AdaHERF.zip Adaptative Extreme Rotation Forest (AdaHERF) python code]<br /> <br /> <br /> == Datasets ==<br /> <br /> &lt;h3&gt;General Datasets&lt;/h3&gt;<br /> <br /> * [http://www.eecs.berkeley.edu/Research/Projects/CS/vision/grouping/segbench/ The Berkeley Segmentation Dataset and Benchmark]<br /> * [http://www.ehu.es/ccwintco/index.php/Hyperspectral_Remote_Sensing_Scenes Hyperspectral Remote Sensing Images (Salinas A, Salinas C, Indian Pines, Pavia University)]<br /> * [http://archive.ics.uci.edu/ml/ UCI Machine Learning Repository]<br /> * [[GIC-experimental-databases | Post-processed datasets by Alex Savio.]]<br /> <br /> <br /> &lt;h3&gt;Hyperspectral Datasets&lt;/h3&gt;<br /> <br /> * [http://www.ehu.es/ccwintco/index.php/Hyperspectral_Remote_Sensing_Scenes Hyperspectral Remote Sensing Scenes]<br /> * [http://www.ehu.es/ccwintco/index.php/Hyperspectral_Camera_SOC710_Nature_Datasets Our own dataset!]<br /> * [http://personalpages.manchester.ac.uk/staff/david.foster/Hyperspectral_images_of_natural_scenes_04.html Foster Hyperspectral Images]<br /> * [http://www.foi.se/FOI/templates/Page____9189.aspx FOI HyperSpectral Images]<br /> * [http://www.spectir.com/download.html Spectir Hyperspectral Images]<br /> * [http://www.cvc.uab.es/color_calibration/Bristol_Hyper/ Bristol Hyperspecrtal Images]<br /> * [https://sourceforge.net/p/hyperspectralim/wiki/Home/ SourceForge repository]<br /> * [https://sourceforge.net/projects/hyperspectralim/ SourceForge Hyperspectral repository]<br /> <br /> <br /> &lt;h3&gt;Medical Datasets&lt;/h3&gt;<br /> <br /> * [http://www.oasis-brains.org OASIS]<br /> * [http://fcon_1000.projects.nitrc.org/index.html INDI - 1000 Functional Connectomes Project]<br /> * [http://adni.loni.ucla.edu/ ADNI]<br /> * [http://www.nitrc.org/projects/brainmap BrainMap]<br /> * [http://rad.med.hokudai.ac.jp/research/fa/index_e.php Fractional Anisotropy Database]<br /> * [http://insight-journal.org/midas MIDAS]<br /> * [http://www.childmind.org/en/healthy-brain-network/abide/ ABIDE]<br /> * [http://fcon_1000.projects.nitrc.org/indi/retro/cobre.html COBRE-Schizophrenia]<br /> <br /> <br /> == Target journals ==<br /> <br /> * [http://ieeexplore.ieee.org/xpl/RecentIssue.jsp?punumber=91 IEEE Transactions on Fuzzy Systems (IF 5.484)]<br /> * [http://ieeexplore.ieee.org/xpl/RecentIssue.jsp?reload=true&amp;punumber=34 IEEE Transactions on Pattern Analysis and Machine Intelligence (IF 4.795)]<br /> * [http://www.journals.elsevier.com/knowledge-based-systems/ Knowledge-Based Systems (IF 4.104)]<br /> * [http://www.journals.elsevier.com/information-sciences/ Information Sciences (IF 3.643)]<br /> * [http://ieeexplore.ieee.org/xpl/RecentIssue.jsp?punumber=36 IEEE Transactions on Geoscience and Remote Sensing (IF 3.467)]<br /> * [http://ieeexplore.ieee.org/xpl/RecentIssue.jsp?punumber=4609443 IEEE Journal of Selected Topics in Applied Earth Observations and Remote Sensing (IF 2.874))]<br /> * [http://www.springer.com/computer/ai/journal/11063 Neural Processing Letters (IF 1.240)]<br /> <br /> <br /> == Utilities ==<br /> <br /> * [http://www.ehu.es/ccwintco/uploads/2/2d/Vision_20140908.pdf Intro 08/09/2014]<br /> * [https://www.accesowok.fecyt.es/jcr JCR]<br /> * [https://www.accesowok.fecyt.es/?page_id=658 Web of Knowledge]<br /> * [https://gestion-empleado.ehu.es Gestión de empleados UPV/EHU]<br /> * [http://gestioncvb.ehu.es Gestión de aulas virtuales]<br /> * [http://moodle5.ehu.es/ MOODLE]<br /> * [https://gestion.ehu.es/gaur GAUR]<br /> * [http://www.tic.ehu.es/p265-shintrct/es/contenidos/informacion/wifi/es_wifi/wifi_manual.html Eduroam UPV/EHU]<br /> * [http://www.tic.ehu.es/p265-shintrct/es/contenidos/enlace/vpn_indice/es_indizea/vpn_indizea.html VPN UPV/EHU]<br /> * [https://github.com/borjaayerdi My github]<br /> * [https://www.linkedin.com/pub/borja-ayerdi-vilches/3a/b87/12b My LinkedIn]<br /> * [http://scholar.google.es/citations?user=bVAL794AAAAJ My Google Scholar]<br /> * [http://braincloudcomputing.com Brain Cloud Computing (BCC)]<br /> * [http://bcig.eu/ BCIG]<br /> * [http://gitlab.braincloudcomputing.com/ Gitlab]<br /> * [http://www.cpt.univ-mrs.fr/~masson/latex/Beamer-appearance-cheat-sheet.pdf Beamer appearance cheat sheet]<br /> <br /> == Tutorials ==<br /> <br /> * [[Media:Git for dummies.png | Git Cheat sheet for Dummies.]]<br /> * [http://roundhere.net/journal/virtualenv-ubuntu-12-10/ Virtual enviroment (Ubuntu)]<br /> * [http://sebastianraschka.com/Articles/2014_matrix_cheatsheet.html Matrix Cheat Sheet MATLAB, Python NumPy, R, and Julia]<br /> * [http://bioinformatiquillo.wordpress.com/2009/06/17/beamerposter-posters-elegantes-con-la-clase-latex-beamer-en-lyx-y-presentaciones-en-formato-panoramico/ Beamer poster LyX]<br /> * [http://nbviewer.ipython.org/url/jakevdp.github.com/downloads/notebooks/XKCD_plots.ipynb XKCD plots]<br /> * [https://github.com/mwaskom/ziegler Ziegler: fMRI Reporting Webapp]</div> Borja.ayerdi https://ehu.eus/ccwintco/index.php?title=Usuario:Borja.ayerdi&diff=18253 Usuario:Borja.ayerdi 2015-11-17T18:47:12Z <p>Borja.ayerdi: </p> <hr /> <div>[[Imagen:Borja-Color.jpg | right | 350px | alt=Borja Ayerdi photo]]<br /> <br /> == Borja Ayerdi Vilches ==<br /> <br /> ''Imagine the future, change the present''<br /> <br /> &lt;h3&gt;Personal Data&lt;/h3&gt;<br /> <br /> * &lt;b&gt;E-mail:&lt;/b&gt; borja.ayerdi@ehu.es <br /> <br /> * &lt;b&gt;Address:&lt;/b&gt;<br /> :Computational Intelligence Group <br /> :Computer Science Faculty - Lab. 307 <br /> :University Of The Basque Country (UPV/EHU) <br /> :Paseo Manuel Lardizabal 1 - CP: 20018 Donostia/San Sebastián (GUIPUZCOA) - Spain<br /> <br /> * &lt;b&gt;Tfno.:&lt;/b&gt; (+34) 943.01.80.47<br /> <br /> == Studies ==<br /> <br /> * Technical Engineering in Information Management (2006/2009) - Universidad del País Vasco (UPV/EHU).<br /> * Computer Science Engineer (2009/2011) - Universidad del País Vasco (UPV/EHU).<br /> * [http://www.kisa.ehu.es/ Masters Degree in Computational Engineering and Intelligent Systems] (2011/2012) - Universidad del País Vasco (UPV/EHU).<br /> * Currently: <br /> : PhD Student in the [http://www.ehu.es/ccwintco/ Computational Intelligence Group] of the Computer Science and Artificial Intelligence Department - Universidad del País Vasco (UPV/EHU).<br /> <br /> <br /> == Research Areas ==<br /> <br /> * Medical Image segmentation and registration.<br /> * Machine Learning application to medical image processing.<br /> * Extreme Learning Machines.<br /> * Hyperspectral imaging.<br /> * Social Networks.<br /> * Big data.<br /> * Active learning.<br /> * Hybrid classification ensembles.<br /> <br /> <br /> == Working experience ==<br /> <br /> * January 2012 - ongoing: [http://www.hezkuntza.ejgv.euskadi.net/r43-5552/es/contenidos/informacion/dib4/es_2035/bfi2_c.html Beca predoctoral / Predoctoral fellowship] granted by Gobierno Vasco / Basque Government.<br /> <br /> * September 2011 - December 2011: Personal Investigador Contratado / Hired researcher at Universidad del País Vasco (UPV/EHU), [http://www.ehu.es/ccwintco/ Computational Intelligence Group].<br /> : Project: EVARTRAC CIRUGÍA GUIADA POR IMAGEN: APLICACIÓN A LA REPARACIÓN ENDOVASCULAR DE ANEURISMAS DE AORTA.<br /> <br /> <br /> == Teaching ==<br /> <br /> * Computer Vision (UPV/EHU 2015/2016)<br /> * Computer Vision (UPV/EHU 2014/2015)<br /> * Machine Learning and Neural Networks (UPV/EHU 2013/2014)<br /> <br /> == Courses ==<br /> <br /> * Vitoria-Gasteiz 2009 - (Intensive Programme) Network Security and 4n6<br /> <br /> <br /> == Intership ==<br /> <br /> * 2013 - [http://www.kssk.pwr.wroc.pl/machine-learning-team/1469/?lang=en Machine Learning Group], Wrocław University of Technology, Poland with Prof. Michal Wozniak<br /> <br /> <br /> == Research projects participation ==<br /> <br /> * Proyecto: Aprendizaje cooperativo inter e intragrupal en el submodulo de escructura y arquitectura de computadores.<br /> ** Entidad adjudicataria: UPV/EHU, Proyecto de Innovación Educativa 6719.<br /> ** Investigador principal: Jose Manuel Lopez Guede.<br /> ** Fechas: 2014 – 2015.<br /> <br /> <br /> * Proyecto: Técnicas de inteligencia computacional en el proceso de imagen hiperespectral y aplicaciones.<br /> ** Entidad adjudicataria: Ministerio de Ciencia e Innovación del Gobierno Español, TIN2011-28753-C02-02.<br /> ** Investigador principal: Prof. Alicia d'Anjou.<br /> ** Fechas: 2011 – 2013.<br /> <br /> <br /> == Publications ==<br /> <br /> &lt;h3&gt;<br /> Submitted without decision<br /> &lt;/h3&gt;<br /> <br /> <br /> * Borja Ayerdi, Manuel Graña<br /> : &quot;Hyperspectral Image Analysis by Spectral-Spatial Processing and Anticipatively Tuned Hybrid Extreme Rotation Forest Classification&quot;<br /> <br /> <br /> * Borja Ayerdi, Manuel Grana<br /> : &quot;Anticipative Hybrid Extreme Rotation Forest&quot;<br /> <br /> <br /> * Ariadna Besga, Itxaso González-Ortega, Enrique Echeburúa, Alexandre Savio, Borja Ayerdi, Darya Chyzhyk, Jose LM Madrigal, Juan C. Leza, Manuel Graña, Ana González-Pinto<br /> : &quot;Discrimination between Alzheimer’s Disease and Late Onset Bipolar Disorder using multivariate analysis&quot;<br /> <br /> <br /> * Borja Ayerdi, Bartosz Krawczyk, Manuel Grana and Michal Wozniak<br /> : &quot;Combining One-Class Classifiers for Hyperspectral Image Segmentation&quot;<br /> <br /> <br /> <br /> &lt;h3&gt;<br /> 2015<br /> &lt;/h3&gt;<br /> <br /> <br /> * A Besga-Basterra, B Ayerdi, G Alcalde-Behold, A Manzano-Ramirez, P Lopetegui-Eraso, M Graña, A González-Pinto-Arrillaga<br /> : &quot;Risk factors for emergency department short time readmission in stratified population&quot;<br /> : ''Biomed Research International''<br /> : JCR 2014 - 1.579<br /> <br /> <br /> * Borja Ayerdi, Oier Echaniz, Alexandre Savio, Manuel Graña <br /> : “Automated segmentation of subcutaneous and visceral adipose tissues from MRI”<br /> : ''InMed 2015''<br /> <br /> <br /> * Borja Ayerdi, Manuel Graña<br /> : &quot;Random Forest Active Learning for Detecting Blood Vessels in Angiography&quot;<br /> : ''CORES 2015''<br /> <br /> <br /> * Ariadna Besga-Basterra, Darya Chyzhyk, Itxaso González-Ortega, Alexandre Savio, Borja Ayerdi, Jon Echeveste, Manuel Graña, Ana González-Pinto<br /> : &quot;White matter anatomical correlates with biomarkers discriminating between Alzheimer’s Disease and Late Onset Bipolar Disorder by eigenanatomy on fractional anisotropy imaging&quot;<br /> : ''Current Alzheimer Research''<br /> : JCR 2014 - 3.889 (Q1 Clin Neurol, T1 Neurosciences)<br /> <br /> <br /> * Borja Ayerdi, Manuel Graña<br /> : &quot;Hyperspectral Image Nonlinear Unmixing and Reconstruction by ELM Regression Ensemble&quot;<br /> : ''Neurocomputing''<br /> : JCR 2014 - 2.083 (Q1 CSAI) / [5-Year Impact Factor: 2.292]<br /> <br /> <br /> &lt;h3&gt;<br /> 2014<br /> &lt;/h3&gt;<br /> <br /> * Borja Ayerdi, Manuel Graña<br /> : &quot;Hyperspectral Image Nonlinear Unmixing by Ensemble ELM Regression&quot;<br /> : Jiuwen Cao et al. (Eds.): Proceedings of ELM-2014 Volume 2, Proceedings in Adaptation, Learning and Optimization1, pp. 289-297. Springer. <br /> <br /> <br /> * Borja Ayerdi, Ion Marqués and Manuel Grana<br /> : &quot;Spatially regularized semisupervised Ensembles of Extreme Learning Machines for hyperspectral image segmentation&quot;<br /> : ''Neurocomputing''<br /> : JCR 2014 - 2.083 (Q1 CSAI) / [5-Year Impact Factor: 2.292]<br /> <br /> <br /> * Borja Ayerdi, Manuel Grana<br /> : &quot;Hybrid Extreme Rotation Forest&quot;<br /> : ''Neural Networks''<br /> : JCR 2014 - 2.708 (Q1 CSAI) / [5-Year Impact Factor: 2.729]<br /> <br /> <br /> * Pawel Ksieniewicz, Dariusz Jankowski, Borja Ayerdi, Konrad Jackowski, Michal Wozniak and Manuel Graña<br /> : &quot;A Novel Hyperspectral Segmentation Algorithm - Concept and Evaluation&quot;<br /> : ''Logic Journal of the IGPL''<br /> : JCR 2012 - 1.136 (Q1 MATHEMATICS, Q1 APPLIED MATHEMATICS, Q1 LOGIC) / [5-Year Impact Factor: 0.79]<br /> <br /> <br /> &lt;h3&gt;<br /> 2013<br /> &lt;/h3&gt;<br /> <br /> * Borja Ayerdi, Ion Marqués and Manuel Grana<br /> : &quot;Spectral-spatial semi-supervised hyperspectral image segmentation using Ensembles of Extreme Learning Machines&quot;<br /> : ''ELM 2013, Beijing, October 15-17, 2013.''<br /> <br /> <br /> * J. Maiora , G. García , B. Ayerdi , M. Graña , M. De Blas<br /> : &quot;Active Learning enhanced with Expert Knowledge for Computed Tomography Image Segmentation&quot;<br /> : ''InMed 2013, Greece, 17-19 July, 2013.''<br /> <br /> <br /> * Borja Ayerdi, Josu Maiora, Manuel Graña<br /> : &quot;Aplications of Hybrid Extreme Rotation Forests for Image Segmentation&quot;<br /> : ''Journal of Hybrid Intelligent Systems''<br /> <br /> <br /> * Borja Ayerdi, Josu Maiora, Manuel Graña<br /> : &quot;Enhancing Active Learning Computed Tomography Image Segmentation with Domain Knowledge&quot;<br /> : ''HAIS 2013, Salamanca, 11-13 September, 2013.''<br /> <br /> <br /> * Borja Ayerdi, Alexandre Savio, Manuel Graña<br /> : &quot;Meta-ensembles of classifiers for Alzheimer's disease detection using independent ROI features&quot;<br /> : J.M. Ferrandez et al. (Eds.): IWINAC 2013, Part II, LNCS 7931, pp. 122--130. Springer, Heidelberg (2013) <br /> <br /> <br /> * Borja Ayerdi, Manuel Graña<br /> : &quot;On Spatial Regularization for Semisupervised Hyperspectral Image Segmentation Using Hybrid Extreme Rotation Forest&quot;<br /> : ''WHISPERS 2013, Gainesville, USA, 25-28 June, 2013.''<br /> <br /> <br /> * Darya Chyzhyk, Borja Ayerdi, Josu Maiora<br /> : &quot;Active Learning with Bootstrapped Dendritic Classifier applied to medical image segmentation&quot;<br /> : ''Pattern Recognition Letters''<br /> : JCR 2013 - 1.062 (T1, Q2 CSAI) / [5-Year Impact Factor: 1.466]<br /> <br /> <br /> * Josu Maiora, Borja Ayerdi, Manuel Graña<br /> : &quot;Random Forest Active Learning for Computed Tomography Angiography Image Segmentation&quot;<br /> : ''Neurocomputing''<br /> : JCR 2013 - 2.005 (Q1 CSAI) / [5-Year Impact Factor: 2.102]<br /> <br /> <br /> &lt;h3&gt;<br /> 2012<br /> &lt;/h3&gt;<br /> <br /> * Borja Ayerdi Vilches, Manuel Graña<br /> : &quot;Hybrid Extreme Rotation Forest&quot;.<br /> : ''ELM 2012, Singapore, 11-13 December, 2012''. <br /> <br /> <br /> * Borja Ayerdi, Josu Maiora, Manuel Graña<br /> : &quot;Active learning of Hybrid Extreme Rotation Forests for CTA image segmentation&quot;.<br /> : ''Hybrid Intelligent Systems (HIS), 2012 12th International Conference on (pp. 543-548)''. IEEE.<br /> <br /> <br /> &lt;h3&gt;<br /> 2010<br /> &lt;/h3&gt;<br /> <br /> * Ekaitz Zulueta Guerrero, Naiara Telleria Garay, Jose Manuel Lopez-Guede, Borja Ayerdi Vilches, Eider Egilegor Iragorri, David Lecumberri Castaños, Ana Belén de la Hoz Rastrollo and Carlos Pertusa Peña<br /> : &quot;Prediction of Bladder Cancer Recurrences Using Artificial Neural Networks&quot;<br /> : ''Lecture Notes in Computer Science, 2010, Volume 6076, Hybrid Artificial Intelligence Systems, Pages 492-499''.<br /> <br /> == Conferences ==<br /> <br /> * PyData 2014, Berlin ,25-27 July 2014.<br /> * Europython 2014, Berlin ,21-27 July 2014.<br /> * ELM 2013, Beijing, October 15-17, 2013.<br /> * HAIS 2013, Salamanca, 11-13 September, 2013. <br /> * WHISPERS 2013, Gainesville, USA, 25-28 June, 2013. <br /> * IWINAC 2013, Mallorca, 10-14 June, 2013. <br /> * FIA 2013, Dublin, 8-10 May, 2013. <br /> * ELM 2012, Singapore, 11-13 December 2012.<br /> * HIS 2012, Pune (India), 04-07 December 2012.<br /> <br /> == Reviewer ==<br /> <br /> * KES 2012<br /> * Pattern Recognition Letters<br /> * Neurocomputing<br /> * IEEE Journal of Selected Topics in Applied Earth Observations and Remote Sensing (JSTARS)<br /> * Pattern Analysis and Applications<br /> * InMed 2014<br /> <br /> == Organizer ==<br /> <br /> * Local organizing committee member of Europython 2015 ([http://ep2015.europython.eu/ Europython 2015])<br /> * Local organizing committee member of Python San Sebastian 2014 ([http://www.pyss.org Pyss14])<br /> * Local organizing committee member of the KES International Conference on Innovation in Medicine and Healthcare - ([http://inmed-14.innovationkt.org/ INMED 2014]) 7, 8 &amp; 9 July 2014, San Sebastian, Spain.<br /> * Local organizing committee member of the 16th International Conference on Knowledge-Based and Intelligent Information &amp; Engineering Systems – ([http://www.mirlabs.net/nwesp12/ KES 2012]) 10, 11 &amp; 12 September 2012, San Sebastian, Spain.<br /> <br /> == Other activities ==<br /> <br /> * Treasurer and board member of the non-profit Python San Sebastian society (ACPySS)<br /> * Treasurer and board member of the non-profit Euskopython society<br /> * Treasurer and board member of the non-profit Europython society (EPS)<br /> <br /> == Awards ==<br /> <br /> * Alexandre Savio, Borja Ayerdi y Manuel Graña: XIII Premio Manuel Laborde Werlinden, 2013 [http://entreprenari.com/html/cast/premios/mlaborde1.htm][http://www.basqueresearch.com/berria_irakurri.asp?Berri_Kod=4843&amp;hizk=I#.Ut475RC0qUk][http://www.diariovasco.com/20131211/economia/recibe-premio-manuel-laborde-201312111847.html][http://www.abc.es/agencias/noticia.asp?noticia=1549703][http://www.ehu.es/p200-content/es/contenidos/noticia/20131211_premio_laborde/es_laborde/20131211_premio_laborde.html]<br /> <br /> * Alexandre Savio, Borja Ayerdi y Manuel Graña: XXIV Premio Toribio Echevarria, 2014 [http://www.noticiasdegipuzkoa.com/2014/05/29/economia/los-toribio-premian-proyectos-de-tecnologia-computacional][http://www.toribioechevarria.com/eu/2013-2014ko-irabazleak/] [https://www.youtube.com/watch?v=gthFBCrw2VQ&amp;t=62m]<br /> <br /> * Videos [https://www.youtube.com/watch?v=_VUSjxMkxCo Euskadinnova] [https://www.youtube.com/watch?v=-0eNpmyOTxA Premios Toribio Echeverria]<br /> <br /> == Semana de la ciencia ==<br /> <br /> * XI Semana de la Ciencia 2011 ([http://www.diariovasco.com/v/20111112/al-dia-local/cientificos-20111112.html Diario Vasco])<br /> * XII Semana de la Ciencia 2012<br /> <br /> <br /> == Software ==<br /> * [http://www.ehu.es/ccwintco/index.php/GIC-source-code-free-libre GIC Source Code]<br /> * [http://www.ehu.es/ccwintco/uploads/6/69/HERF.tar.gz Hybrid Extreme Rotation Forest (HERF) basic code]<br /> * [http://www.ehu.es/ccwintco/uploads/c/c9/Farzad.zip Basic ELM code example]<br /> * [http://www.ehu.es/ccwintco/uploads/2/26/AdaHERF.zip Adaptative Extreme Rotation Forest (AdaHERF) python code]<br /> <br /> <br /> == Datasets ==<br /> <br /> &lt;h3&gt;General Datasets&lt;/h3&gt;<br /> <br /> * [http://www.eecs.berkeley.edu/Research/Projects/CS/vision/grouping/segbench/ The Berkeley Segmentation Dataset and Benchmark]<br /> * [http://www.ehu.es/ccwintco/index.php/Hyperspectral_Remote_Sensing_Scenes Hyperspectral Remote Sensing Images (Salinas A, Salinas C, Indian Pines, Pavia University)]<br /> * [http://archive.ics.uci.edu/ml/ UCI Machine Learning Repository]<br /> * [[GIC-experimental-databases | Post-processed datasets by Alex Savio.]]<br /> <br /> <br /> &lt;h3&gt;Hyperspectral Datasets&lt;/h3&gt;<br /> <br /> * [http://www.ehu.es/ccwintco/index.php/Hyperspectral_Remote_Sensing_Scenes Hyperspectral Remote Sensing Scenes]<br /> * [http://www.ehu.es/ccwintco/index.php/Hyperspectral_Camera_SOC710_Nature_Datasets Our own dataset!]<br /> * [http://personalpages.manchester.ac.uk/staff/david.foster/Hyperspectral_images_of_natural_scenes_04.html Foster Hyperspectral Images]<br /> * [http://www.foi.se/FOI/templates/Page____9189.aspx FOI HyperSpectral Images]<br /> * [http://www.spectir.com/download.html Spectir Hyperspectral Images]<br /> * [http://www.cvc.uab.es/color_calibration/Bristol_Hyper/ Bristol Hyperspecrtal Images]<br /> * [https://sourceforge.net/p/hyperspectralim/wiki/Home/ SourceForge repository]<br /> * [https://sourceforge.net/projects/hyperspectralim/ SourceForge Hyperspectral repository]<br /> <br /> <br /> &lt;h3&gt;Medical Datasets&lt;/h3&gt;<br /> <br /> * [http://www.oasis-brains.org OASIS]<br /> * [http://fcon_1000.projects.nitrc.org/index.html INDI - 1000 Functional Connectomes Project]<br /> * [http://adni.loni.ucla.edu/ ADNI]<br /> * [http://www.nitrc.org/projects/brainmap BrainMap]<br /> * [http://rad.med.hokudai.ac.jp/research/fa/index_e.php Fractional Anisotropy Database]<br /> * [http://insight-journal.org/midas MIDAS]<br /> * [http://www.childmind.org/en/healthy-brain-network/abide/ ABIDE]<br /> * [http://fcon_1000.projects.nitrc.org/indi/retro/cobre.html COBRE-Schizophrenia]<br /> <br /> <br /> == Target journals ==<br /> <br /> * [http://ieeexplore.ieee.org/xpl/RecentIssue.jsp?punumber=91 IEEE Transactions on Fuzzy Systems (IF 5.484)]<br /> * [http://ieeexplore.ieee.org/xpl/RecentIssue.jsp?reload=true&amp;punumber=34 IEEE Transactions on Pattern Analysis and Machine Intelligence (IF 4.795)]<br /> * [http://www.journals.elsevier.com/knowledge-based-systems/ Knowledge-Based Systems (IF 4.104)]<br /> * [http://www.journals.elsevier.com/information-sciences/ Information Sciences (IF 3.643)]<br /> * [http://ieeexplore.ieee.org/xpl/RecentIssue.jsp?punumber=36 IEEE Transactions on Geoscience and Remote Sensing (IF 3.467)]<br /> * [http://ieeexplore.ieee.org/xpl/RecentIssue.jsp?punumber=4609443 IEEE Journal of Selected Topics in Applied Earth Observations and Remote Sensing (IF 2.874))]<br /> * [http://www.springer.com/computer/ai/journal/11063 Neural Processing Letters (IF 1.240)]<br /> <br /> <br /> == Utilities ==<br /> <br /> * [http://www.ehu.es/ccwintco/uploads/2/2d/Vision_20140908.pdf Intro 08/09/2014]<br /> * [https://www.accesowok.fecyt.es/jcr JCR]<br /> * [https://www.accesowok.fecyt.es/?page_id=658 Web of Knowledge]<br /> * [https://gestion-empleado.ehu.es Gestión de empleados UPV/EHU]<br /> * [http://gestioncvb.ehu.es Gestión de aulas virtuales]<br /> * [http://moodle5.ehu.es/ MOODLE]<br /> * [https://gestion.ehu.es/gaur GAUR]<br /> * [http://www.tic.ehu.es/p265-shintrct/es/contenidos/informacion/wifi/es_wifi/wifi_manual.html Eduroam UPV/EHU]<br /> * [http://www.tic.ehu.es/p265-shintrct/es/contenidos/enlace/vpn_indice/es_indizea/vpn_indizea.html VPN UPV/EHU]<br /> * [https://github.com/borjaayerdi My github]<br /> * [https://www.linkedin.com/pub/borja-ayerdi-vilches/3a/b87/12b My LinkedIn]<br /> * [http://scholar.google.es/citations?user=bVAL794AAAAJ My Google Scholar]<br /> * [http://braincloudcomputing.com Brain Cloud Computing (BCC)]<br /> * [http://bcig.eu/ BCIG]<br /> * [http://gitlab.braincloudcomputing.com/ Gitlab]<br /> * [http://www.cpt.univ-mrs.fr/~masson/latex/Beamer-appearance-cheat-sheet.pdf Beamer appearance cheat sheet]<br /> <br /> == Tutorials ==<br /> <br /> * [[Media:Git for dummies.png | Git Cheat sheet for Dummies.]]<br /> * [http://roundhere.net/journal/virtualenv-ubuntu-12-10/ Virtual enviroment (Ubuntu)]<br /> * [http://sebastianraschka.com/Articles/2014_matrix_cheatsheet.html Matrix Cheat Sheet MATLAB, Python NumPy, R, and Julia]<br /> * [http://bioinformatiquillo.wordpress.com/2009/06/17/beamerposter-posters-elegantes-con-la-clase-latex-beamer-en-lyx-y-presentaciones-en-formato-panoramico/ Beamer poster LyX]<br /> * [http://nbviewer.ipython.org/url/jakevdp.github.com/downloads/notebooks/XKCD_plots.ipynb XKCD plots]<br /> * [https://github.com/mwaskom/ziegler Ziegler: fMRI Reporting Webapp]</div> Borja.ayerdi https://ehu.eus/ccwintco/index.php?title=Usuario:Borja.ayerdi&diff=18227 Usuario:Borja.ayerdi 2015-10-16T10:04:49Z <p>Borja.ayerdi: /* Publications */</p> <hr /> <div>[[Imagen:Borja-Color.jpg | right | 350px | alt=Borja Ayerdi photo]]<br /> <br /> == Borja Ayerdi Vilches ==<br /> <br /> ''Imagine the future, change the present''<br /> <br /> &lt;h3&gt;Personal Data&lt;/h3&gt;<br /> <br /> * &lt;b&gt;E-mail:&lt;/b&gt; borja.ayerdi@ehu.es <br /> <br /> * &lt;b&gt;Address:&lt;/b&gt;<br /> :Computational Intelligence Group <br /> :Computer Science Faculty - Lab. 307 <br /> :University Of The Basque Country (UPV/EHU) <br /> :Paseo Manuel Lardizabal 1 - CP: 20018 Donostia/San Sebastián (GUIPUZCOA) - Spain<br /> <br /> * &lt;b&gt;Tfno.:&lt;/b&gt; (+34) 943.01.80.47<br /> <br /> == Studies ==<br /> <br /> * Technical Engineering in Information Management (2006/2009) - Universidad del País Vasco (UPV/EHU).<br /> * Computer Science Engineer (2009/2011) - Universidad del País Vasco (UPV/EHU).<br /> * [http://www.kisa.ehu.es/ Masters Degree in Computational Engineering and Intelligent Systems] (2011/2012) - Universidad del País Vasco (UPV/EHU).<br /> * Currently: <br /> : PhD Student in the [http://www.ehu.es/ccwintco/ Computational Intelligence Group] of the Computer Science and Artificial Intelligence Department - Universidad del País Vasco (UPV/EHU).<br /> <br /> <br /> == Research Areas ==<br /> <br /> * Medical Image segmentation and registration.<br /> * Machine Learning application to medical image processing.<br /> * Extreme Learning Machines.<br /> * Hyperspectral imaging.<br /> * Social Networks.<br /> * Big data.<br /> * Active learning.<br /> * Hybrid classification ensembles.<br /> <br /> <br /> == Working experience ==<br /> <br /> * January 2012 - ongoing: [http://www.hezkuntza.ejgv.euskadi.net/r43-5552/es/contenidos/informacion/dib4/es_2035/bfi2_c.html Beca predoctoral / Predoctoral fellowship] granted by Gobierno Vasco / Basque Government.<br /> <br /> * September 2011 - December 2011: Personal Investigador Contratado / Hired researcher at Universidad del País Vasco (UPV/EHU), [http://www.ehu.es/ccwintco/ Computational Intelligence Group].<br /> : Project: EVARTRAC CIRUGÍA GUIADA POR IMAGEN: APLICACIÓN A LA REPARACIÓN ENDOVASCULAR DE ANEURISMAS DE AORTA.<br /> <br /> <br /> == Teaching ==<br /> <br /> * Computer Vision (UPV/EHU 2015/2016)<br /> * Computer Vision (UPV/EHU 2014/2015)<br /> * Machine Learning and Neural Networks (UPV/EHU 2013/2014)<br /> <br /> == Courses ==<br /> <br /> * Vitoria-Gasteiz 2009 - (Intensive Programme) Network Security and 4n6<br /> <br /> <br /> == Intership ==<br /> <br /> * 2013 - [http://www.kssk.pwr.wroc.pl/machine-learning-team/1469/?lang=en Machine Learning Group], Wrocław University of Technology, Poland with Prof. Michal Wozniak<br /> <br /> <br /> == Research projects participation ==<br /> <br /> * Proyecto: Aprendizaje cooperativo inter e intragrupal en el submodulo de escructura y arquitectura de computadores.<br /> ** Entidad adjudicataria: UPV/EHU, Proyecto de Innovación Educativa 6719.<br /> ** Investigador principal: Jose Manuel Lopez Guede.<br /> ** Fechas: 2014 – 2015.<br /> <br /> <br /> * Proyecto: Técnicas de inteligencia computacional en el proceso de imagen hiperespectral y aplicaciones.<br /> ** Entidad adjudicataria: Ministerio de Ciencia e Innovación del Gobierno Español, TIN2011-28753-C02-02.<br /> ** Investigador principal: Prof. Alicia d'Anjou.<br /> ** Fechas: 2011 – 2013.<br /> <br /> <br /> == Publications ==<br /> <br /> &lt;h3&gt;<br /> Submitted without decision<br /> &lt;/h3&gt;<br /> <br /> <br /> * Borja Ayerdi, Manuel Graña<br /> : &quot;Hyperspectral Image Analysis by Spectral-Spatial Processing and Anticipatively Tuned Hybrid Extreme Rotation Forest Classification&quot;<br /> <br /> <br /> * Borja Ayerdi, Manuel Grana<br /> : &quot;Anticipative Hybrid Extreme Rotation Forest&quot;<br /> <br /> <br /> * Ariadna Besga, Itxaso González-Ortega, Enrique Echeburúa, Alexandre Savio, Borja Ayerdi, Darya Chyzhyk, Jose LM Madrigal, Juan C. Leza, Manuel Graña, Ana González-Pinto<br /> : &quot;Discrimination between Alzheimer’s Disease and Late Onset Bipolar Disorder using multivariate analysis&quot;<br /> <br /> <br /> * Borja Ayerdi, Bartosz Krawczyk, Manuel Grana and Michal Wozniak<br /> : &quot;Combining One-Class Classifiers for Hyperspectral Image Segmentation&quot;<br /> <br /> <br /> <br /> &lt;h3&gt;<br /> 2015<br /> &lt;/h3&gt;<br /> <br /> <br /> * A Besga-Basterra, B Ayerdi, G Alcalde-Behold, A Manzano-Ramirez, P Lopetegui-Eraso, M Graña, A González-Pinto-Arrillaga<br /> : &quot;Risk factors for emergency department short time readmission in stratified population&quot;<br /> : ''Biomed Research International''<br /> : JCR 2014 - 1.579<br /> <br /> <br /> * Borja Ayerdi, Oier Echaniz, Alexandre Savio, Manuel Graña <br /> : “Automated segmentation of subcutaneous and visceral adipose tissues from MRI”<br /> : ''InMed 2015''<br /> <br /> <br /> * Borja Ayerdi, Manuel Graña<br /> : &quot;Random Forest Active Learning for Detecting Blood Vessels in Angiography&quot;<br /> : ''CORES 2015''<br /> <br /> <br /> * Ariadna Besga-Basterra, Darya Chyzhyk, Itxaso González-Ortega, Alexandre Savio, Borja Ayerdi, Jon Echeveste, Manuel Graña, Ana González-Pinto<br /> : &quot;White matter anatomical correlates with biomarkers discriminating between Alzheimer’s Disease and Late Onset Bipolar Disorder by eigenanatomy on fractional anisotropy imaging&quot;<br /> : ''Current Alzheimer Research''<br /> : JCR 2014 - 3.889 (Q1 Clin Neurol, T1 Neurosciences)<br /> <br /> <br /> * Borja Ayerdi, Manuel Graña<br /> : &quot;Hyperspectral Image Nonlinear Unmixing and Reconstruction by ELM Regression Ensemble&quot;<br /> : ''Neurocomputing''<br /> : JCR 2014 - 2.083 (Q1 CSAI) / [5-Year Impact Factor: 2.292]<br /> <br /> <br /> &lt;h3&gt;<br /> 2014<br /> &lt;/h3&gt;<br /> <br /> * Borja Ayerdi, Manuel Graña<br /> : &quot;Hyperspectral Image Nonlinear Unmixing by Ensemble ELM Regression&quot;<br /> : Jiuwen Cao et al. (Eds.): Proceedings of ELM-2014 Volume 2, Proceedings in Adaptation, Learning and Optimization1, pp. 289-297. Springer. <br /> <br /> <br /> * Borja Ayerdi, Ion Marqués and Manuel Grana<br /> : &quot;Spatially regularized semisupervised Ensembles of Extreme Learning Machines for hyperspectral image segmentation&quot;<br /> : ''Neurocomputing''<br /> : JCR 2014 - 2.083 (Q1 CSAI) / [5-Year Impact Factor: 2.292]<br /> <br /> <br /> * Borja Ayerdi, Manuel Grana<br /> : &quot;Hybrid Extreme Rotation Forest&quot;<br /> : ''Neural Networks''<br /> : JCR 2014 - 2.708 (Q1 CSAI) / [5-Year Impact Factor: 2.729]<br /> <br /> <br /> * Pawel Ksieniewicz, Dariusz Jankowski, Borja Ayerdi, Konrad Jackowski, Michal Wozniak and Manuel Graña<br /> : &quot;A Novel Hyperspectral Segmentation Algorithm - Concept and Evaluation&quot;<br /> : ''Logic Journal of the IGPL''<br /> : JCR 2012 - 1.136 (Q1 MATHEMATICS, Q1 APPLIED MATHEMATICS, Q1 LOGIC) / [5-Year Impact Factor: 0.79]<br /> <br /> <br /> &lt;h3&gt;<br /> 2013<br /> &lt;/h3&gt;<br /> <br /> * Borja Ayerdi, Ion Marqués and Manuel Grana<br /> : &quot;Spectral-spatial semi-supervised hyperspectral image segmentation using Ensembles of Extreme Learning Machines&quot;<br /> : ''ELM 2013, Beijing, October 15-17, 2013.''<br /> <br /> <br /> * J. Maiora , G. García , B. Ayerdi , M. Graña , M. De Blas<br /> : &quot;Active Learning enhanced with Expert Knowledge for Computed Tomography Image Segmentation&quot;<br /> : ''InMed 2013, Greece, 17-19 July, 2013.''<br /> <br /> <br /> * Borja Ayerdi, Josu Maiora, Manuel Graña<br /> : &quot;Aplications of Hybrid Extreme Rotation Forests for Image Segmentation&quot;<br /> : ''Journal of Hybrid Intelligent Systems''<br /> <br /> <br /> * Borja Ayerdi, Josu Maiora, Manuel Graña<br /> : &quot;Enhancing Active Learning Computed Tomography Image Segmentation with Domain Knowledge&quot;<br /> : ''HAIS 2013, Salamanca, 11-13 September, 2013.''<br /> <br /> <br /> * Borja Ayerdi, Alexandre Savio, Manuel Graña<br /> : &quot;Meta-ensembles of classifiers for Alzheimer's disease detection using independent ROI features&quot;<br /> : J.M. Ferrandez et al. (Eds.): IWINAC 2013, Part II, LNCS 7931, pp. 122--130. Springer, Heidelberg (2013) <br /> <br /> <br /> * Borja Ayerdi, Manuel Graña<br /> : &quot;On Spatial Regularization for Semisupervised Hyperspectral Image Segmentation Using Hybrid Extreme Rotation Forest&quot;<br /> : ''WHISPERS 2013, Gainesville, USA, 25-28 June, 2013.''<br /> <br /> <br /> * Darya Chyzhyk, Borja Ayerdi, Josu Maiora<br /> : &quot;Active Learning with Bootstrapped Dendritic Classifier applied to medical image segmentation&quot;<br /> : ''Pattern Recognition Letters''<br /> : JCR 2013 - 1.062 (T1, Q2 CSAI) / [5-Year Impact Factor: 1.466]<br /> <br /> <br /> * Josu Maiora, Borja Ayerdi, Manuel Graña<br /> : &quot;Random Forest Active Learning for Computed Tomography Angiography Image Segmentation&quot;<br /> : ''Neurocomputing''<br /> : JCR 2013 - 2.005 (Q1 CSAI) / [5-Year Impact Factor: 2.102]<br /> <br /> <br /> &lt;h3&gt;<br /> 2012<br /> &lt;/h3&gt;<br /> <br /> * Borja Ayerdi Vilches, Manuel Graña<br /> : &quot;Hybrid Extreme Rotation Forest&quot;.<br /> : ''ELM 2012, Singapore, 11-13 December, 2012''. <br /> <br /> <br /> * Borja Ayerdi, Josu Maiora, Manuel Graña<br /> : &quot;Active learning of Hybrid Extreme Rotation Forests for CTA image segmentation&quot;.<br /> : ''Hybrid Intelligent Systems (HIS), 2012 12th International Conference on (pp. 543-548)''. IEEE.<br /> <br /> <br /> &lt;h3&gt;<br /> 2010<br /> &lt;/h3&gt;<br /> <br /> * Ekaitz Zulueta Guerrero, Naiara Telleria Garay, Jose Manuel Lopez-Guede, Borja Ayerdi Vilches, Eider Egilegor Iragorri, David Lecumberri Castaños, Ana Belén de la Hoz Rastrollo and Carlos Pertusa Peña<br /> : &quot;Prediction of Bladder Cancer Recurrences Using Artificial Neural Networks&quot;<br /> : ''Lecture Notes in Computer Science, 2010, Volume 6076, Hybrid Artificial Intelligence Systems, Pages 492-499''.<br /> <br /> == Conferences ==<br /> <br /> * PyData 2014, Berlin ,25-27 July 2014.<br /> * Europython 2014, Berlin ,21-27 July 2014.<br /> * ELM 2013, Beijing, October 15-17, 2013.<br /> * HAIS 2013, Salamanca, 11-13 September, 2013. <br /> * WHISPERS 2013, Gainesville, USA, 25-28 June, 2013. <br /> * IWINAC 2013, Mallorca, 10-14 June, 2013. <br /> * FIA 2013, Dublin, 8-10 May, 2013. <br /> * ELM 2012, Singapore, 11-13 December 2012.<br /> * HIS 2012, Pune (India), 04-07 December 2012.<br /> <br /> == Reviewer ==<br /> <br /> * KES 2012<br /> * Pattern Recognition Letters<br /> * Neurocomputing<br /> * IEEE Journal of Selected Topics in Applied Earth Observations and Remote Sensing (JSTARS)<br /> * Pattern Analysis and Applications<br /> * InMed 2014<br /> <br /> == Organizer ==<br /> <br /> * Local organizing committee member of Europython 2015 ([http://ep2015.europython.eu/ Europython 2015])<br /> * Local organizing committee member of Python San Sebastian 2014 ([http://www.pyss.org Pyss14])<br /> * Local organizing committee member of the KES International Conference on Innovation in Medicine and Healthcare - ([http://inmed-14.innovationkt.org/ INMED 2014]) 7, 8 &amp; 9 July 2014, San Sebastian, Spain.<br /> * Local organizing committee member of the 16th International Conference on Knowledge-Based and Intelligent Information &amp; Engineering Systems – ([http://www.mirlabs.net/nwesp12/ KES 2012]) 10, 11 &amp; 12 September 2012, San Sebastian, Spain.<br /> <br /> == Other activities ==<br /> <br /> * Treasurer and board member of the non-profit Python San Sebastian society (ACPySS)<br /> * Treasurer and board member of the non-profit Euskopython society<br /> * Treasurer and board member of the non-profit Europython society (EPS)<br /> <br /> == Awards ==<br /> <br /> * Alexandre Savio, Borja Ayerdi y Manuel Graña: XIII Premio Manuel Laborde Werlinden, 2013 [http://entreprenari.com/html/cast/premios/mlaborde1.htm][http://www.basqueresearch.com/berria_irakurri.asp?Berri_Kod=4843&amp;hizk=I#.Ut475RC0qUk][http://www.diariovasco.com/20131211/economia/recibe-premio-manuel-laborde-201312111847.html][http://www.abc.es/agencias/noticia.asp?noticia=1549703][http://www.ehu.es/p200-content/es/contenidos/noticia/20131211_premio_laborde/es_laborde/20131211_premio_laborde.html]<br /> <br /> * Alexandre Savio, Borja Ayerdi y Manuel Graña: XXIV Premio Toribio Echevarria, 2014 [http://www.noticiasdegipuzkoa.com/2014/05/29/economia/los-toribio-premian-proyectos-de-tecnologia-computacional][http://www.toribioechevarria.com/eu/2013-2014ko-irabazleak/] [https://www.youtube.com/watch?v=gthFBCrw2VQ&amp;t=62m]<br /> <br /> * Videos [https://www.youtube.com/watch?v=_VUSjxMkxCo Euskadinnova] [https://www.youtube.com/watch?v=-0eNpmyOTxA Premios Toribio Echeverria]<br /> <br /> == Semana de la ciencia ==<br /> <br /> * XI Semana de la Ciencia 2011 ([http://www.diariovasco.com/v/20111112/al-dia-local/cientificos-20111112.html Diario Vasco])<br /> * XII Semana de la Ciencia 2012<br /> <br /> <br /> == Software ==<br /> * [http://www.ehu.es/ccwintco/index.php/GIC-source-code-free-libre GIC Source Code]<br /> * [http://www.ehu.es/ccwintco/uploads/6/69/HERF.tar.gz Hybrid Extreme Rotation Forest (HERF) basic code]<br /> * [http://www.ehu.es/ccwintco/uploads/c/c9/Farzad.zip Basic ELM code example]<br /> * [http://www.ehu.es/ccwintco/uploads/2/26/AdaHERF.zip Adaptative Extreme Rotation Forest (AdaHERF) python code]<br /> <br /> <br /> == Datasets ==<br /> <br /> &lt;h3&gt;General Datasets&lt;/h3&gt;<br /> <br /> * [http://www.eecs.berkeley.edu/Research/Projects/CS/vision/grouping/segbench/ The Berkeley Segmentation Dataset and Benchmark]<br /> * [http://www.ehu.es/ccwintco/index.php/Hyperspectral_Remote_Sensing_Scenes Hyperspectral Remote Sensing Images (Salinas A, Salinas C, Indian Pines, Pavia University)]<br /> * [http://archive.ics.uci.edu/ml/ UCI Machine Learning Repository]<br /> * [[GIC-experimental-databases | Post-processed datasets by Alex Savio.]]<br /> <br /> <br /> &lt;h3&gt;Hyperspectral Datasets&lt;/h3&gt;<br /> <br /> * [http://www.ehu.es/ccwintco/index.php/Hyperspectral_Remote_Sensing_Scenes Hyperspectral Remote Sensing Scenes]<br /> * [http://www.ehu.es/ccwintco/index.php/Hyperspectral_Camera_SOC710_Nature_Datasets Our own dataset!]<br /> * [http://personalpages.manchester.ac.uk/staff/david.foster/Hyperspectral_images_of_natural_scenes_04.html Foster Hyperspectral Images]<br /> * [http://www.foi.se/FOI/templates/Page____9189.aspx FOI HyperSpectral Images]<br /> * [http://www.spectir.com/download.html Spectir Hyperspectral Images]<br /> * [http://www.cvc.uab.es/color_calibration/Bristol_Hyper/ Bristol Hyperspecrtal Images]<br /> * [https://sourceforge.net/p/hyperspectralim/wiki/Home/ SourceForge repository]<br /> * [https://sourceforge.net/projects/hyperspectralim/ SourceForge Hyperspectral repository]<br /> <br /> <br /> &lt;h3&gt;Medical Datasets&lt;/h3&gt;<br /> <br /> * [http://www.oasis-brains.org OASIS]<br /> * [http://fcon_1000.projects.nitrc.org/index.html INDI - 1000 Functional Connectomes Project]<br /> * [http://adni.loni.ucla.edu/ ADNI]<br /> * [http://www.nitrc.org/projects/brainmap BrainMap]<br /> * [http://rad.med.hokudai.ac.jp/research/fa/index_e.php Fractional Anisotropy Database]<br /> * [http://insight-journal.org/midas MIDAS]<br /> * [http://www.childmind.org/en/healthy-brain-network/abide/ ABIDE]<br /> * [http://fcon_1000.projects.nitrc.org/indi/retro/cobre.html COBRE-Schizophrenia]<br /> <br /> <br /> == Target journals ==<br /> <br /> * [http://ieeexplore.ieee.org/xpl/RecentIssue.jsp?punumber=91 IEEE Transactions on Fuzzy Systems (IF 5.484)]<br /> * [http://ieeexplore.ieee.org/xpl/RecentIssue.jsp?reload=true&amp;punumber=34 IEEE Transactions on Pattern Analysis and Machine Intelligence (IF 4.795)]<br /> * [http://www.journals.elsevier.com/knowledge-based-systems/ Knowledge-Based Systems (IF 4.104)]<br /> * [http://www.journals.elsevier.com/information-sciences/ Information Sciences (IF 3.643)]<br /> * [http://ieeexplore.ieee.org/xpl/RecentIssue.jsp?punumber=36 IEEE Transactions on Geoscience and Remote Sensing (IF 3.467)]<br /> * [http://ieeexplore.ieee.org/xpl/RecentIssue.jsp?punumber=4609443 IEEE Journal of Selected Topics in Applied Earth Observations and Remote Sensing (IF 2.874))]<br /> * [http://www.springer.com/computer/ai/journal/11063 Neural Processing Letters (IF 1.240)]<br /> <br /> <br /> == Utilities ==<br /> <br /> * [http://www.ehu.es/ccwintco/uploads/2/2d/Vision_20140908.pdf Intro 08/09/2014]<br /> * [https://www.accesowok.fecyt.es/jcr JCR]<br /> * [https://www.accesowok.fecyt.es/?page_id=658 Web of Knowledge]<br /> * [https://gestion-empleado.ehu.es Gestión de empleados UPV/EHU]<br /> * [http://gestioncvb.ehu.es Gestión de aulas virtuales]<br /> * [http://moodle5.ehu.es/ MOODLE]<br /> * [https://gestion.ehu.es/gaur GAUR]<br /> * [http://www.tic.ehu.es/p265-shintrct/es/contenidos/informacion/wifi/es_wifi/wifi_manual.html Eduroam UPV/EHU]<br /> * [http://www.tic.ehu.es/p265-shintrct/es/contenidos/enlace/vpn_indice/es_indizea/vpn_indizea.html VPN UPV/EHU]<br /> * [https://github.com/borjaayerdi My github]<br /> * [https://www.linkedin.com/pub/borja-ayerdi-vilches/3a/b87/12b My LinkedIn]<br /> * [http://scholar.google.es/citations?user=bVAL794AAAAJ My Google Scholar]<br /> * [http://braincloudcomputing.com Brain Cloud Computing (BCC)]<br /> * [http://bcig.eu/ BCIG]<br /> * [http://gitlab.braincloudcomputing.com/ Gitlab]<br /> <br /> == Tutorials ==<br /> <br /> * [[Media:Git for dummies.png | Git Cheat sheet for Dummies.]]<br /> * [http://roundhere.net/journal/virtualenv-ubuntu-12-10/ Virtual enviroment (Ubuntu)]<br /> * [http://sebastianraschka.com/Articles/2014_matrix_cheatsheet.html Matrix Cheat Sheet MATLAB, Python NumPy, R, and Julia]<br /> * [http://bioinformatiquillo.wordpress.com/2009/06/17/beamerposter-posters-elegantes-con-la-clase-latex-beamer-en-lyx-y-presentaciones-en-formato-panoramico/ Beamer poster LyX]<br /> * [http://nbviewer.ipython.org/url/jakevdp.github.com/downloads/notebooks/XKCD_plots.ipynb XKCD plots]<br /> * [https://github.com/mwaskom/ziegler Ziegler: fMRI Reporting Webapp]</div> Borja.ayerdi https://ehu.eus/ccwintco/index.php?title=Usuario:Borja.ayerdi&diff=18225 Usuario:Borja.ayerdi 2015-10-16T09:56:38Z <p>Borja.ayerdi: /* Publications */</p> <hr /> <div>[[Imagen:Borja-Color.jpg | right | 350px | alt=Borja Ayerdi photo]]<br /> <br /> == Borja Ayerdi Vilches ==<br /> <br /> ''Imagine the future, change the present''<br /> <br /> &lt;h3&gt;Personal Data&lt;/h3&gt;<br /> <br /> * &lt;b&gt;E-mail:&lt;/b&gt; borja.ayerdi@ehu.es <br /> <br /> * &lt;b&gt;Address:&lt;/b&gt;<br /> :Computational Intelligence Group <br /> :Computer Science Faculty - Lab. 307 <br /> :University Of The Basque Country (UPV/EHU) <br /> :Paseo Manuel Lardizabal 1 - CP: 20018 Donostia/San Sebastián (GUIPUZCOA) - Spain<br /> <br /> * &lt;b&gt;Tfno.:&lt;/b&gt; (+34) 943.01.80.47<br /> <br /> == Studies ==<br /> <br /> * Technical Engineering in Information Management (2006/2009) - Universidad del País Vasco (UPV/EHU).<br /> * Computer Science Engineer (2009/2011) - Universidad del País Vasco (UPV/EHU).<br /> * [http://www.kisa.ehu.es/ Masters Degree in Computational Engineering and Intelligent Systems] (2011/2012) - Universidad del País Vasco (UPV/EHU).<br /> * Currently: <br /> : PhD Student in the [http://www.ehu.es/ccwintco/ Computational Intelligence Group] of the Computer Science and Artificial Intelligence Department - Universidad del País Vasco (UPV/EHU).<br /> <br /> <br /> == Research Areas ==<br /> <br /> * Medical Image segmentation and registration.<br /> * Machine Learning application to medical image processing.<br /> * Extreme Learning Machines.<br /> * Hyperspectral imaging.<br /> * Social Networks.<br /> * Big data.<br /> * Active learning.<br /> * Hybrid classification ensembles.<br /> <br /> <br /> == Working experience ==<br /> <br /> * January 2012 - ongoing: [http://www.hezkuntza.ejgv.euskadi.net/r43-5552/es/contenidos/informacion/dib4/es_2035/bfi2_c.html Beca predoctoral / Predoctoral fellowship] granted by Gobierno Vasco / Basque Government.<br /> <br /> * September 2011 - December 2011: Personal Investigador Contratado / Hired researcher at Universidad del País Vasco (UPV/EHU), [http://www.ehu.es/ccwintco/ Computational Intelligence Group].<br /> : Project: EVARTRAC CIRUGÍA GUIADA POR IMAGEN: APLICACIÓN A LA REPARACIÓN ENDOVASCULAR DE ANEURISMAS DE AORTA.<br /> <br /> <br /> == Teaching ==<br /> <br /> * Computer Vision (UPV/EHU 2015/2016)<br /> * Computer Vision (UPV/EHU 2014/2015)<br /> * Machine Learning and Neural Networks (UPV/EHU 2013/2014)<br /> <br /> == Courses ==<br /> <br /> * Vitoria-Gasteiz 2009 - (Intensive Programme) Network Security and 4n6<br /> <br /> <br /> == Intership ==<br /> <br /> * 2013 - [http://www.kssk.pwr.wroc.pl/machine-learning-team/1469/?lang=en Machine Learning Group], Wrocław University of Technology, Poland with Prof. Michal Wozniak<br /> <br /> <br /> == Research projects participation ==<br /> <br /> * Proyecto: Aprendizaje cooperativo inter e intragrupal en el submodulo de escructura y arquitectura de computadores.<br /> ** Entidad adjudicataria: UPV/EHU, Proyecto de Innovación Educativa 6719.<br /> ** Investigador principal: Jose Manuel Lopez Guede.<br /> ** Fechas: 2014 – 2015.<br /> <br /> <br /> * Proyecto: Técnicas de inteligencia computacional en el proceso de imagen hiperespectral y aplicaciones.<br /> ** Entidad adjudicataria: Ministerio de Ciencia e Innovación del Gobierno Español, TIN2011-28753-C02-02.<br /> ** Investigador principal: Prof. Alicia d'Anjou.<br /> ** Fechas: 2011 – 2013.<br /> <br /> <br /> == Publications ==<br /> <br /> &lt;h3&gt;<br /> Submitted without decision<br /> &lt;/h3&gt;<br /> <br /> * Borja Ayerdi, Manuel Grana<br /> : &quot;Anticipative Hybrid Extreme Rotation Forest&quot;<br /> <br /> <br /> * Ariadna Besga, Itxaso González-Ortega, Enrique Echeburúa, Alexandre Savio, Borja Ayerdi, Darya Chyzhyk, Jose LM Madrigal, Juan C. Leza, Manuel Graña, Ana González-Pinto<br /> : &quot;Discrimination between Alzheimer’s Disease and Late Onset Bipolar Disorder using multivariate analysis&quot;<br /> <br /> <br /> * Borja Ayerdi, Bartosz Krawczyk, Manuel Grana and Michal Wozniak<br /> : &quot;Combining One-Class Classifiers for Hyperspectral Image Segmentation&quot;<br /> <br /> <br /> <br /> &lt;h3&gt;<br /> 2015<br /> &lt;/h3&gt;<br /> <br /> <br /> * A Besga-Basterra, B Ayerdi, G Alcalde-Behold, A Manzano-Ramirez, P Lopetegui-Eraso, M Graña, A González-Pinto-Arrillaga<br /> : &quot;Risk factors for emergency department short time readmission in stratified population&quot;<br /> : ''Biomed Research International''<br /> : JCR 2014 - 1.579<br /> <br /> <br /> * Borja Ayerdi, Oier Echaniz, Alexandre Savio, Manuel Graña <br /> : “Automated segmentation of subcutaneous and visceral adipose tissues from MRI”<br /> : ''InMed 2015''<br /> <br /> <br /> * Borja Ayerdi, Manuel Graña<br /> : &quot;Random Forest Active Learning for Detecting Blood Vessels in Angiography&quot;<br /> : ''CORES 2015''<br /> <br /> <br /> * Ariadna Besga-Basterra, Darya Chyzhyk, Itxaso González-Ortega, Alexandre Savio, Borja Ayerdi, Jon Echeveste, Manuel Graña, Ana González-Pinto<br /> : &quot;White matter anatomical correlates with biomarkers discriminating between Alzheimer’s Disease and Late Onset Bipolar Disorder by eigenanatomy on fractional anisotropy imaging&quot;<br /> : ''Current Alzheimer Research''<br /> : JCR 2014 - 3.889 (Q1 Clin Neurol, T1 Neurosciences)<br /> <br /> <br /> * Borja Ayerdi, Manuel Graña<br /> : &quot;Hyperspectral Image Nonlinear Unmixing and Reconstruction by ELM Regression Ensemble&quot;<br /> : ''Neurocomputing''<br /> : JCR 2014 - 2.083 (Q1 CSAI) / [5-Year Impact Factor: 2.292]<br /> <br /> <br /> &lt;h3&gt;<br /> 2014<br /> &lt;/h3&gt;<br /> <br /> * Borja Ayerdi, Manuel Graña<br /> : &quot;Hyperspectral Image Nonlinear Unmixing by Ensemble ELM Regression&quot;<br /> : Jiuwen Cao et al. (Eds.): Proceedings of ELM-2014 Volume 2, Proceedings in Adaptation, Learning and Optimization1, pp. 289-297. Springer. <br /> <br /> <br /> * Borja Ayerdi, Ion Marqués and Manuel Grana<br /> : &quot;Spatially regularized semisupervised Ensembles of Extreme Learning Machines for hyperspectral image segmentation&quot;<br /> : ''Neurocomputing''<br /> : JCR 2014 - 2.083 (Q1 CSAI) / [5-Year Impact Factor: 2.292]<br /> <br /> <br /> * Borja Ayerdi, Manuel Grana<br /> : &quot;Hybrid Extreme Rotation Forest&quot;<br /> : ''Neural Networks''<br /> : JCR 2014 - 2.708 (Q1 CSAI) / [5-Year Impact Factor: 2.729]<br /> <br /> <br /> * Pawel Ksieniewicz, Dariusz Jankowski, Borja Ayerdi, Konrad Jackowski, Michal Wozniak and Manuel Graña<br /> : &quot;A Novel Hyperspectral Segmentation Algorithm - Concept and Evaluation&quot;<br /> : ''Logic Journal of the IGPL''<br /> : JCR 2012 - 1.136 (Q1 MATHEMATICS, Q1 APPLIED MATHEMATICS, Q1 LOGIC) / [5-Year Impact Factor: 0.79]<br /> <br /> <br /> &lt;h3&gt;<br /> 2013<br /> &lt;/h3&gt;<br /> <br /> * Borja Ayerdi, Ion Marqués and Manuel Grana<br /> : &quot;Spectral-spatial semi-supervised hyperspectral image segmentation using Ensembles of Extreme Learning Machines&quot;<br /> : ''ELM 2013, Beijing, October 15-17, 2013.''<br /> <br /> <br /> * J. Maiora , G. García , B. Ayerdi , M. Graña , M. De Blas<br /> : &quot;Active Learning enhanced with Expert Knowledge for Computed Tomography Image Segmentation&quot;<br /> : ''InMed 2013, Greece, 17-19 July, 2013.''<br /> <br /> <br /> * Borja Ayerdi, Josu Maiora, Manuel Graña<br /> : &quot;Aplications of Hybrid Extreme Rotation Forests for Image Segmentation&quot;<br /> : ''Journal of Hybrid Intelligent Systems''<br /> <br /> <br /> * Borja Ayerdi, Josu Maiora, Manuel Graña<br /> : &quot;Enhancing Active Learning Computed Tomography Image Segmentation with Domain Knowledge&quot;<br /> : ''HAIS 2013, Salamanca, 11-13 September, 2013.''<br /> <br /> <br /> * Borja Ayerdi, Alexandre Savio, Manuel Graña<br /> : &quot;Meta-ensembles of classifiers for Alzheimer's disease detection using independent ROI features&quot;<br /> : J.M. Ferrandez et al. (Eds.): IWINAC 2013, Part II, LNCS 7931, pp. 122--130. Springer, Heidelberg (2013) <br /> <br /> <br /> * Borja Ayerdi, Manuel Graña<br /> : &quot;On Spatial Regularization for Semisupervised Hyperspectral Image Segmentation Using Hybrid Extreme Rotation Forest&quot;<br /> : ''WHISPERS 2013, Gainesville, USA, 25-28 June, 2013.''<br /> <br /> <br /> * Darya Chyzhyk, Borja Ayerdi, Josu Maiora<br /> : &quot;Active Learning with Bootstrapped Dendritic Classifier applied to medical image segmentation&quot;<br /> : ''Pattern Recognition Letters''<br /> : JCR 2013 - 1.062 (T1, Q2 CSAI) / [5-Year Impact Factor: 1.466]<br /> <br /> <br /> * Josu Maiora, Borja Ayerdi, Manuel Graña<br /> : &quot;Random Forest Active Learning for Computed Tomography Angiography Image Segmentation&quot;<br /> : ''Neurocomputing''<br /> : JCR 2013 - 2.005 (Q1 CSAI) / [5-Year Impact Factor: 2.102]<br /> <br /> <br /> &lt;h3&gt;<br /> 2012<br /> &lt;/h3&gt;<br /> <br /> * Borja Ayerdi Vilches, Manuel Graña<br /> : &quot;Hybrid Extreme Rotation Forest&quot;.<br /> : ''ELM 2012, Singapore, 11-13 December, 2012''. <br /> <br /> <br /> * Borja Ayerdi, Josu Maiora, Manuel Graña<br /> : &quot;Active learning of Hybrid Extreme Rotation Forests for CTA image segmentation&quot;.<br /> : ''Hybrid Intelligent Systems (HIS), 2012 12th International Conference on (pp. 543-548)''. IEEE.<br /> <br /> <br /> &lt;h3&gt;<br /> 2010<br /> &lt;/h3&gt;<br /> <br /> * Ekaitz Zulueta Guerrero, Naiara Telleria Garay, Jose Manuel Lopez-Guede, Borja Ayerdi Vilches, Eider Egilegor Iragorri, David Lecumberri Castaños, Ana Belén de la Hoz Rastrollo and Carlos Pertusa Peña<br /> : &quot;Prediction of Bladder Cancer Recurrences Using Artificial Neural Networks&quot;<br /> : ''Lecture Notes in Computer Science, 2010, Volume 6076, Hybrid Artificial Intelligence Systems, Pages 492-499''.<br /> <br /> == Conferences ==<br /> <br /> * PyData 2014, Berlin ,25-27 July 2014.<br /> * Europython 2014, Berlin ,21-27 July 2014.<br /> * ELM 2013, Beijing, October 15-17, 2013.<br /> * HAIS 2013, Salamanca, 11-13 September, 2013. <br /> * WHISPERS 2013, Gainesville, USA, 25-28 June, 2013. <br /> * IWINAC 2013, Mallorca, 10-14 June, 2013. <br /> * FIA 2013, Dublin, 8-10 May, 2013. <br /> * ELM 2012, Singapore, 11-13 December 2012.<br /> * HIS 2012, Pune (India), 04-07 December 2012.<br /> <br /> == Reviewer ==<br /> <br /> * KES 2012<br /> * Pattern Recognition Letters<br /> * Neurocomputing<br /> * IEEE Journal of Selected Topics in Applied Earth Observations and Remote Sensing (JSTARS)<br /> * Pattern Analysis and Applications<br /> * InMed 2014<br /> <br /> == Organizer ==<br /> <br /> * Local organizing committee member of Europython 2015 ([http://ep2015.europython.eu/ Europython 2015])<br /> * Local organizing committee member of Python San Sebastian 2014 ([http://www.pyss.org Pyss14])<br /> * Local organizing committee member of the KES International Conference on Innovation in Medicine and Healthcare - ([http://inmed-14.innovationkt.org/ INMED 2014]) 7, 8 &amp; 9 July 2014, San Sebastian, Spain.<br /> * Local organizing committee member of the 16th International Conference on Knowledge-Based and Intelligent Information &amp; Engineering Systems – ([http://www.mirlabs.net/nwesp12/ KES 2012]) 10, 11 &amp; 12 September 2012, San Sebastian, Spain.<br /> <br /> == Other activities ==<br /> <br /> * Treasurer and board member of the non-profit Python San Sebastian society (ACPySS)<br /> * Treasurer and board member of the non-profit Euskopython society<br /> * Treasurer and board member of the non-profit Europython society (EPS)<br /> <br /> == Awards ==<br /> <br /> * Alexandre Savio, Borja Ayerdi y Manuel Graña: XIII Premio Manuel Laborde Werlinden, 2013 [http://entreprenari.com/html/cast/premios/mlaborde1.htm][http://www.basqueresearch.com/berria_irakurri.asp?Berri_Kod=4843&amp;hizk=I#.Ut475RC0qUk][http://www.diariovasco.com/20131211/economia/recibe-premio-manuel-laborde-201312111847.html][http://www.abc.es/agencias/noticia.asp?noticia=1549703][http://www.ehu.es/p200-content/es/contenidos/noticia/20131211_premio_laborde/es_laborde/20131211_premio_laborde.html]<br /> <br /> * Alexandre Savio, Borja Ayerdi y Manuel Graña: XXIV Premio Toribio Echevarria, 2014 [http://www.noticiasdegipuzkoa.com/2014/05/29/economia/los-toribio-premian-proyectos-de-tecnologia-computacional][http://www.toribioechevarria.com/eu/2013-2014ko-irabazleak/] [https://www.youtube.com/watch?v=gthFBCrw2VQ&amp;t=62m]<br /> <br /> * Videos [https://www.youtube.com/watch?v=_VUSjxMkxCo Euskadinnova] [https://www.youtube.com/watch?v=-0eNpmyOTxA Premios Toribio Echeverria]<br /> <br /> == Semana de la ciencia ==<br /> <br /> * XI Semana de la Ciencia 2011 ([http://www.diariovasco.com/v/20111112/al-dia-local/cientificos-20111112.html Diario Vasco])<br /> * XII Semana de la Ciencia 2012<br /> <br /> <br /> == Software ==<br /> * [http://www.ehu.es/ccwintco/index.php/GIC-source-code-free-libre GIC Source Code]<br /> * [http://www.ehu.es/ccwintco/uploads/6/69/HERF.tar.gz Hybrid Extreme Rotation Forest (HERF) basic code]<br /> * [http://www.ehu.es/ccwintco/uploads/c/c9/Farzad.zip Basic ELM code example]<br /> * [http://www.ehu.es/ccwintco/uploads/2/26/AdaHERF.zip Adaptative Extreme Rotation Forest (AdaHERF) python code]<br /> <br /> <br /> == Datasets ==<br /> <br /> &lt;h3&gt;General Datasets&lt;/h3&gt;<br /> <br /> * [http://www.eecs.berkeley.edu/Research/Projects/CS/vision/grouping/segbench/ The Berkeley Segmentation Dataset and Benchmark]<br /> * [http://www.ehu.es/ccwintco/index.php/Hyperspectral_Remote_Sensing_Scenes Hyperspectral Remote Sensing Images (Salinas A, Salinas C, Indian Pines, Pavia University)]<br /> * [http://archive.ics.uci.edu/ml/ UCI Machine Learning Repository]<br /> * [[GIC-experimental-databases | Post-processed datasets by Alex Savio.]]<br /> <br /> <br /> &lt;h3&gt;Hyperspectral Datasets&lt;/h3&gt;<br /> <br /> * [http://www.ehu.es/ccwintco/index.php/Hyperspectral_Remote_Sensing_Scenes Hyperspectral Remote Sensing Scenes]<br /> * [http://www.ehu.es/ccwintco/index.php/Hyperspectral_Camera_SOC710_Nature_Datasets Our own dataset!]<br /> * [http://personalpages.manchester.ac.uk/staff/david.foster/Hyperspectral_images_of_natural_scenes_04.html Foster Hyperspectral Images]<br /> * [http://www.foi.se/FOI/templates/Page____9189.aspx FOI HyperSpectral Images]<br /> * [http://www.spectir.com/download.html Spectir Hyperspectral Images]<br /> * [http://www.cvc.uab.es/color_calibration/Bristol_Hyper/ Bristol Hyperspecrtal Images]<br /> * [https://sourceforge.net/p/hyperspectralim/wiki/Home/ SourceForge repository]<br /> * [https://sourceforge.net/projects/hyperspectralim/ SourceForge Hyperspectral repository]<br /> <br /> <br /> &lt;h3&gt;Medical Datasets&lt;/h3&gt;<br /> <br /> * [http://www.oasis-brains.org OASIS]<br /> * [http://fcon_1000.projects.nitrc.org/index.html INDI - 1000 Functional Connectomes Project]<br /> * [http://adni.loni.ucla.edu/ ADNI]<br /> * [http://www.nitrc.org/projects/brainmap BrainMap]<br /> * [http://rad.med.hokudai.ac.jp/research/fa/index_e.php Fractional Anisotropy Database]<br /> * [http://insight-journal.org/midas MIDAS]<br /> * [http://www.childmind.org/en/healthy-brain-network/abide/ ABIDE]<br /> * [http://fcon_1000.projects.nitrc.org/indi/retro/cobre.html COBRE-Schizophrenia]<br /> <br /> <br /> == Target journals ==<br /> <br /> * [http://ieeexplore.ieee.org/xpl/RecentIssue.jsp?punumber=91 IEEE Transactions on Fuzzy Systems (IF 5.484)]<br /> * [http://ieeexplore.ieee.org/xpl/RecentIssue.jsp?reload=true&amp;punumber=34 IEEE Transactions on Pattern Analysis and Machine Intelligence (IF 4.795)]<br /> * [http://www.journals.elsevier.com/knowledge-based-systems/ Knowledge-Based Systems (IF 4.104)]<br /> * [http://www.journals.elsevier.com/information-sciences/ Information Sciences (IF 3.643)]<br /> * [http://ieeexplore.ieee.org/xpl/RecentIssue.jsp?punumber=36 IEEE Transactions on Geoscience and Remote Sensing (IF 3.467)]<br /> * [http://ieeexplore.ieee.org/xpl/RecentIssue.jsp?punumber=4609443 IEEE Journal of Selected Topics in Applied Earth Observations and Remote Sensing (IF 2.874))]<br /> * [http://www.springer.com/computer/ai/journal/11063 Neural Processing Letters (IF 1.240)]<br /> <br /> <br /> == Utilities ==<br /> <br /> * [http://www.ehu.es/ccwintco/uploads/2/2d/Vision_20140908.pdf Intro 08/09/2014]<br /> * [https://www.accesowok.fecyt.es/jcr JCR]<br /> * [https://www.accesowok.fecyt.es/?page_id=658 Web of Knowledge]<br /> * [https://gestion-empleado.ehu.es Gestión de empleados UPV/EHU]<br /> * [http://gestioncvb.ehu.es Gestión de aulas virtuales]<br /> * [http://moodle5.ehu.es/ MOODLE]<br /> * [https://gestion.ehu.es/gaur GAUR]<br /> * [http://www.tic.ehu.es/p265-shintrct/es/contenidos/informacion/wifi/es_wifi/wifi_manual.html Eduroam UPV/EHU]<br /> * [http://www.tic.ehu.es/p265-shintrct/es/contenidos/enlace/vpn_indice/es_indizea/vpn_indizea.html VPN UPV/EHU]<br /> * [https://github.com/borjaayerdi My github]<br /> * [https://www.linkedin.com/pub/borja-ayerdi-vilches/3a/b87/12b My LinkedIn]<br /> * [http://scholar.google.es/citations?user=bVAL794AAAAJ My Google Scholar]<br /> * [http://braincloudcomputing.com Brain Cloud Computing (BCC)]<br /> * [http://bcig.eu/ BCIG]<br /> * [http://gitlab.braincloudcomputing.com/ Gitlab]<br /> <br /> == Tutorials ==<br /> <br /> * [[Media:Git for dummies.png | Git Cheat sheet for Dummies.]]<br /> * [http://roundhere.net/journal/virtualenv-ubuntu-12-10/ Virtual enviroment (Ubuntu)]<br /> * [http://sebastianraschka.com/Articles/2014_matrix_cheatsheet.html Matrix Cheat Sheet MATLAB, Python NumPy, R, and Julia]<br /> * [http://bioinformatiquillo.wordpress.com/2009/06/17/beamerposter-posters-elegantes-con-la-clase-latex-beamer-en-lyx-y-presentaciones-en-formato-panoramico/ Beamer poster LyX]<br /> * [http://nbviewer.ipython.org/url/jakevdp.github.com/downloads/notebooks/XKCD_plots.ipynb XKCD plots]<br /> * [https://github.com/mwaskom/ziegler Ziegler: fMRI Reporting Webapp]</div> Borja.ayerdi https://ehu.eus/ccwintco/index.php?title=Usuario:Borja.ayerdi&diff=18223 Usuario:Borja.ayerdi 2015-10-16T09:52:33Z <p>Borja.ayerdi: /* Publications */</p> <hr /> <div>[[Imagen:Borja-Color.jpg | right | 350px | alt=Borja Ayerdi photo]]<br /> <br /> == Borja Ayerdi Vilches ==<br /> <br /> ''Imagine the future, change the present''<br /> <br /> &lt;h3&gt;Personal Data&lt;/h3&gt;<br /> <br /> * &lt;b&gt;E-mail:&lt;/b&gt; borja.ayerdi@ehu.es <br /> <br /> * &lt;b&gt;Address:&lt;/b&gt;<br /> :Computational Intelligence Group <br /> :Computer Science Faculty - Lab. 307 <br /> :University Of The Basque Country (UPV/EHU) <br /> :Paseo Manuel Lardizabal 1 - CP: 20018 Donostia/San Sebastián (GUIPUZCOA) - Spain<br /> <br /> * &lt;b&gt;Tfno.:&lt;/b&gt; (+34) 943.01.80.47<br /> <br /> == Studies ==<br /> <br /> * Technical Engineering in Information Management (2006/2009) - Universidad del País Vasco (UPV/EHU).<br /> * Computer Science Engineer (2009/2011) - Universidad del País Vasco (UPV/EHU).<br /> * [http://www.kisa.ehu.es/ Masters Degree in Computational Engineering and Intelligent Systems] (2011/2012) - Universidad del País Vasco (UPV/EHU).<br /> * Currently: <br /> : PhD Student in the [http://www.ehu.es/ccwintco/ Computational Intelligence Group] of the Computer Science and Artificial Intelligence Department - Universidad del País Vasco (UPV/EHU).<br /> <br /> <br /> == Research Areas ==<br /> <br /> * Medical Image segmentation and registration.<br /> * Machine Learning application to medical image processing.<br /> * Extreme Learning Machines.<br /> * Hyperspectral imaging.<br /> * Social Networks.<br /> * Big data.<br /> * Active learning.<br /> * Hybrid classification ensembles.<br /> <br /> <br /> == Working experience ==<br /> <br /> * January 2012 - ongoing: [http://www.hezkuntza.ejgv.euskadi.net/r43-5552/es/contenidos/informacion/dib4/es_2035/bfi2_c.html Beca predoctoral / Predoctoral fellowship] granted by Gobierno Vasco / Basque Government.<br /> <br /> * September 2011 - December 2011: Personal Investigador Contratado / Hired researcher at Universidad del País Vasco (UPV/EHU), [http://www.ehu.es/ccwintco/ Computational Intelligence Group].<br /> : Project: EVARTRAC CIRUGÍA GUIADA POR IMAGEN: APLICACIÓN A LA REPARACIÓN ENDOVASCULAR DE ANEURISMAS DE AORTA.<br /> <br /> <br /> == Teaching ==<br /> <br /> * Computer Vision (UPV/EHU 2015/2016)<br /> * Computer Vision (UPV/EHU 2014/2015)<br /> * Machine Learning and Neural Networks (UPV/EHU 2013/2014)<br /> <br /> == Courses ==<br /> <br /> * Vitoria-Gasteiz 2009 - (Intensive Programme) Network Security and 4n6<br /> <br /> <br /> == Intership ==<br /> <br /> * 2013 - [http://www.kssk.pwr.wroc.pl/machine-learning-team/1469/?lang=en Machine Learning Group], Wrocław University of Technology, Poland with Prof. Michal Wozniak<br /> <br /> <br /> == Research projects participation ==<br /> <br /> * Proyecto: Aprendizaje cooperativo inter e intragrupal en el submodulo de escructura y arquitectura de computadores.<br /> ** Entidad adjudicataria: UPV/EHU, Proyecto de Innovación Educativa 6719.<br /> ** Investigador principal: Jose Manuel Lopez Guede.<br /> ** Fechas: 2014 – 2015.<br /> <br /> <br /> * Proyecto: Técnicas de inteligencia computacional en el proceso de imagen hiperespectral y aplicaciones.<br /> ** Entidad adjudicataria: Ministerio de Ciencia e Innovación del Gobierno Español, TIN2011-28753-C02-02.<br /> ** Investigador principal: Prof. Alicia d'Anjou.<br /> ** Fechas: 2011 – 2013.<br /> <br /> <br /> == Publications ==<br /> <br /> &lt;h3&gt;<br /> Submitted without decision<br /> &lt;/h3&gt;<br /> <br /> * Borja Ayerdi, Manuel Grana<br /> : &quot;Anticipative Hybrid Extreme Rotation Forest&quot;<br /> <br /> <br /> * Ariadna Besga, Itxaso González-Ortega, Enrique Echeburúa, Alexandre Savio, Borja Ayerdi, Darya Chyzhyk, Jose LM Madrigal, Juan C. Leza, Manuel Graña, Ana González-Pinto<br /> : &quot;Discrimination between Alzheimer’s Disease and Late Onset Bipolar Disorder using multivariate analysis&quot;<br /> <br /> <br /> * Borja Ayerdi, Bartosz Krawczyk, Manuel Grana and Michal Wozniak<br /> : &quot;Combining One-Class Classifiers for Hyperspectral Image Segmentation&quot;<br /> <br /> <br /> <br /> &lt;h3&gt;<br /> 2015<br /> &lt;/h3&gt;<br /> <br /> <br /> * A Besga-Basterra, B Ayerdi, G Alcalde-Behold, A Manzano-Ramirez, P Lopetegui-Eraso, M Graña, A González-Pinto-Arrillaga<br /> : &quot;Risk factors for emergency department short time readmission in stratified population&quot;<br /> : ''Biomed Research International''<br /> : JCR 2014 - 1.579<br /> <br /> <br /> * Borja Ayerdi, Oier Echaniz, Alexandre Savio, Manuel Graña <br /> : “Automated segmentation of subcutaneous and visceral adipose tissues from MRI”<br /> : ''InMed 2015''<br /> <br /> <br /> * Borja Ayerdi, Manuel Graña<br /> : &quot;Random Forest Active Learning for Detecting Blood Vessels in Angiography&quot;<br /> : ''CORES 2015''<br /> <br /> <br /> * Ariadna Besga-Basterra, Darya Chyzhyk, Itxaso González-Ortega, Alexandre Savio, Borja Ayerdi, Jon Echeveste, Manuel Graña, Ana González-Pinto<br /> : &quot;White matter anatomical correlates with biomarkers discriminating between Alzheimer’s Disease and Late Onset Bipolar Disorder by eigenanatomy on fractional anisotropy imaging&quot;<br /> : ''Current Alzheimer Research''<br /> : JCR 2013 - 3.796 (Q1 Clin Neurol, T1 Neurosciences)<br /> <br /> <br /> * Borja Ayerdi, Manuel Graña<br /> : &quot;Hyperspectral Image Nonlinear Unmixing and Reconstruction by ELM Regression Ensemble&quot;<br /> : ''Neurocomputing''<br /> : JCR 2013 - 2.005 (Q1 CSAI) / [5-Year Impact Factor: 2.102]<br /> <br /> <br /> &lt;h3&gt;<br /> 2014<br /> &lt;/h3&gt;<br /> <br /> * Borja Ayerdi, Manuel Graña<br /> : &quot;Hyperspectral Image Nonlinear Unmixing by Ensemble ELM Regression&quot;<br /> : Jiuwen Cao et al. (Eds.): Proceedings of ELM-2014 Volume 2, Proceedings in Adaptation, Learning and Optimization1, pp. 289-297. Springer. <br /> <br /> <br /> * Borja Ayerdi, Ion Marqués and Manuel Grana<br /> : &quot;Spatially regularized semisupervised Ensembles of Extreme Learning Machines for hyperspectral image segmentation&quot;<br /> : ''Neurocomputing''<br /> : JCR 2013 - 2.005 (Q1 CSAI) / [5-Year Impact Factor: 2.102]<br /> <br /> <br /> * Borja Ayerdi, Manuel Grana<br /> : &quot;Hybrid Extreme Rotation Forest&quot;<br /> : ''Neural Networks''<br /> : JCR 2013 - 2.076 (Q1 CSAI) / [5-Year Impact Factor: 2.516]<br /> <br /> <br /> * Pawel Ksieniewicz, Dariusz Jankowski, Borja Ayerdi, Konrad Jackowski, Michal Wozniak and Manuel Graña<br /> : &quot;A Novel Hyperspectral Segmentation Algorithm - Concept and Evaluation&quot;<br /> : ''Logic Journal of the IGPL''<br /> : JCR 2012 - 1.136 (Q1 MATHEMATICS, Q1 APPLIED MATHEMATICS, Q1 LOGIC) / [5-Year Impact Factor: 0.79]<br /> <br /> <br /> &lt;h3&gt;<br /> 2013<br /> &lt;/h3&gt;<br /> <br /> * Borja Ayerdi, Ion Marqués and Manuel Grana<br /> : &quot;Spectral-spatial semi-supervised hyperspectral image segmentation using Ensembles of Extreme Learning Machines&quot;<br /> : ''ELM 2013, Beijing, October 15-17, 2013.''<br /> <br /> <br /> * J. Maiora , G. García , B. Ayerdi , M. Graña , M. De Blas<br /> : &quot;Active Learning enhanced with Expert Knowledge for Computed Tomography Image Segmentation&quot;<br /> : ''InMed 2013, Greece, 17-19 July, 2013.''<br /> <br /> <br /> * Borja Ayerdi, Josu Maiora, Manuel Graña<br /> : &quot;Aplications of Hybrid Extreme Rotation Forests for Image Segmentation&quot;<br /> : ''Journal of Hybrid Intelligent Systems''<br /> <br /> <br /> * Borja Ayerdi, Josu Maiora, Manuel Graña<br /> : &quot;Enhancing Active Learning Computed Tomography Image Segmentation with Domain Knowledge&quot;<br /> : ''HAIS 2013, Salamanca, 11-13 September, 2013.''<br /> <br /> <br /> * Borja Ayerdi, Alexandre Savio, Manuel Graña<br /> : &quot;Meta-ensembles of classifiers for Alzheimer's disease detection using independent ROI features&quot;<br /> : J.M. Ferrandez et al. (Eds.): IWINAC 2013, Part II, LNCS 7931, pp. 122--130. Springer, Heidelberg (2013) <br /> <br /> <br /> * Borja Ayerdi, Manuel Graña<br /> : &quot;On Spatial Regularization for Semisupervised Hyperspectral Image Segmentation Using Hybrid Extreme Rotation Forest&quot;<br /> : ''WHISPERS 2013, Gainesville, USA, 25-28 June, 2013.''<br /> <br /> <br /> * Darya Chyzhyk, Borja Ayerdi, Josu Maiora<br /> : &quot;Active Learning with Bootstrapped Dendritic Classifier applied to medical image segmentation&quot;<br /> : ''Pattern Recognition Letters''<br /> : JCR 2013 - 1.062 (T1, Q2 CSAI) / [5-Year Impact Factor: 1.466]<br /> <br /> <br /> * Josu Maiora, Borja Ayerdi, Manuel Graña<br /> : &quot;Random Forest Active Learning for Computed Tomography Angiography Image Segmentation&quot;<br /> : ''Neurocomputing''<br /> : JCR 2013 - 2.005 (Q1 CSAI) / [5-Year Impact Factor: 2.102]<br /> <br /> <br /> &lt;h3&gt;<br /> 2012<br /> &lt;/h3&gt;<br /> <br /> * Borja Ayerdi Vilches, Manuel Graña<br /> : &quot;Hybrid Extreme Rotation Forest&quot;.<br /> : ''ELM 2012, Singapore, 11-13 December, 2012''. <br /> <br /> <br /> * Borja Ayerdi, Josu Maiora, Manuel Graña<br /> : &quot;Active learning of Hybrid Extreme Rotation Forests for CTA image segmentation&quot;.<br /> : ''Hybrid Intelligent Systems (HIS), 2012 12th International Conference on (pp. 543-548)''. IEEE.<br /> <br /> <br /> &lt;h3&gt;<br /> 2010<br /> &lt;/h3&gt;<br /> <br /> * Ekaitz Zulueta Guerrero, Naiara Telleria Garay, Jose Manuel Lopez-Guede, Borja Ayerdi Vilches, Eider Egilegor Iragorri, David Lecumberri Castaños, Ana Belén de la Hoz Rastrollo and Carlos Pertusa Peña<br /> : &quot;Prediction of Bladder Cancer Recurrences Using Artificial Neural Networks&quot;<br /> : ''Lecture Notes in Computer Science, 2010, Volume 6076, Hybrid Artificial Intelligence Systems, Pages 492-499''.<br /> <br /> == Conferences ==<br /> <br /> * PyData 2014, Berlin ,25-27 July 2014.<br /> * Europython 2014, Berlin ,21-27 July 2014.<br /> * ELM 2013, Beijing, October 15-17, 2013.<br /> * HAIS 2013, Salamanca, 11-13 September, 2013. <br /> * WHISPERS 2013, Gainesville, USA, 25-28 June, 2013. <br /> * IWINAC 2013, Mallorca, 10-14 June, 2013. <br /> * FIA 2013, Dublin, 8-10 May, 2013. <br /> * ELM 2012, Singapore, 11-13 December 2012.<br /> * HIS 2012, Pune (India), 04-07 December 2012.<br /> <br /> == Reviewer ==<br /> <br /> * KES 2012<br /> * Pattern Recognition Letters<br /> * Neurocomputing<br /> * IEEE Journal of Selected Topics in Applied Earth Observations and Remote Sensing (JSTARS)<br /> * Pattern Analysis and Applications<br /> * InMed 2014<br /> <br /> == Organizer ==<br /> <br /> * Local organizing committee member of Europython 2015 ([http://ep2015.europython.eu/ Europython 2015])<br /> * Local organizing committee member of Python San Sebastian 2014 ([http://www.pyss.org Pyss14])<br /> * Local organizing committee member of the KES International Conference on Innovation in Medicine and Healthcare - ([http://inmed-14.innovationkt.org/ INMED 2014]) 7, 8 &amp; 9 July 2014, San Sebastian, Spain.<br /> * Local organizing committee member of the 16th International Conference on Knowledge-Based and Intelligent Information &amp; Engineering Systems – ([http://www.mirlabs.net/nwesp12/ KES 2012]) 10, 11 &amp; 12 September 2012, San Sebastian, Spain.<br /> <br /> == Other activities ==<br /> <br /> * Treasurer and board member of the non-profit Python San Sebastian society (ACPySS)<br /> * Treasurer and board member of the non-profit Euskopython society<br /> * Treasurer and board member of the non-profit Europython society (EPS)<br /> <br /> == Awards ==<br /> <br /> * Alexandre Savio, Borja Ayerdi y Manuel Graña: XIII Premio Manuel Laborde Werlinden, 2013 [http://entreprenari.com/html/cast/premios/mlaborde1.htm][http://www.basqueresearch.com/berria_irakurri.asp?Berri_Kod=4843&amp;hizk=I#.Ut475RC0qUk][http://www.diariovasco.com/20131211/economia/recibe-premio-manuel-laborde-201312111847.html][http://www.abc.es/agencias/noticia.asp?noticia=1549703][http://www.ehu.es/p200-content/es/contenidos/noticia/20131211_premio_laborde/es_laborde/20131211_premio_laborde.html]<br /> <br /> * Alexandre Savio, Borja Ayerdi y Manuel Graña: XXIV Premio Toribio Echevarria, 2014 [http://www.noticiasdegipuzkoa.com/2014/05/29/economia/los-toribio-premian-proyectos-de-tecnologia-computacional][http://www.toribioechevarria.com/eu/2013-2014ko-irabazleak/] [https://www.youtube.com/watch?v=gthFBCrw2VQ&amp;t=62m]<br /> <br /> * Videos [https://www.youtube.com/watch?v=_VUSjxMkxCo Euskadinnova] [https://www.youtube.com/watch?v=-0eNpmyOTxA Premios Toribio Echeverria]<br /> <br /> == Semana de la ciencia ==<br /> <br /> * XI Semana de la Ciencia 2011 ([http://www.diariovasco.com/v/20111112/al-dia-local/cientificos-20111112.html Diario Vasco])<br /> * XII Semana de la Ciencia 2012<br /> <br /> <br /> == Software ==<br /> * [http://www.ehu.es/ccwintco/index.php/GIC-source-code-free-libre GIC Source Code]<br /> * [http://www.ehu.es/ccwintco/uploads/6/69/HERF.tar.gz Hybrid Extreme Rotation Forest (HERF) basic code]<br /> * [http://www.ehu.es/ccwintco/uploads/c/c9/Farzad.zip Basic ELM code example]<br /> * [http://www.ehu.es/ccwintco/uploads/2/26/AdaHERF.zip Adaptative Extreme Rotation Forest (AdaHERF) python code]<br /> <br /> <br /> == Datasets ==<br /> <br /> &lt;h3&gt;General Datasets&lt;/h3&gt;<br /> <br /> * [http://www.eecs.berkeley.edu/Research/Projects/CS/vision/grouping/segbench/ The Berkeley Segmentation Dataset and Benchmark]<br /> * [http://www.ehu.es/ccwintco/index.php/Hyperspectral_Remote_Sensing_Scenes Hyperspectral Remote Sensing Images (Salinas A, Salinas C, Indian Pines, Pavia University)]<br /> * [http://archive.ics.uci.edu/ml/ UCI Machine Learning Repository]<br /> * [[GIC-experimental-databases | Post-processed datasets by Alex Savio.]]<br /> <br /> <br /> &lt;h3&gt;Hyperspectral Datasets&lt;/h3&gt;<br /> <br /> * [http://www.ehu.es/ccwintco/index.php/Hyperspectral_Remote_Sensing_Scenes Hyperspectral Remote Sensing Scenes]<br /> * [http://www.ehu.es/ccwintco/index.php/Hyperspectral_Camera_SOC710_Nature_Datasets Our own dataset!]<br /> * [http://personalpages.manchester.ac.uk/staff/david.foster/Hyperspectral_images_of_natural_scenes_04.html Foster Hyperspectral Images]<br /> * [http://www.foi.se/FOI/templates/Page____9189.aspx FOI HyperSpectral Images]<br /> * [http://www.spectir.com/download.html Spectir Hyperspectral Images]<br /> * [http://www.cvc.uab.es/color_calibration/Bristol_Hyper/ Bristol Hyperspecrtal Images]<br /> * [https://sourceforge.net/p/hyperspectralim/wiki/Home/ SourceForge repository]<br /> * [https://sourceforge.net/projects/hyperspectralim/ SourceForge Hyperspectral repository]<br /> <br /> <br /> &lt;h3&gt;Medical Datasets&lt;/h3&gt;<br /> <br /> * [http://www.oasis-brains.org OASIS]<br /> * [http://fcon_1000.projects.nitrc.org/index.html INDI - 1000 Functional Connectomes Project]<br /> * [http://adni.loni.ucla.edu/ ADNI]<br /> * [http://www.nitrc.org/projects/brainmap BrainMap]<br /> * [http://rad.med.hokudai.ac.jp/research/fa/index_e.php Fractional Anisotropy Database]<br /> * [http://insight-journal.org/midas MIDAS]<br /> * [http://www.childmind.org/en/healthy-brain-network/abide/ ABIDE]<br /> * [http://fcon_1000.projects.nitrc.org/indi/retro/cobre.html COBRE-Schizophrenia]<br /> <br /> <br /> == Target journals ==<br /> <br /> * [http://ieeexplore.ieee.org/xpl/RecentIssue.jsp?punumber=91 IEEE Transactions on Fuzzy Systems (IF 5.484)]<br /> * [http://ieeexplore.ieee.org/xpl/RecentIssue.jsp?reload=true&amp;punumber=34 IEEE Transactions on Pattern Analysis and Machine Intelligence (IF 4.795)]<br /> * [http://www.journals.elsevier.com/knowledge-based-systems/ Knowledge-Based Systems (IF 4.104)]<br /> * [http://www.journals.elsevier.com/information-sciences/ Information Sciences (IF 3.643)]<br /> * [http://ieeexplore.ieee.org/xpl/RecentIssue.jsp?punumber=36 IEEE Transactions on Geoscience and Remote Sensing (IF 3.467)]<br /> * [http://ieeexplore.ieee.org/xpl/RecentIssue.jsp?punumber=4609443 IEEE Journal of Selected Topics in Applied Earth Observations and Remote Sensing (IF 2.874))]<br /> * [http://www.springer.com/computer/ai/journal/11063 Neural Processing Letters (IF 1.240)]<br /> <br /> <br /> == Utilities ==<br /> <br /> * [http://www.ehu.es/ccwintco/uploads/2/2d/Vision_20140908.pdf Intro 08/09/2014]<br /> * [https://www.accesowok.fecyt.es/jcr JCR]<br /> * [https://www.accesowok.fecyt.es/?page_id=658 Web of Knowledge]<br /> * [https://gestion-empleado.ehu.es Gestión de empleados UPV/EHU]<br /> * [http://gestioncvb.ehu.es Gestión de aulas virtuales]<br /> * [http://moodle5.ehu.es/ MOODLE]<br /> * [https://gestion.ehu.es/gaur GAUR]<br /> * [http://www.tic.ehu.es/p265-shintrct/es/contenidos/informacion/wifi/es_wifi/wifi_manual.html Eduroam UPV/EHU]<br /> * [http://www.tic.ehu.es/p265-shintrct/es/contenidos/enlace/vpn_indice/es_indizea/vpn_indizea.html VPN UPV/EHU]<br /> * [https://github.com/borjaayerdi My github]<br /> * [https://www.linkedin.com/pub/borja-ayerdi-vilches/3a/b87/12b My LinkedIn]<br /> * [http://scholar.google.es/citations?user=bVAL794AAAAJ My Google Scholar]<br /> * [http://braincloudcomputing.com Brain Cloud Computing (BCC)]<br /> * [http://bcig.eu/ BCIG]<br /> * [http://gitlab.braincloudcomputing.com/ Gitlab]<br /> <br /> == Tutorials ==<br /> <br /> * [[Media:Git for dummies.png | Git Cheat sheet for Dummies.]]<br /> * [http://roundhere.net/journal/virtualenv-ubuntu-12-10/ Virtual enviroment (Ubuntu)]<br /> * [http://sebastianraschka.com/Articles/2014_matrix_cheatsheet.html Matrix Cheat Sheet MATLAB, Python NumPy, R, and Julia]<br /> * [http://bioinformatiquillo.wordpress.com/2009/06/17/beamerposter-posters-elegantes-con-la-clase-latex-beamer-en-lyx-y-presentaciones-en-formato-panoramico/ Beamer poster LyX]<br /> * [http://nbviewer.ipython.org/url/jakevdp.github.com/downloads/notebooks/XKCD_plots.ipynb XKCD plots]<br /> * [https://github.com/mwaskom/ziegler Ziegler: fMRI Reporting Webapp]</div> Borja.ayerdi https://ehu.eus/ccwintco/index.php?title=Usuario:Borja.ayerdi&diff=18207 Usuario:Borja.ayerdi 2015-10-08T16:55:26Z <p>Borja.ayerdi: /* Publications */</p> <hr /> <div>[[Imagen:Borja-Color.jpg | right | 350px | alt=Borja Ayerdi photo]]<br /> <br /> == Borja Ayerdi Vilches ==<br /> <br /> ''Imagine the future, change the present''<br /> <br /> &lt;h3&gt;Personal Data&lt;/h3&gt;<br /> <br /> * &lt;b&gt;E-mail:&lt;/b&gt; borja.ayerdi@ehu.es <br /> <br /> * &lt;b&gt;Address:&lt;/b&gt;<br /> :Computational Intelligence Group <br /> :Computer Science Faculty - Lab. 307 <br /> :University Of The Basque Country (UPV/EHU) <br /> :Paseo Manuel Lardizabal 1 - CP: 20018 Donostia/San Sebastián (GUIPUZCOA) - Spain<br /> <br /> * &lt;b&gt;Tfno.:&lt;/b&gt; (+34) 943.01.80.47<br /> <br /> == Studies ==<br /> <br /> * Technical Engineering in Information Management (2006/2009) - Universidad del País Vasco (UPV/EHU).<br /> * Computer Science Engineer (2009/2011) - Universidad del País Vasco (UPV/EHU).<br /> * [http://www.kisa.ehu.es/ Masters Degree in Computational Engineering and Intelligent Systems] (2011/2012) - Universidad del País Vasco (UPV/EHU).<br /> * Currently: <br /> : PhD Student in the [http://www.ehu.es/ccwintco/ Computational Intelligence Group] of the Computer Science and Artificial Intelligence Department - Universidad del País Vasco (UPV/EHU).<br /> <br /> <br /> == Research Areas ==<br /> <br /> * Medical Image segmentation and registration.<br /> * Machine Learning application to medical image processing.<br /> * Extreme Learning Machines.<br /> * Hyperspectral imaging.<br /> * Social Networks.<br /> * Big data.<br /> * Active learning.<br /> * Hybrid classification ensembles.<br /> <br /> <br /> == Working experience ==<br /> <br /> * January 2012 - ongoing: [http://www.hezkuntza.ejgv.euskadi.net/r43-5552/es/contenidos/informacion/dib4/es_2035/bfi2_c.html Beca predoctoral / Predoctoral fellowship] granted by Gobierno Vasco / Basque Government.<br /> <br /> * September 2011 - December 2011: Personal Investigador Contratado / Hired researcher at Universidad del País Vasco (UPV/EHU), [http://www.ehu.es/ccwintco/ Computational Intelligence Group].<br /> : Project: EVARTRAC CIRUGÍA GUIADA POR IMAGEN: APLICACIÓN A LA REPARACIÓN ENDOVASCULAR DE ANEURISMAS DE AORTA.<br /> <br /> <br /> == Teaching ==<br /> <br /> * Computer Vision (UPV/EHU 2015/2016)<br /> * Computer Vision (UPV/EHU 2014/2015)<br /> * Machine Learning and Neural Networks (UPV/EHU 2013/2014)<br /> <br /> == Courses ==<br /> <br /> * Vitoria-Gasteiz 2009 - (Intensive Programme) Network Security and 4n6<br /> <br /> <br /> == Intership ==<br /> <br /> * 2013 - [http://www.kssk.pwr.wroc.pl/machine-learning-team/1469/?lang=en Machine Learning Group], Wrocław University of Technology, Poland with Prof. Michal Wozniak<br /> <br /> <br /> == Research projects participation ==<br /> <br /> * Proyecto: Aprendizaje cooperativo inter e intragrupal en el submodulo de escructura y arquitectura de computadores.<br /> ** Entidad adjudicataria: UPV/EHU, Proyecto de Innovación Educativa 6719.<br /> ** Investigador principal: Jose Manuel Lopez Guede.<br /> ** Fechas: 2014 – 2015.<br /> <br /> <br /> * Proyecto: Técnicas de inteligencia computacional en el proceso de imagen hiperespectral y aplicaciones.<br /> ** Entidad adjudicataria: Ministerio de Ciencia e Innovación del Gobierno Español, TIN2011-28753-C02-02.<br /> ** Investigador principal: Prof. Alicia d'Anjou.<br /> ** Fechas: 2011 – 2013.<br /> <br /> <br /> == Publications ==<br /> <br /> &lt;h3&gt;<br /> Submitted without decision<br /> &lt;/h3&gt;<br /> <br /> * Borja Ayerdi, Manuel Grana<br /> : &quot;Anticipative Hybrid Extreme Rotation Forest&quot;<br /> <br /> <br /> * A Besga-Basterra, B Ayerdi, G Alcalde-Behold, A Manzano-Ramirez, P Lopetegui-Eraso, M Graña, A González-Pinto-Arrillaga<br /> : &quot;Risk factors for emergency department short time readmission in stratified population&quot;<br /> <br /> <br /> * Ariadna Besga, Itxaso González-Ortega, Enrique Echeburúa, Alexandre Savio, Borja Ayerdi, Darya Chyzhyk, Jose LM Madrigal, Juan C. Leza, Manuel Graña, Ana González-Pinto<br /> : &quot;Discrimination between Alzheimer’s Disease and Late Onset Bipolar Disorder using multivariate analysis&quot;<br /> <br /> <br /> * Borja Ayerdi, Bartosz Krawczyk, Manuel Grana and Michal Wozniak<br /> : &quot;Combining One-Class Classifiers for Hyperspectral Image Segmentation&quot;<br /> <br /> <br /> <br /> &lt;h3&gt;<br /> 2015<br /> &lt;/h3&gt;<br /> <br /> <br /> * Borja Ayerdi, Oier Echaniz, Alexandre Savio, Manuel Graña <br /> : “Automated segmentation of subcutaneous and visceral adipose tissues from MRI”<br /> : ''InMed 2015''<br /> <br /> <br /> * Borja Ayerdi, Manuel Graña<br /> : &quot;Random Forest Active Learning for Detecting Blood Vessels in Angiography&quot;<br /> : ''CORES 2015''<br /> <br /> <br /> * Ariadna Besga-Basterra, Darya Chyzhyk, Itxaso González-Ortega, Alexandre Savio, Borja Ayerdi, Jon Echeveste, Manuel Graña, Ana González-Pinto<br /> : &quot;White matter anatomical correlates with biomarkers discriminating between Alzheimer’s Disease and Late Onset Bipolar Disorder by eigenanatomy on fractional anisotropy imaging&quot;<br /> : ''Current Alzheimer Research''<br /> : JCR 2013 - 3.796 (Q1 Clin Neurol, T1 Neurosciences)<br /> <br /> <br /> * Borja Ayerdi, Manuel Graña<br /> : &quot;Hyperspectral Image Nonlinear Unmixing and Reconstruction by ELM Regression Ensemble&quot;<br /> : ''Neurocomputing''<br /> : JCR 2013 - 2.005 (Q1 CSAI) / [5-Year Impact Factor: 2.102]<br /> <br /> <br /> &lt;h3&gt;<br /> 2014<br /> &lt;/h3&gt;<br /> <br /> * Borja Ayerdi, Manuel Graña<br /> : &quot;Hyperspectral Image Nonlinear Unmixing by Ensemble ELM Regression&quot;<br /> : Jiuwen Cao et al. (Eds.): Proceedings of ELM-2014 Volume 2, Proceedings in Adaptation, Learning and Optimization1, pp. 289-297. Springer. <br /> <br /> <br /> * Borja Ayerdi, Ion Marqués and Manuel Grana<br /> : &quot;Spatially regularized semisupervised Ensembles of Extreme Learning Machines for hyperspectral image segmentation&quot;<br /> : ''Neurocomputing''<br /> : JCR 2013 - 2.005 (Q1 CSAI) / [5-Year Impact Factor: 2.102]<br /> <br /> <br /> * Borja Ayerdi, Manuel Grana<br /> : &quot;Hybrid Extreme Rotation Forest&quot;<br /> : ''Neural Networks''<br /> : JCR 2013 - 2.076 (Q1 CSAI) / [5-Year Impact Factor: 2.516]<br /> <br /> <br /> * Pawel Ksieniewicz, Dariusz Jankowski, Borja Ayerdi, Konrad Jackowski, Michal Wozniak and Manuel Graña<br /> : &quot;A Novel Hyperspectral Segmentation Algorithm - Concept and Evaluation&quot;<br /> : ''Logic Journal of the IGPL''<br /> : JCR 2012 - 1.136 (Q1 MATHEMATICS, Q1 APPLIED MATHEMATICS, Q1 LOGIC) / [5-Year Impact Factor: 0.79]<br /> <br /> <br /> &lt;h3&gt;<br /> 2013<br /> &lt;/h3&gt;<br /> <br /> * Borja Ayerdi, Ion Marqués and Manuel Grana<br /> : &quot;Spectral-spatial semi-supervised hyperspectral image segmentation using Ensembles of Extreme Learning Machines&quot;<br /> : ''ELM 2013, Beijing, October 15-17, 2013.''<br /> <br /> <br /> * J. Maiora , G. García , B. Ayerdi , M. Graña , M. De Blas<br /> : &quot;Active Learning enhanced with Expert Knowledge for Computed Tomography Image Segmentation&quot;<br /> : ''InMed 2013, Greece, 17-19 July, 2013.''<br /> <br /> <br /> * Borja Ayerdi, Josu Maiora, Manuel Graña<br /> : &quot;Aplications of Hybrid Extreme Rotation Forests for Image Segmentation&quot;<br /> : ''Journal of Hybrid Intelligent Systems''<br /> <br /> <br /> * Borja Ayerdi, Josu Maiora, Manuel Graña<br /> : &quot;Enhancing Active Learning Computed Tomography Image Segmentation with Domain Knowledge&quot;<br /> : ''HAIS 2013, Salamanca, 11-13 September, 2013.''<br /> <br /> <br /> * Borja Ayerdi, Alexandre Savio, Manuel Graña<br /> : &quot;Meta-ensembles of classifiers for Alzheimer's disease detection using independent ROI features&quot;<br /> : J.M. Ferrandez et al. (Eds.): IWINAC 2013, Part II, LNCS 7931, pp. 122--130. Springer, Heidelberg (2013) <br /> <br /> <br /> * Borja Ayerdi, Manuel Graña<br /> : &quot;On Spatial Regularization for Semisupervised Hyperspectral Image Segmentation Using Hybrid Extreme Rotation Forest&quot;<br /> : ''WHISPERS 2013, Gainesville, USA, 25-28 June, 2013.''<br /> <br /> <br /> * Darya Chyzhyk, Borja Ayerdi, Josu Maiora<br /> : &quot;Active Learning with Bootstrapped Dendritic Classifier applied to medical image segmentation&quot;<br /> : ''Pattern Recognition Letters''<br /> : JCR 2013 - 1.062 (T1, Q2 CSAI) / [5-Year Impact Factor: 1.466]<br /> <br /> <br /> * Josu Maiora, Borja Ayerdi, Manuel Graña<br /> : &quot;Random Forest Active Learning for Computed Tomography Angiography Image Segmentation&quot;<br /> : ''Neurocomputing''<br /> : JCR 2013 - 2.005 (Q1 CSAI) / [5-Year Impact Factor: 2.102]<br /> <br /> <br /> &lt;h3&gt;<br /> 2012<br /> &lt;/h3&gt;<br /> <br /> * Borja Ayerdi Vilches, Manuel Graña<br /> : &quot;Hybrid Extreme Rotation Forest&quot;.<br /> : ''ELM 2012, Singapore, 11-13 December, 2012''. <br /> <br /> <br /> * Borja Ayerdi, Josu Maiora, Manuel Graña<br /> : &quot;Active learning of Hybrid Extreme Rotation Forests for CTA image segmentation&quot;.<br /> : ''Hybrid Intelligent Systems (HIS), 2012 12th International Conference on (pp. 543-548)''. IEEE.<br /> <br /> <br /> &lt;h3&gt;<br /> 2010<br /> &lt;/h3&gt;<br /> <br /> * Ekaitz Zulueta Guerrero, Naiara Telleria Garay, Jose Manuel Lopez-Guede, Borja Ayerdi Vilches, Eider Egilegor Iragorri, David Lecumberri Castaños, Ana Belén de la Hoz Rastrollo and Carlos Pertusa Peña<br /> : &quot;Prediction of Bladder Cancer Recurrences Using Artificial Neural Networks&quot;<br /> : ''Lecture Notes in Computer Science, 2010, Volume 6076, Hybrid Artificial Intelligence Systems, Pages 492-499''.<br /> <br /> == Conferences ==<br /> <br /> * PyData 2014, Berlin ,25-27 July 2014.<br /> * Europython 2014, Berlin ,21-27 July 2014.<br /> * ELM 2013, Beijing, October 15-17, 2013.<br /> * HAIS 2013, Salamanca, 11-13 September, 2013. <br /> * WHISPERS 2013, Gainesville, USA, 25-28 June, 2013. <br /> * IWINAC 2013, Mallorca, 10-14 June, 2013. <br /> * FIA 2013, Dublin, 8-10 May, 2013. <br /> * ELM 2012, Singapore, 11-13 December 2012.<br /> * HIS 2012, Pune (India), 04-07 December 2012.<br /> <br /> == Reviewer ==<br /> <br /> * KES 2012<br /> * Pattern Recognition Letters<br /> * Neurocomputing<br /> * IEEE Journal of Selected Topics in Applied Earth Observations and Remote Sensing (JSTARS)<br /> * Pattern Analysis and Applications<br /> * InMed 2014<br /> <br /> == Organizer ==<br /> <br /> * Local organizing committee member of Europython 2015 ([http://ep2015.europython.eu/ Europython 2015])<br /> * Local organizing committee member of Python San Sebastian 2014 ([http://www.pyss.org Pyss14])<br /> * Local organizing committee member of the KES International Conference on Innovation in Medicine and Healthcare - ([http://inmed-14.innovationkt.org/ INMED 2014]) 7, 8 &amp; 9 July 2014, San Sebastian, Spain.<br /> * Local organizing committee member of the 16th International Conference on Knowledge-Based and Intelligent Information &amp; Engineering Systems – ([http://www.mirlabs.net/nwesp12/ KES 2012]) 10, 11 &amp; 12 September 2012, San Sebastian, Spain.<br /> <br /> == Other activities ==<br /> <br /> * Treasurer and board member of the non-profit Python San Sebastian society (ACPySS)<br /> * Treasurer and board member of the non-profit Euskopython society<br /> * Treasurer and board member of the non-profit Europython society (EPS)<br /> <br /> == Awards ==<br /> <br /> * Alexandre Savio, Borja Ayerdi y Manuel Graña: XIII Premio Manuel Laborde Werlinden, 2013 [http://entreprenari.com/html/cast/premios/mlaborde1.htm][http://www.basqueresearch.com/berria_irakurri.asp?Berri_Kod=4843&amp;hizk=I#.Ut475RC0qUk][http://www.diariovasco.com/20131211/economia/recibe-premio-manuel-laborde-201312111847.html][http://www.abc.es/agencias/noticia.asp?noticia=1549703][http://www.ehu.es/p200-content/es/contenidos/noticia/20131211_premio_laborde/es_laborde/20131211_premio_laborde.html]<br /> <br /> * Alexandre Savio, Borja Ayerdi y Manuel Graña: XXIV Premio Toribio Echevarria, 2014 [http://www.noticiasdegipuzkoa.com/2014/05/29/economia/los-toribio-premian-proyectos-de-tecnologia-computacional][http://www.toribioechevarria.com/eu/2013-2014ko-irabazleak/] [https://www.youtube.com/watch?v=gthFBCrw2VQ&amp;t=62m]<br /> <br /> * Videos [https://www.youtube.com/watch?v=_VUSjxMkxCo Euskadinnova] [https://www.youtube.com/watch?v=-0eNpmyOTxA Premios Toribio Echeverria]<br /> <br /> == Semana de la ciencia ==<br /> <br /> * XI Semana de la Ciencia 2011 ([http://www.diariovasco.com/v/20111112/al-dia-local/cientificos-20111112.html Diario Vasco])<br /> * XII Semana de la Ciencia 2012<br /> <br /> <br /> == Software ==<br /> * [http://www.ehu.es/ccwintco/index.php/GIC-source-code-free-libre GIC Source Code]<br /> * [http://www.ehu.es/ccwintco/uploads/6/69/HERF.tar.gz Hybrid Extreme Rotation Forest (HERF) basic code]<br /> * [http://www.ehu.es/ccwintco/uploads/c/c9/Farzad.zip Basic ELM code example]<br /> * [http://www.ehu.es/ccwintco/uploads/2/26/AdaHERF.zip Adaptative Extreme Rotation Forest (AdaHERF) python code]<br /> <br /> <br /> == Datasets ==<br /> <br /> &lt;h3&gt;General Datasets&lt;/h3&gt;<br /> <br /> * [http://www.eecs.berkeley.edu/Research/Projects/CS/vision/grouping/segbench/ The Berkeley Segmentation Dataset and Benchmark]<br /> * [http://www.ehu.es/ccwintco/index.php/Hyperspectral_Remote_Sensing_Scenes Hyperspectral Remote Sensing Images (Salinas A, Salinas C, Indian Pines, Pavia University)]<br /> * [http://archive.ics.uci.edu/ml/ UCI Machine Learning Repository]<br /> * [[GIC-experimental-databases | Post-processed datasets by Alex Savio.]]<br /> <br /> <br /> &lt;h3&gt;Hyperspectral Datasets&lt;/h3&gt;<br /> <br /> * [http://www.ehu.es/ccwintco/index.php/Hyperspectral_Remote_Sensing_Scenes Hyperspectral Remote Sensing Scenes]<br /> * [http://www.ehu.es/ccwintco/index.php/Hyperspectral_Camera_SOC710_Nature_Datasets Our own dataset!]<br /> * [http://personalpages.manchester.ac.uk/staff/david.foster/Hyperspectral_images_of_natural_scenes_04.html Foster Hyperspectral Images]<br /> * [http://www.foi.se/FOI/templates/Page____9189.aspx FOI HyperSpectral Images]<br /> * [http://www.spectir.com/download.html Spectir Hyperspectral Images]<br /> * [http://www.cvc.uab.es/color_calibration/Bristol_Hyper/ Bristol Hyperspecrtal Images]<br /> * [https://sourceforge.net/p/hyperspectralim/wiki/Home/ SourceForge repository]<br /> * [https://sourceforge.net/projects/hyperspectralim/ SourceForge Hyperspectral repository]<br /> <br /> <br /> &lt;h3&gt;Medical Datasets&lt;/h3&gt;<br /> <br /> * [http://www.oasis-brains.org OASIS]<br /> * [http://fcon_1000.projects.nitrc.org/index.html INDI - 1000 Functional Connectomes Project]<br /> * [http://adni.loni.ucla.edu/ ADNI]<br /> * [http://www.nitrc.org/projects/brainmap BrainMap]<br /> * [http://rad.med.hokudai.ac.jp/research/fa/index_e.php Fractional Anisotropy Database]<br /> * [http://insight-journal.org/midas MIDAS]<br /> * [http://www.childmind.org/en/healthy-brain-network/abide/ ABIDE]<br /> * [http://fcon_1000.projects.nitrc.org/indi/retro/cobre.html COBRE-Schizophrenia]<br /> <br /> <br /> == Target journals ==<br /> <br /> * [http://ieeexplore.ieee.org/xpl/RecentIssue.jsp?punumber=91 IEEE Transactions on Fuzzy Systems (IF 5.484)]<br /> * [http://ieeexplore.ieee.org/xpl/RecentIssue.jsp?reload=true&amp;punumber=34 IEEE Transactions on Pattern Analysis and Machine Intelligence (IF 4.795)]<br /> * [http://www.journals.elsevier.com/knowledge-based-systems/ Knowledge-Based Systems (IF 4.104)]<br /> * [http://www.journals.elsevier.com/information-sciences/ Information Sciences (IF 3.643)]<br /> * [http://ieeexplore.ieee.org/xpl/RecentIssue.jsp?punumber=36 IEEE Transactions on Geoscience and Remote Sensing (IF 3.467)]<br /> * [http://ieeexplore.ieee.org/xpl/RecentIssue.jsp?punumber=4609443 IEEE Journal of Selected Topics in Applied Earth Observations and Remote Sensing (IF 2.874))]<br /> * [http://www.springer.com/computer/ai/journal/11063 Neural Processing Letters (IF 1.240)]<br /> <br /> <br /> == Utilities ==<br /> <br /> * [http://www.ehu.es/ccwintco/uploads/2/2d/Vision_20140908.pdf Intro 08/09/2014]<br /> * [https://www.accesowok.fecyt.es/jcr JCR]<br /> * [https://www.accesowok.fecyt.es/?page_id=658 Web of Knowledge]<br /> * [https://gestion-empleado.ehu.es Gestión de empleados UPV/EHU]<br /> * [http://gestioncvb.ehu.es Gestión de aulas virtuales]<br /> * [http://moodle5.ehu.es/ MOODLE]<br /> * [https://gestion.ehu.es/gaur GAUR]<br /> * [http://www.tic.ehu.es/p265-shintrct/es/contenidos/informacion/wifi/es_wifi/wifi_manual.html Eduroam UPV/EHU]<br /> * [http://www.tic.ehu.es/p265-shintrct/es/contenidos/enlace/vpn_indice/es_indizea/vpn_indizea.html VPN UPV/EHU]<br /> * [https://github.com/borjaayerdi My github]<br /> * [https://www.linkedin.com/pub/borja-ayerdi-vilches/3a/b87/12b My LinkedIn]<br /> * [http://scholar.google.es/citations?user=bVAL794AAAAJ My Google Scholar]<br /> * [http://braincloudcomputing.com Brain Cloud Computing (BCC)]<br /> * [http://bcig.eu/ BCIG]<br /> * [http://gitlab.braincloudcomputing.com/ Gitlab]<br /> <br /> == Tutorials ==<br /> <br /> * [[Media:Git for dummies.png | Git Cheat sheet for Dummies.]]<br /> * [http://roundhere.net/journal/virtualenv-ubuntu-12-10/ Virtual enviroment (Ubuntu)]<br /> * [http://sebastianraschka.com/Articles/2014_matrix_cheatsheet.html Matrix Cheat Sheet MATLAB, Python NumPy, R, and Julia]<br /> * [http://bioinformatiquillo.wordpress.com/2009/06/17/beamerposter-posters-elegantes-con-la-clase-latex-beamer-en-lyx-y-presentaciones-en-formato-panoramico/ Beamer poster LyX]<br /> * [http://nbviewer.ipython.org/url/jakevdp.github.com/downloads/notebooks/XKCD_plots.ipynb XKCD plots]<br /> * [https://github.com/mwaskom/ziegler Ziegler: fMRI Reporting Webapp]</div> Borja.ayerdi https://ehu.eus/ccwintco/index.php?title=Usuario:Borja.ayerdi&diff=18205 Usuario:Borja.ayerdi 2015-10-08T16:55:13Z <p>Borja.ayerdi: /* Publications */</p> <hr /> <div>[[Imagen:Borja-Color.jpg | right | 350px | alt=Borja Ayerdi photo]]<br /> <br /> == Borja Ayerdi Vilches ==<br /> <br /> ''Imagine the future, change the present''<br /> <br /> &lt;h3&gt;Personal Data&lt;/h3&gt;<br /> <br /> * &lt;b&gt;E-mail:&lt;/b&gt; borja.ayerdi@ehu.es <br /> <br /> * &lt;b&gt;Address:&lt;/b&gt;<br /> :Computational Intelligence Group <br /> :Computer Science Faculty - Lab. 307 <br /> :University Of The Basque Country (UPV/EHU) <br /> :Paseo Manuel Lardizabal 1 - CP: 20018 Donostia/San Sebastián (GUIPUZCOA) - Spain<br /> <br /> * &lt;b&gt;Tfno.:&lt;/b&gt; (+34) 943.01.80.47<br /> <br /> == Studies ==<br /> <br /> * Technical Engineering in Information Management (2006/2009) - Universidad del País Vasco (UPV/EHU).<br /> * Computer Science Engineer (2009/2011) - Universidad del País Vasco (UPV/EHU).<br /> * [http://www.kisa.ehu.es/ Masters Degree in Computational Engineering and Intelligent Systems] (2011/2012) - Universidad del País Vasco (UPV/EHU).<br /> * Currently: <br /> : PhD Student in the [http://www.ehu.es/ccwintco/ Computational Intelligence Group] of the Computer Science and Artificial Intelligence Department - Universidad del País Vasco (UPV/EHU).<br /> <br /> <br /> == Research Areas ==<br /> <br /> * Medical Image segmentation and registration.<br /> * Machine Learning application to medical image processing.<br /> * Extreme Learning Machines.<br /> * Hyperspectral imaging.<br /> * Social Networks.<br /> * Big data.<br /> * Active learning.<br /> * Hybrid classification ensembles.<br /> <br /> <br /> == Working experience ==<br /> <br /> * January 2012 - ongoing: [http://www.hezkuntza.ejgv.euskadi.net/r43-5552/es/contenidos/informacion/dib4/es_2035/bfi2_c.html Beca predoctoral / Predoctoral fellowship] granted by Gobierno Vasco / Basque Government.<br /> <br /> * September 2011 - December 2011: Personal Investigador Contratado / Hired researcher at Universidad del País Vasco (UPV/EHU), [http://www.ehu.es/ccwintco/ Computational Intelligence Group].<br /> : Project: EVARTRAC CIRUGÍA GUIADA POR IMAGEN: APLICACIÓN A LA REPARACIÓN ENDOVASCULAR DE ANEURISMAS DE AORTA.<br /> <br /> <br /> == Teaching ==<br /> <br /> * Computer Vision (UPV/EHU 2015/2016)<br /> * Computer Vision (UPV/EHU 2014/2015)<br /> * Machine Learning and Neural Networks (UPV/EHU 2013/2014)<br /> <br /> == Courses ==<br /> <br /> * Vitoria-Gasteiz 2009 - (Intensive Programme) Network Security and 4n6<br /> <br /> <br /> == Intership ==<br /> <br /> * 2013 - [http://www.kssk.pwr.wroc.pl/machine-learning-team/1469/?lang=en Machine Learning Group], Wrocław University of Technology, Poland with Prof. Michal Wozniak<br /> <br /> <br /> == Research projects participation ==<br /> <br /> * Proyecto: Aprendizaje cooperativo inter e intragrupal en el submodulo de escructura y arquitectura de computadores.<br /> ** Entidad adjudicataria: UPV/EHU, Proyecto de Innovación Educativa 6719.<br /> ** Investigador principal: Jose Manuel Lopez Guede.<br /> ** Fechas: 2014 – 2015.<br /> <br /> <br /> * Proyecto: Técnicas de inteligencia computacional en el proceso de imagen hiperespectral y aplicaciones.<br /> ** Entidad adjudicataria: Ministerio de Ciencia e Innovación del Gobierno Español, TIN2011-28753-C02-02.<br /> ** Investigador principal: Prof. Alicia d'Anjou.<br /> ** Fechas: 2011 – 2013.<br /> <br /> <br /> == Publications ==<br /> <br /> &lt;h3&gt;<br /> Submitted without decision<br /> &lt;/h3&gt;<br /> <br /> * Borja Ayerdi, Manuel Grana<br /> : &quot;Anticipative Hybrid Extreme Rotation Forest&quot;<br /> <br /> * A Besga-Basterra, B Ayerdi, G Alcalde-Behold, A Manzano-Ramirez, P Lopetegui-Eraso, M Graña, A González-Pinto-Arrillaga<br /> : &quot;Risk factors for emergency department short time readmission in stratified population&quot;<br /> <br /> * Ariadna Besga, Itxaso González-Ortega, Enrique Echeburúa, Alexandre Savio, Borja Ayerdi, Darya Chyzhyk, Jose LM Madrigal, Juan C. Leza, Manuel Graña, Ana González-Pinto<br /> : &quot;Discrimination between Alzheimer’s Disease and Late Onset Bipolar Disorder using multivariate analysis&quot;<br /> <br /> * Borja Ayerdi, Bartosz Krawczyk, Manuel Grana and Michal Wozniak<br /> : &quot;Combining One-Class Classifiers for Hyperspectral Image Segmentation&quot;<br /> <br /> <br /> &lt;h3&gt;<br /> 2015<br /> &lt;/h3&gt;<br /> <br /> <br /> * Borja Ayerdi, Oier Echaniz, Alexandre Savio, Manuel Graña <br /> : “Automated segmentation of subcutaneous and visceral adipose tissues from MRI”<br /> : ''InMed 2015''<br /> <br /> <br /> * Borja Ayerdi, Manuel Graña<br /> : &quot;Random Forest Active Learning for Detecting Blood Vessels in Angiography&quot;<br /> : ''CORES 2015''<br /> <br /> <br /> * Ariadna Besga-Basterra, Darya Chyzhyk, Itxaso González-Ortega, Alexandre Savio, Borja Ayerdi, Jon Echeveste, Manuel Graña, Ana González-Pinto<br /> : &quot;White matter anatomical correlates with biomarkers discriminating between Alzheimer’s Disease and Late Onset Bipolar Disorder by eigenanatomy on fractional anisotropy imaging&quot;<br /> : ''Current Alzheimer Research''<br /> : JCR 2013 - 3.796 (Q1 Clin Neurol, T1 Neurosciences)<br /> <br /> <br /> * Borja Ayerdi, Manuel Graña<br /> : &quot;Hyperspectral Image Nonlinear Unmixing and Reconstruction by ELM Regression Ensemble&quot;<br /> : ''Neurocomputing''<br /> : JCR 2013 - 2.005 (Q1 CSAI) / [5-Year Impact Factor: 2.102]<br /> <br /> <br /> &lt;h3&gt;<br /> 2014<br /> &lt;/h3&gt;<br /> <br /> * Borja Ayerdi, Manuel Graña<br /> : &quot;Hyperspectral Image Nonlinear Unmixing by Ensemble ELM Regression&quot;<br /> : Jiuwen Cao et al. (Eds.): Proceedings of ELM-2014 Volume 2, Proceedings in Adaptation, Learning and Optimization1, pp. 289-297. Springer. <br /> <br /> <br /> * Borja Ayerdi, Ion Marqués and Manuel Grana<br /> : &quot;Spatially regularized semisupervised Ensembles of Extreme Learning Machines for hyperspectral image segmentation&quot;<br /> : ''Neurocomputing''<br /> : JCR 2013 - 2.005 (Q1 CSAI) / [5-Year Impact Factor: 2.102]<br /> <br /> <br /> * Borja Ayerdi, Manuel Grana<br /> : &quot;Hybrid Extreme Rotation Forest&quot;<br /> : ''Neural Networks''<br /> : JCR 2013 - 2.076 (Q1 CSAI) / [5-Year Impact Factor: 2.516]<br /> <br /> <br /> * Pawel Ksieniewicz, Dariusz Jankowski, Borja Ayerdi, Konrad Jackowski, Michal Wozniak and Manuel Graña<br /> : &quot;A Novel Hyperspectral Segmentation Algorithm - Concept and Evaluation&quot;<br /> : ''Logic Journal of the IGPL''<br /> : JCR 2012 - 1.136 (Q1 MATHEMATICS, Q1 APPLIED MATHEMATICS, Q1 LOGIC) / [5-Year Impact Factor: 0.79]<br /> <br /> <br /> &lt;h3&gt;<br /> 2013<br /> &lt;/h3&gt;<br /> <br /> * Borja Ayerdi, Ion Marqués and Manuel Grana<br /> : &quot;Spectral-spatial semi-supervised hyperspectral image segmentation using Ensembles of Extreme Learning Machines&quot;<br /> : ''ELM 2013, Beijing, October 15-17, 2013.''<br /> <br /> <br /> * J. Maiora , G. García , B. Ayerdi , M. Graña , M. De Blas<br /> : &quot;Active Learning enhanced with Expert Knowledge for Computed Tomography Image Segmentation&quot;<br /> : ''InMed 2013, Greece, 17-19 July, 2013.''<br /> <br /> <br /> * Borja Ayerdi, Josu Maiora, Manuel Graña<br /> : &quot;Aplications of Hybrid Extreme Rotation Forests for Image Segmentation&quot;<br /> : ''Journal of Hybrid Intelligent Systems''<br /> <br /> <br /> * Borja Ayerdi, Josu Maiora, Manuel Graña<br /> : &quot;Enhancing Active Learning Computed Tomography Image Segmentation with Domain Knowledge&quot;<br /> : ''HAIS 2013, Salamanca, 11-13 September, 2013.''<br /> <br /> <br /> * Borja Ayerdi, Alexandre Savio, Manuel Graña<br /> : &quot;Meta-ensembles of classifiers for Alzheimer's disease detection using independent ROI features&quot;<br /> : J.M. Ferrandez et al. (Eds.): IWINAC 2013, Part II, LNCS 7931, pp. 122--130. Springer, Heidelberg (2013) <br /> <br /> <br /> * Borja Ayerdi, Manuel Graña<br /> : &quot;On Spatial Regularization for Semisupervised Hyperspectral Image Segmentation Using Hybrid Extreme Rotation Forest&quot;<br /> : ''WHISPERS 2013, Gainesville, USA, 25-28 June, 2013.''<br /> <br /> <br /> * Darya Chyzhyk, Borja Ayerdi, Josu Maiora<br /> : &quot;Active Learning with Bootstrapped Dendritic Classifier applied to medical image segmentation&quot;<br /> : ''Pattern Recognition Letters''<br /> : JCR 2013 - 1.062 (T1, Q2 CSAI) / [5-Year Impact Factor: 1.466]<br /> <br /> <br /> * Josu Maiora, Borja Ayerdi, Manuel Graña<br /> : &quot;Random Forest Active Learning for Computed Tomography Angiography Image Segmentation&quot;<br /> : ''Neurocomputing''<br /> : JCR 2013 - 2.005 (Q1 CSAI) / [5-Year Impact Factor: 2.102]<br /> <br /> <br /> &lt;h3&gt;<br /> 2012<br /> &lt;/h3&gt;<br /> <br /> * Borja Ayerdi Vilches, Manuel Graña<br /> : &quot;Hybrid Extreme Rotation Forest&quot;.<br /> : ''ELM 2012, Singapore, 11-13 December, 2012''. <br /> <br /> <br /> * Borja Ayerdi, Josu Maiora, Manuel Graña<br /> : &quot;Active learning of Hybrid Extreme Rotation Forests for CTA image segmentation&quot;.<br /> : ''Hybrid Intelligent Systems (HIS), 2012 12th International Conference on (pp. 543-548)''. IEEE.<br /> <br /> <br /> &lt;h3&gt;<br /> 2010<br /> &lt;/h3&gt;<br /> <br /> * Ekaitz Zulueta Guerrero, Naiara Telleria Garay, Jose Manuel Lopez-Guede, Borja Ayerdi Vilches, Eider Egilegor Iragorri, David Lecumberri Castaños, Ana Belén de la Hoz Rastrollo and Carlos Pertusa Peña<br /> : &quot;Prediction of Bladder Cancer Recurrences Using Artificial Neural Networks&quot;<br /> : ''Lecture Notes in Computer Science, 2010, Volume 6076, Hybrid Artificial Intelligence Systems, Pages 492-499''.<br /> <br /> == Conferences ==<br /> <br /> * PyData 2014, Berlin ,25-27 July 2014.<br /> * Europython 2014, Berlin ,21-27 July 2014.<br /> * ELM 2013, Beijing, October 15-17, 2013.<br /> * HAIS 2013, Salamanca, 11-13 September, 2013. <br /> * WHISPERS 2013, Gainesville, USA, 25-28 June, 2013. <br /> * IWINAC 2013, Mallorca, 10-14 June, 2013. <br /> * FIA 2013, Dublin, 8-10 May, 2013. <br /> * ELM 2012, Singapore, 11-13 December 2012.<br /> * HIS 2012, Pune (India), 04-07 December 2012.<br /> <br /> == Reviewer ==<br /> <br /> * KES 2012<br /> * Pattern Recognition Letters<br /> * Neurocomputing<br /> * IEEE Journal of Selected Topics in Applied Earth Observations and Remote Sensing (JSTARS)<br /> * Pattern Analysis and Applications<br /> * InMed 2014<br /> <br /> == Organizer ==<br /> <br /> * Local organizing committee member of Europython 2015 ([http://ep2015.europython.eu/ Europython 2015])<br /> * Local organizing committee member of Python San Sebastian 2014 ([http://www.pyss.org Pyss14])<br /> * Local organizing committee member of the KES International Conference on Innovation in Medicine and Healthcare - ([http://inmed-14.innovationkt.org/ INMED 2014]) 7, 8 &amp; 9 July 2014, San Sebastian, Spain.<br /> * Local organizing committee member of the 16th International Conference on Knowledge-Based and Intelligent Information &amp; Engineering Systems – ([http://www.mirlabs.net/nwesp12/ KES 2012]) 10, 11 &amp; 12 September 2012, San Sebastian, Spain.<br /> <br /> == Other activities ==<br /> <br /> * Treasurer and board member of the non-profit Python San Sebastian society (ACPySS)<br /> * Treasurer and board member of the non-profit Euskopython society<br /> * Treasurer and board member of the non-profit Europython society (EPS)<br /> <br /> == Awards ==<br /> <br /> * Alexandre Savio, Borja Ayerdi y Manuel Graña: XIII Premio Manuel Laborde Werlinden, 2013 [http://entreprenari.com/html/cast/premios/mlaborde1.htm][http://www.basqueresearch.com/berria_irakurri.asp?Berri_Kod=4843&amp;hizk=I#.Ut475RC0qUk][http://www.diariovasco.com/20131211/economia/recibe-premio-manuel-laborde-201312111847.html][http://www.abc.es/agencias/noticia.asp?noticia=1549703][http://www.ehu.es/p200-content/es/contenidos/noticia/20131211_premio_laborde/es_laborde/20131211_premio_laborde.html]<br /> <br /> * Alexandre Savio, Borja Ayerdi y Manuel Graña: XXIV Premio Toribio Echevarria, 2014 [http://www.noticiasdegipuzkoa.com/2014/05/29/economia/los-toribio-premian-proyectos-de-tecnologia-computacional][http://www.toribioechevarria.com/eu/2013-2014ko-irabazleak/] [https://www.youtube.com/watch?v=gthFBCrw2VQ&amp;t=62m]<br /> <br /> * Videos [https://www.youtube.com/watch?v=_VUSjxMkxCo Euskadinnova] [https://www.youtube.com/watch?v=-0eNpmyOTxA Premios Toribio Echeverria]<br /> <br /> == Semana de la ciencia ==<br /> <br /> * XI Semana de la Ciencia 2011 ([http://www.diariovasco.com/v/20111112/al-dia-local/cientificos-20111112.html Diario Vasco])<br /> * XII Semana de la Ciencia 2012<br /> <br /> <br /> == Software ==<br /> * [http://www.ehu.es/ccwintco/index.php/GIC-source-code-free-libre GIC Source Code]<br /> * [http://www.ehu.es/ccwintco/uploads/6/69/HERF.tar.gz Hybrid Extreme Rotation Forest (HERF) basic code]<br /> * [http://www.ehu.es/ccwintco/uploads/c/c9/Farzad.zip Basic ELM code example]<br /> * [http://www.ehu.es/ccwintco/uploads/2/26/AdaHERF.zip Adaptative Extreme Rotation Forest (AdaHERF) python code]<br /> <br /> <br /> == Datasets ==<br /> <br /> &lt;h3&gt;General Datasets&lt;/h3&gt;<br /> <br /> * [http://www.eecs.berkeley.edu/Research/Projects/CS/vision/grouping/segbench/ The Berkeley Segmentation Dataset and Benchmark]<br /> * [http://www.ehu.es/ccwintco/index.php/Hyperspectral_Remote_Sensing_Scenes Hyperspectral Remote Sensing Images (Salinas A, Salinas C, Indian Pines, Pavia University)]<br /> * [http://archive.ics.uci.edu/ml/ UCI Machine Learning Repository]<br /> * [[GIC-experimental-databases | Post-processed datasets by Alex Savio.]]<br /> <br /> <br /> &lt;h3&gt;Hyperspectral Datasets&lt;/h3&gt;<br /> <br /> * [http://www.ehu.es/ccwintco/index.php/Hyperspectral_Remote_Sensing_Scenes Hyperspectral Remote Sensing Scenes]<br /> * [http://www.ehu.es/ccwintco/index.php/Hyperspectral_Camera_SOC710_Nature_Datasets Our own dataset!]<br /> * [http://personalpages.manchester.ac.uk/staff/david.foster/Hyperspectral_images_of_natural_scenes_04.html Foster Hyperspectral Images]<br /> * [http://www.foi.se/FOI/templates/Page____9189.aspx FOI HyperSpectral Images]<br /> * [http://www.spectir.com/download.html Spectir Hyperspectral Images]<br /> * [http://www.cvc.uab.es/color_calibration/Bristol_Hyper/ Bristol Hyperspecrtal Images]<br /> * [https://sourceforge.net/p/hyperspectralim/wiki/Home/ SourceForge repository]<br /> * [https://sourceforge.net/projects/hyperspectralim/ SourceForge Hyperspectral repository]<br /> <br /> <br /> &lt;h3&gt;Medical Datasets&lt;/h3&gt;<br /> <br /> * [http://www.oasis-brains.org OASIS]<br /> * [http://fcon_1000.projects.nitrc.org/index.html INDI - 1000 Functional Connectomes Project]<br /> * [http://adni.loni.ucla.edu/ ADNI]<br /> * [http://www.nitrc.org/projects/brainmap BrainMap]<br /> * [http://rad.med.hokudai.ac.jp/research/fa/index_e.php Fractional Anisotropy Database]<br /> * [http://insight-journal.org/midas MIDAS]<br /> * [http://www.childmind.org/en/healthy-brain-network/abide/ ABIDE]<br /> * [http://fcon_1000.projects.nitrc.org/indi/retro/cobre.html COBRE-Schizophrenia]<br /> <br /> <br /> == Target journals ==<br /> <br /> * [http://ieeexplore.ieee.org/xpl/RecentIssue.jsp?punumber=91 IEEE Transactions on Fuzzy Systems (IF 5.484)]<br /> * [http://ieeexplore.ieee.org/xpl/RecentIssue.jsp?reload=true&amp;punumber=34 IEEE Transactions on Pattern Analysis and Machine Intelligence (IF 4.795)]<br /> * [http://www.journals.elsevier.com/knowledge-based-systems/ Knowledge-Based Systems (IF 4.104)]<br /> * [http://www.journals.elsevier.com/information-sciences/ Information Sciences (IF 3.643)]<br /> * [http://ieeexplore.ieee.org/xpl/RecentIssue.jsp?punumber=36 IEEE Transactions on Geoscience and Remote Sensing (IF 3.467)]<br /> * [http://ieeexplore.ieee.org/xpl/RecentIssue.jsp?punumber=4609443 IEEE Journal of Selected Topics in Applied Earth Observations and Remote Sensing (IF 2.874))]<br /> * [http://www.springer.com/computer/ai/journal/11063 Neural Processing Letters (IF 1.240)]<br /> <br /> <br /> == Utilities ==<br /> <br /> * [http://www.ehu.es/ccwintco/uploads/2/2d/Vision_20140908.pdf Intro 08/09/2014]<br /> * [https://www.accesowok.fecyt.es/jcr JCR]<br /> * [https://www.accesowok.fecyt.es/?page_id=658 Web of Knowledge]<br /> * [https://gestion-empleado.ehu.es Gestión de empleados UPV/EHU]<br /> * [http://gestioncvb.ehu.es Gestión de aulas virtuales]<br /> * [http://moodle5.ehu.es/ MOODLE]<br /> * [https://gestion.ehu.es/gaur GAUR]<br /> * [http://www.tic.ehu.es/p265-shintrct/es/contenidos/informacion/wifi/es_wifi/wifi_manual.html Eduroam UPV/EHU]<br /> * [http://www.tic.ehu.es/p265-shintrct/es/contenidos/enlace/vpn_indice/es_indizea/vpn_indizea.html VPN UPV/EHU]<br /> * [https://github.com/borjaayerdi My github]<br /> * [https://www.linkedin.com/pub/borja-ayerdi-vilches/3a/b87/12b My LinkedIn]<br /> * [http://scholar.google.es/citations?user=bVAL794AAAAJ My Google Scholar]<br /> * [http://braincloudcomputing.com Brain Cloud Computing (BCC)]<br /> * [http://bcig.eu/ BCIG]<br /> * [http://gitlab.braincloudcomputing.com/ Gitlab]<br /> <br /> == Tutorials ==<br /> <br /> * [[Media:Git for dummies.png | Git Cheat sheet for Dummies.]]<br /> * [http://roundhere.net/journal/virtualenv-ubuntu-12-10/ Virtual enviroment (Ubuntu)]<br /> * [http://sebastianraschka.com/Articles/2014_matrix_cheatsheet.html Matrix Cheat Sheet MATLAB, Python NumPy, R, and Julia]<br /> * [http://bioinformatiquillo.wordpress.com/2009/06/17/beamerposter-posters-elegantes-con-la-clase-latex-beamer-en-lyx-y-presentaciones-en-formato-panoramico/ Beamer poster LyX]<br /> * [http://nbviewer.ipython.org/url/jakevdp.github.com/downloads/notebooks/XKCD_plots.ipynb XKCD plots]<br /> * [https://github.com/mwaskom/ziegler Ziegler: fMRI Reporting Webapp]</div> Borja.ayerdi https://ehu.eus/ccwintco/index.php?title=Usuario:Borja.ayerdi&diff=18111 Usuario:Borja.ayerdi 2015-09-17T09:01:36Z <p>Borja.ayerdi: </p> <hr /> <div>[[Imagen:Borja-Color.jpg | right | 350px | alt=Borja Ayerdi photo]]<br /> <br /> == Borja Ayerdi Vilches ==<br /> <br /> ''Imagine the future, change the present''<br /> <br /> &lt;h3&gt;Personal Data&lt;/h3&gt;<br /> <br /> * &lt;b&gt;E-mail:&lt;/b&gt; borja.ayerdi@ehu.es <br /> <br /> * &lt;b&gt;Address:&lt;/b&gt;<br /> :Computational Intelligence Group <br /> :Computer Science Faculty - Lab. 307 <br /> :University Of The Basque Country (UPV/EHU) <br /> :Paseo Manuel Lardizabal 1 - CP: 20018 Donostia/San Sebastián (GUIPUZCOA) - Spain<br /> <br /> * &lt;b&gt;Tfno.:&lt;/b&gt; (+34) 943.01.80.47<br /> <br /> == Studies ==<br /> <br /> * Technical Engineering in Information Management (2006/2009) - Universidad del País Vasco (UPV/EHU).<br /> * Computer Science Engineer (2009/2011) - Universidad del País Vasco (UPV/EHU).<br /> * [http://www.kisa.ehu.es/ Masters Degree in Computational Engineering and Intelligent Systems] (2011/2012) - Universidad del País Vasco (UPV/EHU).<br /> * Currently: <br /> : PhD Student in the [http://www.ehu.es/ccwintco/ Computational Intelligence Group] of the Computer Science and Artificial Intelligence Department - Universidad del País Vasco (UPV/EHU).<br /> <br /> <br /> == Research Areas ==<br /> <br /> * Medical Image segmentation and registration.<br /> * Machine Learning application to medical image processing.<br /> * Extreme Learning Machines.<br /> * Hyperspectral imaging.<br /> * Social Networks.<br /> * Big data.<br /> * Active learning.<br /> * Hybrid classification ensembles.<br /> <br /> <br /> == Working experience ==<br /> <br /> * January 2012 - ongoing: [http://www.hezkuntza.ejgv.euskadi.net/r43-5552/es/contenidos/informacion/dib4/es_2035/bfi2_c.html Beca predoctoral / Predoctoral fellowship] granted by Gobierno Vasco / Basque Government.<br /> <br /> * September 2011 - December 2011: Personal Investigador Contratado / Hired researcher at Universidad del País Vasco (UPV/EHU), [http://www.ehu.es/ccwintco/ Computational Intelligence Group].<br /> : Project: EVARTRAC CIRUGÍA GUIADA POR IMAGEN: APLICACIÓN A LA REPARACIÓN ENDOVASCULAR DE ANEURISMAS DE AORTA.<br /> <br /> <br /> == Teaching ==<br /> <br /> * Computer Vision (UPV/EHU 2015/2016)<br /> * Computer Vision (UPV/EHU 2014/2015)<br /> * Machine Learning and Neural Networks (UPV/EHU 2013/2014)<br /> <br /> == Courses ==<br /> <br /> * Vitoria-Gasteiz 2009 - (Intensive Programme) Network Security and 4n6<br /> <br /> <br /> == Intership ==<br /> <br /> * 2013 - [http://www.kssk.pwr.wroc.pl/machine-learning-team/1469/?lang=en Machine Learning Group], Wrocław University of Technology, Poland with Prof. Michal Wozniak<br /> <br /> <br /> == Research projects participation ==<br /> <br /> * Proyecto: Aprendizaje cooperativo inter e intragrupal en el submodulo de escructura y arquitectura de computadores.<br /> ** Entidad adjudicataria: UPV/EHU, Proyecto de Innovación Educativa 6719.<br /> ** Investigador principal: Jose Manuel Lopez Guede.<br /> ** Fechas: 2014 – 2015.<br /> <br /> <br /> * Proyecto: Técnicas de inteligencia computacional en el proceso de imagen hiperespectral y aplicaciones.<br /> ** Entidad adjudicataria: Ministerio de Ciencia e Innovación del Gobierno Español, TIN2011-28753-C02-02.<br /> ** Investigador principal: Prof. Alicia d'Anjou.<br /> ** Fechas: 2011 – 2013.<br /> <br /> <br /> == Publications ==<br /> <br /> &lt;h3&gt;<br /> Submitted without decision<br /> &lt;/h3&gt;<br /> <br /> * Borja Ayerdi, Manuel Grana<br /> : &quot;Adaptive Hybrid Extreme Rotation Forest&quot;<br /> : ''Neural Processing Letters''<br /> <br /> <br /> * Borja Ayerdi, Bartosz Krawczyk, Manuel Grana and Michal Wozniak<br /> : &quot;Combining One-Class Classifiers for Hyperspectral Image Segmentation&quot;<br /> : ''Fundamenta Informaticae''<br /> <br /> <br /> * Ariadna Besga, Itxaso González-Ortega, Enrique Echeburúa, Alexandre Savio, Borja Ayerdi, Darya Chyzhyk, Jose LM Madrigal, Juan C. Leza, Manuel Graña, Ana González-Pinto<br /> : &quot;Discrimination between Alzheimer’s Disease and Late Onset Bipolar Disorder using multivariate analysis&quot;<br /> <br /> <br /> &lt;h3&gt;<br /> 2015<br /> &lt;/h3&gt;<br /> <br /> <br /> * Borja Ayerdi, Oier Echaniz, Alexandre Savio, Manuel Graña <br /> : “Automated segmentation of subcutaneous and visceral adipose tissues from MRI”<br /> : ''InMed 2015''<br /> <br /> <br /> * Borja Ayerdi, Manuel Graña<br /> : &quot;Random Forest Active Learning for Detecting Blood Vessels in Angiography&quot;<br /> : ''CORES 2015''<br /> <br /> <br /> * Ariadna Besga-Basterra, Darya Chyzhyk, Itxaso González-Ortega, Alexandre Savio, Borja Ayerdi, Jon Echeveste, Manuel Graña, Ana González-Pinto<br /> : &quot;White matter anatomical correlates with biomarkers discriminating between Alzheimer’s Disease and Late Onset Bipolar Disorder by eigenanatomy on fractional anisotropy imaging&quot;<br /> : ''Current Alzheimer Research''<br /> : JCR 2013 - 3.796 (Q1 Clin Neurol, T1 Neurosciences)<br /> <br /> <br /> * Borja Ayerdi, Manuel Graña<br /> : &quot;Hyperspectral Image Nonlinear Unmixing and Reconstruction by ELM Regression Ensemble&quot;<br /> : ''Neurocomputing''<br /> : JCR 2013 - 2.005 (Q1 CSAI) / [5-Year Impact Factor: 2.102]<br /> <br /> <br /> &lt;h3&gt;<br /> 2014<br /> &lt;/h3&gt;<br /> <br /> * Borja Ayerdi, Manuel Graña<br /> : &quot;Hyperspectral Image Nonlinear Unmixing by Ensemble ELM Regression&quot;<br /> : Jiuwen Cao et al. (Eds.): Proceedings of ELM-2014 Volume 2, Proceedings in Adaptation, Learning and Optimization1, pp. 289-297. Springer. <br /> <br /> <br /> * Borja Ayerdi, Ion Marqués and Manuel Grana<br /> : &quot;Spatially regularized semisupervised Ensembles of Extreme Learning Machines for hyperspectral image segmentation&quot;<br /> : ''Neurocomputing''<br /> : JCR 2013 - 2.005 (Q1 CSAI) / [5-Year Impact Factor: 2.102]<br /> <br /> <br /> * Borja Ayerdi, Manuel Grana<br /> : &quot;Hybrid Extreme Rotation Forest&quot;<br /> : ''Neural Networks''<br /> : JCR 2013 - 2.076 (Q1 CSAI) / [5-Year Impact Factor: 2.516]<br /> <br /> <br /> * Pawel Ksieniewicz, Dariusz Jankowski, Borja Ayerdi, Konrad Jackowski, Michal Wozniak and Manuel Graña<br /> : &quot;A Novel Hyperspectral Segmentation Algorithm - Concept and Evaluation&quot;<br /> : ''Logic Journal of the IGPL''<br /> : JCR 2012 - 1.136 (Q1 MATHEMATICS, Q1 APPLIED MATHEMATICS, Q1 LOGIC) / [5-Year Impact Factor: 0.79]<br /> <br /> <br /> &lt;h3&gt;<br /> 2013<br /> &lt;/h3&gt;<br /> <br /> * Borja Ayerdi, Ion Marqués and Manuel Grana<br /> : &quot;Spectral-spatial semi-supervised hyperspectral image segmentation using Ensembles of Extreme Learning Machines&quot;<br /> : ''ELM 2013, Beijing, October 15-17, 2013.''<br /> <br /> <br /> * J. Maiora , G. García , B. Ayerdi , M. Graña , M. De Blas<br /> : &quot;Active Learning enhanced with Expert Knowledge for Computed Tomography Image Segmentation&quot;<br /> : ''InMed 2013, Greece, 17-19 July, 2013.''<br /> <br /> <br /> * Borja Ayerdi, Josu Maiora, Manuel Graña<br /> : &quot;Aplications of Hybrid Extreme Rotation Forests for Image Segmentation&quot;<br /> : ''Journal of Hybrid Intelligent Systems''<br /> <br /> <br /> * Borja Ayerdi, Josu Maiora, Manuel Graña<br /> : &quot;Enhancing Active Learning Computed Tomography Image Segmentation with Domain Knowledge&quot;<br /> : ''HAIS 2013, Salamanca, 11-13 September, 2013.''<br /> <br /> <br /> * Borja Ayerdi, Alexandre Savio, Manuel Graña<br /> : &quot;Meta-ensembles of classifiers for Alzheimer's disease detection using independent ROI features&quot;<br /> : J.M. Ferrandez et al. (Eds.): IWINAC 2013, Part II, LNCS 7931, pp. 122--130. Springer, Heidelberg (2013) <br /> <br /> <br /> * Borja Ayerdi, Manuel Graña<br /> : &quot;On Spatial Regularization for Semisupervised Hyperspectral Image Segmentation Using Hybrid Extreme Rotation Forest&quot;<br /> : ''WHISPERS 2013, Gainesville, USA, 25-28 June, 2013.''<br /> <br /> <br /> * Darya Chyzhyk, Borja Ayerdi, Josu Maiora<br /> : &quot;Active Learning with Bootstrapped Dendritic Classifier applied to medical image segmentation&quot;<br /> : ''Pattern Recognition Letters''<br /> : JCR 2013 - 1.062 (T1, Q2 CSAI) / [5-Year Impact Factor: 1.466]<br /> <br /> <br /> * Josu Maiora, Borja Ayerdi, Manuel Graña<br /> : &quot;Random Forest Active Learning for Computed Tomography Angiography Image Segmentation&quot;<br /> : ''Neurocomputing''<br /> : JCR 2013 - 2.005 (Q1 CSAI) / [5-Year Impact Factor: 2.102]<br /> <br /> <br /> &lt;h3&gt;<br /> 2012<br /> &lt;/h3&gt;<br /> <br /> * Borja Ayerdi Vilches, Manuel Graña<br /> : &quot;Hybrid Extreme Rotation Forest&quot;.<br /> : ''ELM 2012, Singapore, 11-13 December, 2012''. <br /> <br /> <br /> * Borja Ayerdi, Josu Maiora, Manuel Graña<br /> : &quot;Active learning of Hybrid Extreme Rotation Forests for CTA image segmentation&quot;.<br /> : ''Hybrid Intelligent Systems (HIS), 2012 12th International Conference on (pp. 543-548)''. IEEE.<br /> <br /> <br /> &lt;h3&gt;<br /> 2010<br /> &lt;/h3&gt;<br /> <br /> * Ekaitz Zulueta Guerrero, Naiara Telleria Garay, Jose Manuel Lopez-Guede, Borja Ayerdi Vilches, Eider Egilegor Iragorri, David Lecumberri Castaños, Ana Belén de la Hoz Rastrollo and Carlos Pertusa Peña<br /> : &quot;Prediction of Bladder Cancer Recurrences Using Artificial Neural Networks&quot;<br /> : ''Lecture Notes in Computer Science, 2010, Volume 6076, Hybrid Artificial Intelligence Systems, Pages 492-499''.<br /> <br /> == Conferences ==<br /> <br /> * PyData 2014, Berlin ,25-27 July 2014.<br /> * Europython 2014, Berlin ,21-27 July 2014.<br /> * ELM 2013, Beijing, October 15-17, 2013.<br /> * HAIS 2013, Salamanca, 11-13 September, 2013. <br /> * WHISPERS 2013, Gainesville, USA, 25-28 June, 2013. <br /> * IWINAC 2013, Mallorca, 10-14 June, 2013. <br /> * FIA 2013, Dublin, 8-10 May, 2013. <br /> * ELM 2012, Singapore, 11-13 December 2012.<br /> * HIS 2012, Pune (India), 04-07 December 2012.<br /> <br /> == Reviewer ==<br /> <br /> * KES 2012<br /> * Pattern Recognition Letters<br /> * Neurocomputing<br /> * IEEE Journal of Selected Topics in Applied Earth Observations and Remote Sensing (JSTARS)<br /> * Pattern Analysis and Applications<br /> * InMed 2014<br /> <br /> == Organizer ==<br /> <br /> * Local organizing committee member of Europython 2015 ([http://ep2015.europython.eu/ Europython 2015])<br /> * Local organizing committee member of Python San Sebastian 2014 ([http://www.pyss.org Pyss14])<br /> * Local organizing committee member of the KES International Conference on Innovation in Medicine and Healthcare - ([http://inmed-14.innovationkt.org/ INMED 2014]) 7, 8 &amp; 9 July 2014, San Sebastian, Spain.<br /> * Local organizing committee member of the 16th International Conference on Knowledge-Based and Intelligent Information &amp; Engineering Systems – ([http://www.mirlabs.net/nwesp12/ KES 2012]) 10, 11 &amp; 12 September 2012, San Sebastian, Spain.<br /> <br /> == Other activities ==<br /> <br /> * Treasurer and board member of the non-profit Python San Sebastian society (ACPySS)<br /> * Treasurer and board member of the non-profit Euskopython society<br /> * Treasurer and board member of the non-profit Europython society (EPS)<br /> <br /> == Awards ==<br /> <br /> * Alexandre Savio, Borja Ayerdi y Manuel Graña: XIII Premio Manuel Laborde Werlinden, 2013 [http://entreprenari.com/html/cast/premios/mlaborde1.htm][http://www.basqueresearch.com/berria_irakurri.asp?Berri_Kod=4843&amp;hizk=I#.Ut475RC0qUk][http://www.diariovasco.com/20131211/economia/recibe-premio-manuel-laborde-201312111847.html][http://www.abc.es/agencias/noticia.asp?noticia=1549703][http://www.ehu.es/p200-content/es/contenidos/noticia/20131211_premio_laborde/es_laborde/20131211_premio_laborde.html]<br /> <br /> * Alexandre Savio, Borja Ayerdi y Manuel Graña: XXIV Premio Toribio Echevarria, 2014 [http://www.noticiasdegipuzkoa.com/2014/05/29/economia/los-toribio-premian-proyectos-de-tecnologia-computacional][http://www.toribioechevarria.com/eu/2013-2014ko-irabazleak/] [https://www.youtube.com/watch?v=gthFBCrw2VQ&amp;t=62m]<br /> <br /> * Videos [https://www.youtube.com/watch?v=_VUSjxMkxCo Euskadinnova] [https://www.youtube.com/watch?v=-0eNpmyOTxA Premios Toribio Echeverria]<br /> <br /> == Semana de la ciencia ==<br /> <br /> * XI Semana de la Ciencia 2011 ([http://www.diariovasco.com/v/20111112/al-dia-local/cientificos-20111112.html Diario Vasco])<br /> * XII Semana de la Ciencia 2012<br /> <br /> <br /> == Software ==<br /> * [http://www.ehu.es/ccwintco/index.php/GIC-source-code-free-libre GIC Source Code]<br /> * [http://www.ehu.es/ccwintco/uploads/6/69/HERF.tar.gz Hybrid Extreme Rotation Forest (HERF) basic code]<br /> * [http://www.ehu.es/ccwintco/uploads/c/c9/Farzad.zip Basic ELM code example]<br /> * [http://www.ehu.es/ccwintco/uploads/2/26/AdaHERF.zip Adaptative Extreme Rotation Forest (AdaHERF) python code]<br /> <br /> <br /> == Datasets ==<br /> <br /> &lt;h3&gt;General Datasets&lt;/h3&gt;<br /> <br /> * [http://www.eecs.berkeley.edu/Research/Projects/CS/vision/grouping/segbench/ The Berkeley Segmentation Dataset and Benchmark]<br /> * [http://www.ehu.es/ccwintco/index.php/Hyperspectral_Remote_Sensing_Scenes Hyperspectral Remote Sensing Images (Salinas A, Salinas C, Indian Pines, Pavia University)]<br /> * [http://archive.ics.uci.edu/ml/ UCI Machine Learning Repository]<br /> * [[GIC-experimental-databases | Post-processed datasets by Alex Savio.]]<br /> <br /> <br /> &lt;h3&gt;Hyperspectral Datasets&lt;/h3&gt;<br /> <br /> * [http://www.ehu.es/ccwintco/index.php/Hyperspectral_Remote_Sensing_Scenes Hyperspectral Remote Sensing Scenes]<br /> * [http://www.ehu.es/ccwintco/index.php/Hyperspectral_Camera_SOC710_Nature_Datasets Our own dataset!]<br /> * [http://personalpages.manchester.ac.uk/staff/david.foster/Hyperspectral_images_of_natural_scenes_04.html Foster Hyperspectral Images]<br /> * [http://www.foi.se/FOI/templates/Page____9189.aspx FOI HyperSpectral Images]<br /> * [http://www.spectir.com/download.html Spectir Hyperspectral Images]<br /> * [http://www.cvc.uab.es/color_calibration/Bristol_Hyper/ Bristol Hyperspecrtal Images]<br /> * [https://sourceforge.net/p/hyperspectralim/wiki/Home/ SourceForge repository]<br /> * [https://sourceforge.net/projects/hyperspectralim/ SourceForge Hyperspectral repository]<br /> <br /> <br /> &lt;h3&gt;Medical Datasets&lt;/h3&gt;<br /> <br /> * [http://www.oasis-brains.org OASIS]<br /> * [http://fcon_1000.projects.nitrc.org/index.html INDI - 1000 Functional Connectomes Project]<br /> * [http://adni.loni.ucla.edu/ ADNI]<br /> * [http://www.nitrc.org/projects/brainmap BrainMap]<br /> * [http://rad.med.hokudai.ac.jp/research/fa/index_e.php Fractional Anisotropy Database]<br /> * [http://insight-journal.org/midas MIDAS]<br /> * [http://www.childmind.org/en/healthy-brain-network/abide/ ABIDE]<br /> * [http://fcon_1000.projects.nitrc.org/indi/retro/cobre.html COBRE-Schizophrenia]<br /> <br /> <br /> == Target journals ==<br /> <br /> * [http://ieeexplore.ieee.org/xpl/RecentIssue.jsp?punumber=91 IEEE Transactions on Fuzzy Systems (IF 5.484)]<br /> * [http://ieeexplore.ieee.org/xpl/RecentIssue.jsp?reload=true&amp;punumber=34 IEEE Transactions on Pattern Analysis and Machine Intelligence (IF 4.795)]<br /> * [http://www.journals.elsevier.com/knowledge-based-systems/ Knowledge-Based Systems (IF 4.104)]<br /> * [http://www.journals.elsevier.com/information-sciences/ Information Sciences (IF 3.643)]<br /> * [http://ieeexplore.ieee.org/xpl/RecentIssue.jsp?punumber=36 IEEE Transactions on Geoscience and Remote Sensing (IF 3.467)]<br /> * [http://ieeexplore.ieee.org/xpl/RecentIssue.jsp?punumber=4609443 IEEE Journal of Selected Topics in Applied Earth Observations and Remote Sensing (IF 2.874))]<br /> * [http://www.springer.com/computer/ai/journal/11063 Neural Processing Letters (IF 1.240)]<br /> <br /> <br /> == Utilities ==<br /> <br /> * [http://www.ehu.es/ccwintco/uploads/2/2d/Vision_20140908.pdf Intro 08/09/2014]<br /> * [https://www.accesowok.fecyt.es/jcr JCR]<br /> * [https://www.accesowok.fecyt.es/?page_id=658 Web of Knowledge]<br /> * [https://gestion-empleado.ehu.es Gestión de empleados UPV/EHU]<br /> * [http://gestioncvb.ehu.es Gestión de aulas virtuales]<br /> * [http://moodle5.ehu.es/ MOODLE]<br /> * [https://gestion.ehu.es/gaur GAUR]<br /> * [http://www.tic.ehu.es/p265-shintrct/es/contenidos/informacion/wifi/es_wifi/wifi_manual.html Eduroam UPV/EHU]<br /> * [http://www.tic.ehu.es/p265-shintrct/es/contenidos/enlace/vpn_indice/es_indizea/vpn_indizea.html VPN UPV/EHU]<br /> * [https://github.com/borjaayerdi My github]<br /> * [https://www.linkedin.com/pub/borja-ayerdi-vilches/3a/b87/12b My LinkedIn]<br /> * [http://scholar.google.es/citations?user=bVAL794AAAAJ My Google Scholar]<br /> * [http://braincloudcomputing.com Brain Cloud Computing (BCC)]<br /> * [http://bcig.eu/ BCIG]<br /> * [http://gitlab.braincloudcomputing.com/ Gitlab]<br /> <br /> == Tutorials ==<br /> <br /> * [[Media:Git for dummies.png | Git Cheat sheet for Dummies.]]<br /> * [http://roundhere.net/journal/virtualenv-ubuntu-12-10/ Virtual enviroment (Ubuntu)]<br /> * [http://sebastianraschka.com/Articles/2014_matrix_cheatsheet.html Matrix Cheat Sheet MATLAB, Python NumPy, R, and Julia]<br /> * [http://bioinformatiquillo.wordpress.com/2009/06/17/beamerposter-posters-elegantes-con-la-clase-latex-beamer-en-lyx-y-presentaciones-en-formato-panoramico/ Beamer poster LyX]<br /> * [http://nbviewer.ipython.org/url/jakevdp.github.com/downloads/notebooks/XKCD_plots.ipynb XKCD plots]<br /> * [https://github.com/mwaskom/ziegler Ziegler: fMRI Reporting Webapp]</div> Borja.ayerdi https://ehu.eus/ccwintco/index.php?title=Usuario:Borja.ayerdi&diff=18109 Usuario:Borja.ayerdi 2015-09-17T08:57:21Z <p>Borja.ayerdi: /* Teaching */</p> <hr /> <div>[[Imagen:Borja-Color.jpg | right | 350px | alt=Borja Ayerdi photo]]<br /> <br /> == Borja Ayerdi Vilches ==<br /> <br /> ''Imagine the future, change the present''<br /> <br /> &lt;h3&gt;Personal Data&lt;/h3&gt;<br /> <br /> * &lt;b&gt;E-mail:&lt;/b&gt; borja.ayerdi@ehu.es <br /> <br /> * &lt;b&gt;Address:&lt;/b&gt;<br /> :Computational Intelligence Group <br /> :Computer Science Faculty - Lab. 307 <br /> :University Of The Basque Country (UPV/EHU) <br /> :Paseo Manuel Lardizabal 1 - CP: 20018 Donostia/San Sebastián (GUIPUZCOA) - Spain<br /> <br /> * &lt;b&gt;Tfno.:&lt;/b&gt; (+34) 943.01.80.47<br /> <br /> == Studies ==<br /> <br /> * Technical Engineering in Information Management (2006/2009) - Universidad del País Vasco (UPV/EHU).<br /> * Computer Science Engineer (2009/2011) - Universidad del País Vasco (UPV/EHU).<br /> * [http://www.kisa.ehu.es/ Masters Degree in Computational Engineering and Intelligent Systems] (2011/2012) - Universidad del País Vasco (UPV/EHU).<br /> * Currently: <br /> : PhD Student in the [http://www.ehu.es/ccwintco/ Computational Intelligence Group] of the Computer Science and Artificial Intelligence Department - Universidad del País Vasco (UPV/EHU).<br /> <br /> <br /> == Research Areas ==<br /> <br /> * Medical Image segmentation and registration.<br /> * Machine Learning application to medical image processing.<br /> * Extreme Learning Machines.<br /> * Hyperspectral imaging.<br /> * Social Networks.<br /> * Big data.<br /> * Active learning.<br /> * Hybrid classification ensembles.<br /> <br /> <br /> == Working experience ==<br /> <br /> * January 2012 - ongoing: [http://www.hezkuntza.ejgv.euskadi.net/r43-5552/es/contenidos/informacion/dib4/es_2035/bfi2_c.html Beca predoctoral / Predoctoral fellowship] granted by Gobierno Vasco / Basque Government.<br /> <br /> * September 2011 - December 2011: Personal Investigador Contratado / Hired researcher at Universidad del País Vasco (UPV/EHU), [http://www.ehu.es/ccwintco/ Computational Intelligence Group].<br /> : Project: EVARTRAC CIRUGÍA GUIADA POR IMAGEN: APLICACIÓN A LA REPARACIÓN ENDOVASCULAR DE ANEURISMAS DE AORTA.<br /> <br /> <br /> == Teaching ==<br /> <br /> * Computer Vision (UPV/EHU 2015/2016)<br /> * Computer Vision (UPV/EHU 2014/2015)<br /> * Machine Learning and Neural Networks (UPV/EHU 2013/2014)<br /> <br /> == Courses ==<br /> <br /> * Vitoria-Gasteiz 2009 - (Intensive Programme) Network Security and 4n6<br /> <br /> <br /> == Intership ==<br /> <br /> * 2013 - [http://www.kssk.pwr.wroc.pl/machine-learning-team/1469/?lang=en Machine Learning Group], Wrocław University of Technology, Poland with Prof. Michal Wozniak<br /> <br /> <br /> == Research projects participation ==<br /> <br /> * Proyecto: Aprendizaje cooperativo inter e intragrupal en el submodulo de escructura y arquitectura de computadores.<br /> ** Entidad adjudicataria: UPV/EHU, Proyecto de Innovación Educativa 6719.<br /> ** Investigador principal: Jose Manuel Lopez Guede.<br /> ** Fechas: 2014 – 2015.<br /> <br /> <br /> * Proyecto: Técnicas de inteligencia computacional en el proceso de imagen hiperespectral y aplicaciones.<br /> ** Entidad adjudicataria: Ministerio de Ciencia e Innovación del Gobierno Español, TIN2011-28753-C02-02.<br /> ** Investigador principal: Prof. Alicia d'Anjou.<br /> ** Fechas: 2011 – 2013.<br /> <br /> <br /> == Publications ==<br /> <br /> &lt;h3&gt;<br /> Submitted without decision<br /> &lt;/h3&gt;<br /> <br /> * Borja Ayerdi, Manuel Grana<br /> : &quot;Adaptive Hybrid Extreme Rotation Forest&quot;<br /> : ''Neural Processing Letters''<br /> <br /> <br /> * Borja Ayerdi, Bartosz Krawczyk, Manuel Grana and Michal Wozniak<br /> : &quot;Combining One-Class Classifiers for Hyperspectral Image Segmentation&quot;<br /> : ''Fundamenta Informaticae''<br /> <br /> <br /> * Ariadna Besga, Itxaso González-Ortega, Enrique Echeburúa, Alexandre Savio, Borja Ayerdi, Darya Chyzhyk, Jose LM Madrigal, Juan C. Leza, Manuel Graña, Ana González-Pinto<br /> : &quot;Discrimination between Alzheimer’s Disease and Late Onset Bipolar Disorder using multivariate analysis&quot;<br /> <br /> <br /> &lt;h3&gt;<br /> 2015<br /> &lt;/h3&gt;<br /> <br /> <br /> * Borja Ayerdi, Oier Echaniz, Alexandre Savio, Manuel Graña <br /> : “Automated segmentation of subcutaneous and visceral adipose tissues from MRI”<br /> : ''InMed 2015''<br /> <br /> <br /> * Borja Ayerdi, Manuel Graña<br /> : &quot;Random Forest Active Learning for Detecting Blood Vessels in Angiography&quot;<br /> : ''CORES 2015''<br /> <br /> <br /> * Ariadna Besga-Basterra, Darya Chyzhyk, Itxaso González-Ortega, Alexandre Savio, Borja Ayerdi, Jon Echeveste, Manuel Graña, Ana González-Pinto<br /> : &quot;White matter anatomical correlates with biomarkers discriminating between Alzheimer’s Disease and Late Onset Bipolar Disorder by eigenanatomy on fractional anisotropy imaging&quot;<br /> : ''Current Alzheimer Research''<br /> : JCR 2013 - 3.796 (Q1 Clin Neurol, T1 Neurosciences)<br /> <br /> <br /> * Borja Ayerdi, Manuel Graña<br /> : &quot;Hyperspectral Image Nonlinear Unmixing and Reconstruction by ELM Regression Ensemble&quot;<br /> : ''Neurocomputing''<br /> : JCR 2013 - 2.005 (Q1 CSAI) / [5-Year Impact Factor: 2.102]<br /> <br /> <br /> &lt;h3&gt;<br /> 2014<br /> &lt;/h3&gt;<br /> <br /> * Borja Ayerdi, Manuel Graña<br /> : &quot;Hyperspectral Image Nonlinear Unmixing by Ensemble ELM Regression&quot;<br /> : Jiuwen Cao et al. (Eds.): Proceedings of ELM-2014 Volume 2, Proceedings in Adaptation, Learning and Optimization1, pp. 289-297. Springer. <br /> <br /> <br /> * Borja Ayerdi, Ion Marqués and Manuel Grana<br /> : &quot;Spatially regularized semisupervised Ensembles of Extreme Learning Machines for hyperspectral image segmentation&quot;<br /> : ''Neurocomputing''<br /> : JCR 2013 - 2.005 (Q1 CSAI) / [5-Year Impact Factor: 2.102]<br /> <br /> <br /> * Borja Ayerdi, Manuel Grana<br /> : &quot;Hybrid Extreme Rotation Forest&quot;<br /> : ''Neural Networks''<br /> : JCR 2013 - 2.076 (Q1 CSAI) / [5-Year Impact Factor: 2.516]<br /> <br /> <br /> * Pawel Ksieniewicz, Dariusz Jankowski, Borja Ayerdi, Konrad Jackowski, Michal Wozniak and Manuel Graña<br /> : &quot;A Novel Hyperspectral Segmentation Algorithm - Concept and Evaluation&quot;<br /> : ''Logic Journal of the IGPL''<br /> : JCR 2012 - 1.136 (Q1 MATHEMATICS, Q1 APPLIED MATHEMATICS, Q1 LOGIC) / [5-Year Impact Factor: 0.79]<br /> <br /> <br /> &lt;h3&gt;<br /> 2013<br /> &lt;/h3&gt;<br /> <br /> * Borja Ayerdi, Ion Marqués and Manuel Grana<br /> : &quot;Spectral-spatial semi-supervised hyperspectral image segmentation using Ensembles of Extreme Learning Machines&quot;<br /> : ''ELM 2013, Beijing, October 15-17, 2013.''<br /> <br /> <br /> * J. Maiora , G. García , B. Ayerdi , M. Graña , M. De Blas<br /> : &quot;Active Learning enhanced with Expert Knowledge for Computed Tomography Image Segmentation&quot;<br /> : ''InMed 2013, Greece, 17-19 July, 2013.''<br /> <br /> <br /> * Borja Ayerdi, Josu Maiora, Manuel Graña<br /> : &quot;Aplications of Hybrid Extreme Rotation Forests for Image Segmentation&quot;<br /> : ''Journal of Hybrid Intelligent Systems''<br /> <br /> <br /> * Borja Ayerdi, Josu Maiora, Manuel Graña<br /> : &quot;Enhancing Active Learning Computed Tomography Image Segmentation with Domain Knowledge&quot;<br /> : ''HAIS 2013, Salamanca, 11-13 September, 2013.''<br /> <br /> <br /> * Borja Ayerdi, Alexandre Savio, Manuel Graña<br /> : &quot;Meta-ensembles of classifiers for Alzheimer's disease detection using independent ROI features&quot;<br /> : J.M. Ferrandez et al. (Eds.): IWINAC 2013, Part II, LNCS 7931, pp. 122--130. Springer, Heidelberg (2013) <br /> <br /> <br /> * Borja Ayerdi, Manuel Graña<br /> : &quot;On Spatial Regularization for Semisupervised Hyperspectral Image Segmentation Using Hybrid Extreme Rotation Forest&quot;<br /> : ''WHISPERS 2013, Gainesville, USA, 25-28 June, 2013.''<br /> <br /> <br /> * Darya Chyzhyk, Borja Ayerdi, Josu Maiora<br /> : &quot;Active Learning with Bootstrapped Dendritic Classifier applied to medical image segmentation&quot;<br /> : ''Pattern Recognition Letters''<br /> : JCR 2013 - 1.062 (T1, Q2 CSAI) / [5-Year Impact Factor: 1.466]<br /> <br /> <br /> * Josu Maiora, Borja Ayerdi, Manuel Graña<br /> : &quot;Random Forest Active Learning for Computed Tomography Angiography Image Segmentation&quot;<br /> : ''Neurocomputing''<br /> : JCR 2013 - 2.005 (Q1 CSAI) / [5-Year Impact Factor: 2.102]<br /> <br /> <br /> &lt;h3&gt;<br /> 2012<br /> &lt;/h3&gt;<br /> <br /> * Borja Ayerdi Vilches, Manuel Graña<br /> : &quot;Hybrid Extreme Rotation Forest&quot;.<br /> : ''ELM 2012, Singapore, 11-13 December, 2012''. <br /> <br /> <br /> * Borja Ayerdi, Josu Maiora, Manuel Graña<br /> : &quot;Active learning of Hybrid Extreme Rotation Forests for CTA image segmentation&quot;.<br /> : ''Hybrid Intelligent Systems (HIS), 2012 12th International Conference on (pp. 543-548)''. IEEE.<br /> <br /> <br /> &lt;h3&gt;<br /> 2010<br /> &lt;/h3&gt;<br /> <br /> * Ekaitz Zulueta Guerrero, Naiara Telleria Garay, Jose Manuel Lopez-Guede, Borja Ayerdi Vilches, Eider Egilegor Iragorri, David Lecumberri Castaños, Ana Belén de la Hoz Rastrollo and Carlos Pertusa Peña<br /> : &quot;Prediction of Bladder Cancer Recurrences Using Artificial Neural Networks&quot;<br /> : ''Lecture Notes in Computer Science, 2010, Volume 6076, Hybrid Artificial Intelligence Systems, Pages 492-499''.<br /> <br /> == Conferences ==<br /> <br /> * PyData 2014, Berlin ,25-27 July 2014.<br /> * Europython 2014, Berlin ,21-27 July 2014.<br /> * ELM 2013, Beijing, October 15-17, 2013.<br /> * HAIS 2013, Salamanca, 11-13 September, 2013. <br /> * WHISPERS 2013, Gainesville, USA, 25-28 June, 2013. <br /> * IWINAC 2013, Mallorca, 10-14 June, 2013. <br /> * FIA 2013, Dublin, 8-10 May, 2013. <br /> * ELM 2012, Singapore, 11-13 December 2012.<br /> * HIS 2012, Pune (India), 04-07 December 2012.<br /> <br /> == Reviewer ==<br /> <br /> * KES 2012<br /> * Pattern Recognition Letters<br /> * Neurocomputing<br /> * IEEE Journal of Selected Topics in Applied Earth Observations and Remote Sensing (JSTARS)<br /> * Pattern Analysis and Applications<br /> * InMed 2014<br /> <br /> == Organizer ==<br /> <br /> * Local organizing committee member of Europython 2015 ([http://ep2015.europython.eu/ Europython 2015])<br /> * Local organizing committee member of Python San Sebastian 2014 ([http://www.pyss.org Pyss14])<br /> * Local organizing committee member of the KES International Conference on Innovation in Medicine and Healthcare - ([http://inmed-14.innovationkt.org/ INMED 2014]) 7, 8 &amp; 9 July 2014, San Sebastian, Spain.<br /> * Local organizing committee member of the 16th International Conference on Knowledge-Based and Intelligent Information &amp; Engineering Systems – ([http://www.mirlabs.net/nwesp12/ KES 2012]) 10, 11 &amp; 12 September 2012, San Sebastian, Spain.<br /> <br /> == Awards ==<br /> <br /> * Alexandre Savio, Borja Ayerdi y Manuel Graña: XIII Premio Manuel Laborde Werlinden, 2013 [http://entreprenari.com/html/cast/premios/mlaborde1.htm][http://www.basqueresearch.com/berria_irakurri.asp?Berri_Kod=4843&amp;hizk=I#.Ut475RC0qUk][http://www.diariovasco.com/20131211/economia/recibe-premio-manuel-laborde-201312111847.html][http://www.abc.es/agencias/noticia.asp?noticia=1549703][http://www.ehu.es/p200-content/es/contenidos/noticia/20131211_premio_laborde/es_laborde/20131211_premio_laborde.html]<br /> <br /> * Alexandre Savio, Borja Ayerdi y Manuel Graña: XXIV Premio Toribio Echevarria, 2014 [http://www.noticiasdegipuzkoa.com/2014/05/29/economia/los-toribio-premian-proyectos-de-tecnologia-computacional][http://www.toribioechevarria.com/eu/2013-2014ko-irabazleak/] [https://www.youtube.com/watch?v=gthFBCrw2VQ&amp;t=62m]<br /> <br /> * Videos [https://www.youtube.com/watch?v=_VUSjxMkxCo Euskadinnova] [https://www.youtube.com/watch?v=-0eNpmyOTxA Premios Toribio Echeverria]<br /> <br /> == Semana de la ciencia ==<br /> <br /> * XI Semana de la Ciencia 2011 ([http://www.diariovasco.com/v/20111112/al-dia-local/cientificos-20111112.html Diario Vasco])<br /> * XII Semana de la Ciencia 2012<br /> <br /> <br /> == Software ==<br /> * [http://www.ehu.es/ccwintco/index.php/GIC-source-code-free-libre GIC Source Code]<br /> * [http://www.ehu.es/ccwintco/uploads/6/69/HERF.tar.gz Hybrid Extreme Rotation Forest (HERF) basic code]<br /> * [http://www.ehu.es/ccwintco/uploads/c/c9/Farzad.zip Basic ELM code example]<br /> * [http://www.ehu.es/ccwintco/uploads/2/26/AdaHERF.zip Adaptative Extreme Rotation Forest (AdaHERF) python code]<br /> <br /> <br /> == Datasets ==<br /> <br /> &lt;h3&gt;General Datasets&lt;/h3&gt;<br /> <br /> * [http://www.eecs.berkeley.edu/Research/Projects/CS/vision/grouping/segbench/ The Berkeley Segmentation Dataset and Benchmark]<br /> * [http://www.ehu.es/ccwintco/index.php/Hyperspectral_Remote_Sensing_Scenes Hyperspectral Remote Sensing Images (Salinas A, Salinas C, Indian Pines, Pavia University)]<br /> * [http://archive.ics.uci.edu/ml/ UCI Machine Learning Repository]<br /> * [[GIC-experimental-databases | Post-processed datasets by Alex Savio.]]<br /> <br /> <br /> &lt;h3&gt;Hyperspectral Datasets&lt;/h3&gt;<br /> <br /> * [http://www.ehu.es/ccwintco/index.php/Hyperspectral_Remote_Sensing_Scenes Hyperspectral Remote Sensing Scenes]<br /> * [http://www.ehu.es/ccwintco/index.php/Hyperspectral_Camera_SOC710_Nature_Datasets Our own dataset!]<br /> * [http://personalpages.manchester.ac.uk/staff/david.foster/Hyperspectral_images_of_natural_scenes_04.html Foster Hyperspectral Images]<br /> * [http://www.foi.se/FOI/templates/Page____9189.aspx FOI HyperSpectral Images]<br /> * [http://www.spectir.com/download.html Spectir Hyperspectral Images]<br /> * [http://www.cvc.uab.es/color_calibration/Bristol_Hyper/ Bristol Hyperspecrtal Images]<br /> * [https://sourceforge.net/p/hyperspectralim/wiki/Home/ SourceForge repository]<br /> * [https://sourceforge.net/projects/hyperspectralim/ SourceForge Hyperspectral repository]<br /> <br /> <br /> &lt;h3&gt;Medical Datasets&lt;/h3&gt;<br /> <br /> * [http://www.oasis-brains.org OASIS]<br /> * [http://fcon_1000.projects.nitrc.org/index.html INDI - 1000 Functional Connectomes Project]<br /> * [http://adni.loni.ucla.edu/ ADNI]<br /> * [http://www.nitrc.org/projects/brainmap BrainMap]<br /> * [http://rad.med.hokudai.ac.jp/research/fa/index_e.php Fractional Anisotropy Database]<br /> * [http://insight-journal.org/midas MIDAS]<br /> * [http://www.childmind.org/en/healthy-brain-network/abide/ ABIDE]<br /> * [http://fcon_1000.projects.nitrc.org/indi/retro/cobre.html COBRE-Schizophrenia]<br /> <br /> <br /> == Target journals ==<br /> <br /> * [http://ieeexplore.ieee.org/xpl/RecentIssue.jsp?punumber=91 IEEE Transactions on Fuzzy Systems (IF 5.484)]<br /> * [http://ieeexplore.ieee.org/xpl/RecentIssue.jsp?reload=true&amp;punumber=34 IEEE Transactions on Pattern Analysis and Machine Intelligence (IF 4.795)]<br /> * [http://www.journals.elsevier.com/knowledge-based-systems/ Knowledge-Based Systems (IF 4.104)]<br /> * [http://www.journals.elsevier.com/information-sciences/ Information Sciences (IF 3.643)]<br /> * [http://ieeexplore.ieee.org/xpl/RecentIssue.jsp?punumber=36 IEEE Transactions on Geoscience and Remote Sensing (IF 3.467)]<br /> * [http://ieeexplore.ieee.org/xpl/RecentIssue.jsp?punumber=4609443 IEEE Journal of Selected Topics in Applied Earth Observations and Remote Sensing (IF 2.874))]<br /> * [http://www.springer.com/computer/ai/journal/11063 Neural Processing Letters (IF 1.240)]<br /> <br /> <br /> == Utilities ==<br /> <br /> * [http://www.ehu.es/ccwintco/uploads/2/2d/Vision_20140908.pdf Intro 08/09/2014]<br /> * [https://www.accesowok.fecyt.es/jcr JCR]<br /> * [https://www.accesowok.fecyt.es/?page_id=658 Web of Knowledge]<br /> * [https://gestion-empleado.ehu.es Gestión de empleados UPV/EHU]<br /> * [http://gestioncvb.ehu.es Gestión de aulas virtuales]<br /> * [http://moodle5.ehu.es/ MOODLE]<br /> * [https://gestion.ehu.es/gaur GAUR]<br /> * [http://www.tic.ehu.es/p265-shintrct/es/contenidos/informacion/wifi/es_wifi/wifi_manual.html Eduroam UPV/EHU]<br /> * [http://www.tic.ehu.es/p265-shintrct/es/contenidos/enlace/vpn_indice/es_indizea/vpn_indizea.html VPN UPV/EHU]<br /> * [https://github.com/borjaayerdi My github]<br /> * [https://www.linkedin.com/pub/borja-ayerdi-vilches/3a/b87/12b My LinkedIn]<br /> * [http://scholar.google.es/citations?user=bVAL794AAAAJ My Google Scholar]<br /> * [http://braincloudcomputing.com Brain Cloud Computing (BCC)]<br /> * [http://bcig.eu/ BCIG]<br /> * [http://gitlab.braincloudcomputing.com/ Gitlab]<br /> <br /> == Tutorials ==<br /> <br /> * [[Media:Git for dummies.png | Git Cheat sheet for Dummies.]]<br /> * [http://roundhere.net/journal/virtualenv-ubuntu-12-10/ Virtual enviroment (Ubuntu)]<br /> * [http://sebastianraschka.com/Articles/2014_matrix_cheatsheet.html Matrix Cheat Sheet MATLAB, Python NumPy, R, and Julia]<br /> * [http://bioinformatiquillo.wordpress.com/2009/06/17/beamerposter-posters-elegantes-con-la-clase-latex-beamer-en-lyx-y-presentaciones-en-formato-panoramico/ Beamer poster LyX]<br /> * [http://nbviewer.ipython.org/url/jakevdp.github.com/downloads/notebooks/XKCD_plots.ipynb XKCD plots]<br /> * [https://github.com/mwaskom/ziegler Ziegler: fMRI Reporting Webapp]</div> Borja.ayerdi https://ehu.eus/ccwintco/index.php?title=Archivo:Logos_arista.zip&diff=17926 Archivo:Logos arista.zip 2015-07-01T09:35:07Z <p>Borja.ayerdi: </p> <hr /> <div></div> Borja.ayerdi https://ehu.eus/ccwintco/index.php?title=Usuario:Borja.ayerdi&diff=17872 Usuario:Borja.ayerdi 2015-06-13T09:32:35Z <p>Borja.ayerdi: /* Publications */</p> <hr /> <div>[[Imagen:Borja-Color.jpg | right | 350px | alt=Borja Ayerdi photo]]<br /> <br /> == Borja Ayerdi Vilches ==<br /> <br /> ''Imagine the future, change the present''<br /> <br /> &lt;h3&gt;Personal Data&lt;/h3&gt;<br /> <br /> * &lt;b&gt;E-mail:&lt;/b&gt; borja.ayerdi@ehu.es <br /> <br /> * &lt;b&gt;Address:&lt;/b&gt;<br /> :Computational Intelligence Group <br /> :Computer Science Faculty - Lab. 307 <br /> :University Of The Basque Country (UPV/EHU) <br /> :Paseo Manuel Lardizabal 1 - CP: 20018 Donostia/San Sebastián (GUIPUZCOA) - Spain<br /> <br /> * &lt;b&gt;Tfno.:&lt;/b&gt; (+34) 943.01.80.47<br /> <br /> == Studies ==<br /> <br /> * Technical Engineering in Information Management (2006/2009) - Universidad del País Vasco (UPV/EHU).<br /> * Computer Science Engineer (2009/2011) - Universidad del País Vasco (UPV/EHU).<br /> * [http://www.kisa.ehu.es/ Masters Degree in Computational Engineering and Intelligent Systems] (2011/2012) - Universidad del País Vasco (UPV/EHU).<br /> * Currently: <br /> : PhD Student in the [http://www.ehu.es/ccwintco/ Computational Intelligence Group] of the Computer Science and Artificial Intelligence Department - Universidad del País Vasco (UPV/EHU).<br /> <br /> <br /> == Research Areas ==<br /> <br /> * Medical Image segmentation and registration.<br /> * Machine Learning application to medical image processing.<br /> * Extreme Learning Machines.<br /> * Hyperspectral imaging.<br /> * Social Networks.<br /> * Big data.<br /> * Active learning.<br /> * Hybrid classification ensembles.<br /> <br /> <br /> == Working experience ==<br /> <br /> * January 2012 - ongoing: [http://www.hezkuntza.ejgv.euskadi.net/r43-5552/es/contenidos/informacion/dib4/es_2035/bfi2_c.html Beca predoctoral / Predoctoral fellowship] granted by Gobierno Vasco / Basque Government.<br /> <br /> * September 2011 - December 2011: Personal Investigador Contratado / Hired researcher at Universidad del País Vasco (UPV/EHU), [http://www.ehu.es/ccwintco/ Computational Intelligence Group].<br /> : Project: EVARTRAC CIRUGÍA GUIADA POR IMAGEN: APLICACIÓN A LA REPARACIÓN ENDOVASCULAR DE ANEURISMAS DE AORTA.<br /> <br /> <br /> == Teaching ==<br /> <br /> * Computer Vision (UPV/EHU 2014/2015)<br /> * Machine Learning and Neural Networks (UPV/EHU 2013/2014)<br /> <br /> == Courses ==<br /> <br /> * Vitoria-Gasteiz 2009 - (Intensive Programme) Network Security and 4n6<br /> <br /> <br /> == Intership ==<br /> <br /> * 2013 - [http://www.kssk.pwr.wroc.pl/machine-learning-team/1469/?lang=en Machine Learning Group], Wrocław University of Technology, Poland with Prof. Michal Wozniak<br /> <br /> <br /> == Research projects participation ==<br /> <br /> * Proyecto: Aprendizaje cooperativo inter e intragrupal en el submodulo de escructura y arquitectura de computadores.<br /> ** Entidad adjudicataria: UPV/EHU, Proyecto de Innovación Educativa 6719.<br /> ** Investigador principal: Jose Manuel Lopez Guede.<br /> ** Fechas: 2014 – 2015.<br /> <br /> <br /> * Proyecto: Técnicas de inteligencia computacional en el proceso de imagen hiperespectral y aplicaciones.<br /> ** Entidad adjudicataria: Ministerio de Ciencia e Innovación del Gobierno Español, TIN2011-28753-C02-02.<br /> ** Investigador principal: Prof. Alicia d'Anjou.<br /> ** Fechas: 2011 – 2013.<br /> <br /> <br /> == Publications ==<br /> <br /> &lt;h3&gt;<br /> Submitted without decision<br /> &lt;/h3&gt;<br /> <br /> * Borja Ayerdi, Manuel Grana<br /> : &quot;Adaptive Hybrid Extreme Rotation Forest&quot;<br /> : ''Neural Processing Letters''<br /> <br /> <br /> * Borja Ayerdi, Bartosz Krawczyk, Manuel Grana and Michal Wozniak<br /> : &quot;Combining One-Class Classifiers for Hyperspectral Image Segmentation&quot;<br /> : ''Fundamenta Informaticae''<br /> <br /> <br /> * Ariadna Besga, Itxaso González-Ortega, Enrique Echeburúa, Alexandre Savio, Borja Ayerdi, Darya Chyzhyk, Jose LM Madrigal, Juan C. Leza, Manuel Graña, Ana González-Pinto<br /> : &quot;Discrimination between Alzheimer’s Disease and Late Onset Bipolar Disorder using multivariate analysis&quot;<br /> <br /> <br /> &lt;h3&gt;<br /> 2015<br /> &lt;/h3&gt;<br /> <br /> <br /> * Borja Ayerdi, Oier Echaniz, Alexandre Savio, Manuel Graña <br /> : “Automated segmentation of subcutaneous and visceral adipose tissues from MRI”<br /> : ''InMed 2015''<br /> <br /> <br /> * Borja Ayerdi, Manuel Graña<br /> : &quot;Random Forest Active Learning for Detecting Blood Vessels in Angiography&quot;<br /> : ''CORES 2015''<br /> <br /> <br /> * Ariadna Besga-Basterra, Darya Chyzhyk, Itxaso González-Ortega, Alexandre Savio, Borja Ayerdi, Jon Echeveste, Manuel Graña, Ana González-Pinto<br /> : &quot;White matter anatomical correlates with biomarkers discriminating between Alzheimer’s Disease and Late Onset Bipolar Disorder by eigenanatomy on fractional anisotropy imaging&quot;<br /> : ''Current Alzheimer Research''<br /> : JCR 2013 - 3.796 (Q1 Clin Neurol, T1 Neurosciences)<br /> <br /> <br /> * Borja Ayerdi, Manuel Graña<br /> : &quot;Hyperspectral Image Nonlinear Unmixing and Reconstruction by ELM Regression Ensemble&quot;<br /> : ''Neurocomputing''<br /> : JCR 2013 - 2.005 (Q1 CSAI) / [5-Year Impact Factor: 2.102]<br /> <br /> <br /> &lt;h3&gt;<br /> 2014<br /> &lt;/h3&gt;<br /> <br /> * Borja Ayerdi, Manuel Graña<br /> : &quot;Hyperspectral Image Nonlinear Unmixing by Ensemble ELM Regression&quot;<br /> : Jiuwen Cao et al. (Eds.): Proceedings of ELM-2014 Volume 2, Proceedings in Adaptation, Learning and Optimization1, pp. 289-297. Springer. <br /> <br /> <br /> * Borja Ayerdi, Ion Marqués and Manuel Grana<br /> : &quot;Spatially regularized semisupervised Ensembles of Extreme Learning Machines for hyperspectral image segmentation&quot;<br /> : ''Neurocomputing''<br /> : JCR 2013 - 2.005 (Q1 CSAI) / [5-Year Impact Factor: 2.102]<br /> <br /> <br /> * Borja Ayerdi, Manuel Grana<br /> : &quot;Hybrid Extreme Rotation Forest&quot;<br /> : ''Neural Networks''<br /> : JCR 2013 - 2.076 (Q1 CSAI) / [5-Year Impact Factor: 2.516]<br /> <br /> <br /> * Pawel Ksieniewicz, Dariusz Jankowski, Borja Ayerdi, Konrad Jackowski, Michal Wozniak and Manuel Graña<br /> : &quot;A Novel Hyperspectral Segmentation Algorithm - Concept and Evaluation&quot;<br /> : ''Logic Journal of the IGPL''<br /> : JCR 2012 - 1.136 (Q1 MATHEMATICS, Q1 APPLIED MATHEMATICS, Q1 LOGIC) / [5-Year Impact Factor: 0.79]<br /> <br /> <br /> &lt;h3&gt;<br /> 2013<br /> &lt;/h3&gt;<br /> <br /> * Borja Ayerdi, Ion Marqués and Manuel Grana<br /> : &quot;Spectral-spatial semi-supervised hyperspectral image segmentation using Ensembles of Extreme Learning Machines&quot;<br /> : ''ELM 2013, Beijing, October 15-17, 2013.''<br /> <br /> <br /> * J. Maiora , G. García , B. Ayerdi , M. Graña , M. De Blas<br /> : &quot;Active Learning enhanced with Expert Knowledge for Computed Tomography Image Segmentation&quot;<br /> : ''InMed 2013, Greece, 17-19 July, 2013.''<br /> <br /> <br /> * Borja Ayerdi, Josu Maiora, Manuel Graña<br /> : &quot;Aplications of Hybrid Extreme Rotation Forests for Image Segmentation&quot;<br /> : ''Journal of Hybrid Intelligent Systems''<br /> <br /> <br /> * Borja Ayerdi, Josu Maiora, Manuel Graña<br /> : &quot;Enhancing Active Learning Computed Tomography Image Segmentation with Domain Knowledge&quot;<br /> : ''HAIS 2013, Salamanca, 11-13 September, 2013.''<br /> <br /> <br /> * Borja Ayerdi, Alexandre Savio, Manuel Graña<br /> : &quot;Meta-ensembles of classifiers for Alzheimer's disease detection using independent ROI features&quot;<br /> : J.M. Ferrandez et al. (Eds.): IWINAC 2013, Part II, LNCS 7931, pp. 122--130. Springer, Heidelberg (2013) <br /> <br /> <br /> * Borja Ayerdi, Manuel Graña<br /> : &quot;On Spatial Regularization for Semisupervised Hyperspectral Image Segmentation Using Hybrid Extreme Rotation Forest&quot;<br /> : ''WHISPERS 2013, Gainesville, USA, 25-28 June, 2013.''<br /> <br /> <br /> * Darya Chyzhyk, Borja Ayerdi, Josu Maiora<br /> : &quot;Active Learning with Bootstrapped Dendritic Classifier applied to medical image segmentation&quot;<br /> : ''Pattern Recognition Letters''<br /> : JCR 2013 - 1.062 (T1, Q2 CSAI) / [5-Year Impact Factor: 1.466]<br /> <br /> <br /> * Josu Maiora, Borja Ayerdi, Manuel Graña<br /> : &quot;Random Forest Active Learning for Computed Tomography Angiography Image Segmentation&quot;<br /> : ''Neurocomputing''<br /> : JCR 2013 - 2.005 (Q1 CSAI) / [5-Year Impact Factor: 2.102]<br /> <br /> <br /> &lt;h3&gt;<br /> 2012<br /> &lt;/h3&gt;<br /> <br /> * Borja Ayerdi Vilches, Manuel Graña<br /> : &quot;Hybrid Extreme Rotation Forest&quot;.<br /> : ''ELM 2012, Singapore, 11-13 December, 2012''. <br /> <br /> <br /> * Borja Ayerdi, Josu Maiora, Manuel Graña<br /> : &quot;Active learning of Hybrid Extreme Rotation Forests for CTA image segmentation&quot;.<br /> : ''Hybrid Intelligent Systems (HIS), 2012 12th International Conference on (pp. 543-548)''. IEEE.<br /> <br /> <br /> &lt;h3&gt;<br /> 2010<br /> &lt;/h3&gt;<br /> <br /> * Ekaitz Zulueta Guerrero, Naiara Telleria Garay, Jose Manuel Lopez-Guede, Borja Ayerdi Vilches, Eider Egilegor Iragorri, David Lecumberri Castaños, Ana Belén de la Hoz Rastrollo and Carlos Pertusa Peña<br /> : &quot;Prediction of Bladder Cancer Recurrences Using Artificial Neural Networks&quot;<br /> : ''Lecture Notes in Computer Science, 2010, Volume 6076, Hybrid Artificial Intelligence Systems, Pages 492-499''.<br /> <br /> == Conferences ==<br /> <br /> * PyData 2014, Berlin ,25-27 July 2014.<br /> * Europython 2014, Berlin ,21-27 July 2014.<br /> * ELM 2013, Beijing, October 15-17, 2013.<br /> * HAIS 2013, Salamanca, 11-13 September, 2013. <br /> * WHISPERS 2013, Gainesville, USA, 25-28 June, 2013. <br /> * IWINAC 2013, Mallorca, 10-14 June, 2013. <br /> * FIA 2013, Dublin, 8-10 May, 2013. <br /> * ELM 2012, Singapore, 11-13 December 2012.<br /> * HIS 2012, Pune (India), 04-07 December 2012.<br /> <br /> == Reviewer ==<br /> <br /> * KES 2012<br /> * Pattern Recognition Letters<br /> * Neurocomputing<br /> * IEEE Journal of Selected Topics in Applied Earth Observations and Remote Sensing (JSTARS)<br /> * Pattern Analysis and Applications<br /> * InMed 2014<br /> <br /> == Organizer ==<br /> <br /> * Local organizing committee member of Europython 2015 ([http://ep2015.europython.eu/ Europython 2015])<br /> * Local organizing committee member of Python San Sebastian 2014 ([http://www.pyss.org Pyss14])<br /> * Local organizing committee member of the KES International Conference on Innovation in Medicine and Healthcare - ([http://inmed-14.innovationkt.org/ INMED 2014]) 7, 8 &amp; 9 July 2014, San Sebastian, Spain.<br /> * Local organizing committee member of the 16th International Conference on Knowledge-Based and Intelligent Information &amp; Engineering Systems – ([http://www.mirlabs.net/nwesp12/ KES 2012]) 10, 11 &amp; 12 September 2012, San Sebastian, Spain.<br /> <br /> == Awards ==<br /> <br /> * Alexandre Savio, Borja Ayerdi y Manuel Graña: XIII Premio Manuel Laborde Werlinden, 2013 [http://entreprenari.com/html/cast/premios/mlaborde1.htm][http://www.basqueresearch.com/berria_irakurri.asp?Berri_Kod=4843&amp;hizk=I#.Ut475RC0qUk][http://www.diariovasco.com/20131211/economia/recibe-premio-manuel-laborde-201312111847.html][http://www.abc.es/agencias/noticia.asp?noticia=1549703][http://www.ehu.es/p200-content/es/contenidos/noticia/20131211_premio_laborde/es_laborde/20131211_premio_laborde.html]<br /> <br /> * Alexandre Savio, Borja Ayerdi y Manuel Graña: XXIV Premio Toribio Echevarria, 2014 [http://www.noticiasdegipuzkoa.com/2014/05/29/economia/los-toribio-premian-proyectos-de-tecnologia-computacional][http://www.toribioechevarria.com/eu/2013-2014ko-irabazleak/] [https://www.youtube.com/watch?v=gthFBCrw2VQ&amp;t=62m]<br /> <br /> * Videos [https://www.youtube.com/watch?v=_VUSjxMkxCo Euskadinnova] [https://www.youtube.com/watch?v=-0eNpmyOTxA Premios Toribio Echeverria]<br /> <br /> == Semana de la ciencia ==<br /> <br /> * XI Semana de la Ciencia 2011 ([http://www.diariovasco.com/v/20111112/al-dia-local/cientificos-20111112.html Diario Vasco])<br /> * XII Semana de la Ciencia 2012<br /> <br /> <br /> == Software ==<br /> * [http://www.ehu.es/ccwintco/index.php/GIC-source-code-free-libre GIC Source Code]<br /> * [http://www.ehu.es/ccwintco/uploads/6/69/HERF.tar.gz Hybrid Extreme Rotation Forest (HERF) basic code]<br /> * [http://www.ehu.es/ccwintco/uploads/c/c9/Farzad.zip Basic ELM code example]<br /> * [http://www.ehu.es/ccwintco/uploads/2/26/AdaHERF.zip Adaptative Extreme Rotation Forest (AdaHERF) python code]<br /> <br /> <br /> == Datasets ==<br /> <br /> &lt;h3&gt;General Datasets&lt;/h3&gt;<br /> <br /> * [http://www.eecs.berkeley.edu/Research/Projects/CS/vision/grouping/segbench/ The Berkeley Segmentation Dataset and Benchmark]<br /> * [http://www.ehu.es/ccwintco/index.php/Hyperspectral_Remote_Sensing_Scenes Hyperspectral Remote Sensing Images (Salinas A, Salinas C, Indian Pines, Pavia University)]<br /> * [http://archive.ics.uci.edu/ml/ UCI Machine Learning Repository]<br /> * [[GIC-experimental-databases | Post-processed datasets by Alex Savio.]]<br /> <br /> <br /> &lt;h3&gt;Hyperspectral Datasets&lt;/h3&gt;<br /> <br /> * [http://www.ehu.es/ccwintco/index.php/Hyperspectral_Remote_Sensing_Scenes Hyperspectral Remote Sensing Scenes]<br /> * [http://www.ehu.es/ccwintco/index.php/Hyperspectral_Camera_SOC710_Nature_Datasets Our own dataset!]<br /> * [http://personalpages.manchester.ac.uk/staff/david.foster/Hyperspectral_images_of_natural_scenes_04.html Foster Hyperspectral Images]<br /> * [http://www.foi.se/FOI/templates/Page____9189.aspx FOI HyperSpectral Images]<br /> * [http://www.spectir.com/download.html Spectir Hyperspectral Images]<br /> * [http://www.cvc.uab.es/color_calibration/Bristol_Hyper/ Bristol Hyperspecrtal Images]<br /> * [https://sourceforge.net/p/hyperspectralim/wiki/Home/ SourceForge repository]<br /> * [https://sourceforge.net/projects/hyperspectralim/ SourceForge Hyperspectral repository]<br /> <br /> <br /> &lt;h3&gt;Medical Datasets&lt;/h3&gt;<br /> <br /> * [http://www.oasis-brains.org OASIS]<br /> * [http://fcon_1000.projects.nitrc.org/index.html INDI - 1000 Functional Connectomes Project]<br /> * [http://adni.loni.ucla.edu/ ADNI]<br /> * [http://www.nitrc.org/projects/brainmap BrainMap]<br /> * [http://rad.med.hokudai.ac.jp/research/fa/index_e.php Fractional Anisotropy Database]<br /> * [http://insight-journal.org/midas MIDAS]<br /> * [http://www.childmind.org/en/healthy-brain-network/abide/ ABIDE]<br /> * [http://fcon_1000.projects.nitrc.org/indi/retro/cobre.html COBRE-Schizophrenia]<br /> <br /> <br /> == Target journals ==<br /> <br /> * [http://ieeexplore.ieee.org/xpl/RecentIssue.jsp?punumber=91 IEEE Transactions on Fuzzy Systems (IF 5.484)]<br /> * [http://ieeexplore.ieee.org/xpl/RecentIssue.jsp?reload=true&amp;punumber=34 IEEE Transactions on Pattern Analysis and Machine Intelligence (IF 4.795)]<br /> * [http://www.journals.elsevier.com/knowledge-based-systems/ Knowledge-Based Systems (IF 4.104)]<br /> * [http://www.journals.elsevier.com/information-sciences/ Information Sciences (IF 3.643)]<br /> * [http://ieeexplore.ieee.org/xpl/RecentIssue.jsp?punumber=36 IEEE Transactions on Geoscience and Remote Sensing (IF 3.467)]<br /> * [http://ieeexplore.ieee.org/xpl/RecentIssue.jsp?punumber=4609443 IEEE Journal of Selected Topics in Applied Earth Observations and Remote Sensing (IF 2.874))]<br /> * [http://www.springer.com/computer/ai/journal/11063 Neural Processing Letters (IF 1.240)]<br /> <br /> <br /> == Utilities ==<br /> <br /> * [http://www.ehu.es/ccwintco/uploads/2/2d/Vision_20140908.pdf Intro 08/09/2014]<br /> * [https://www.accesowok.fecyt.es/jcr JCR]<br /> * [https://www.accesowok.fecyt.es/?page_id=658 Web of Knowledge]<br /> * [https://gestion-empleado.ehu.es Gestión de empleados UPV/EHU]<br /> * [http://gestioncvb.ehu.es Gestión de aulas virtuales]<br /> * [http://moodle5.ehu.es/ MOODLE]<br /> * [https://gestion.ehu.es/gaur GAUR]<br /> * [http://www.tic.ehu.es/p265-shintrct/es/contenidos/informacion/wifi/es_wifi/wifi_manual.html Eduroam UPV/EHU]<br /> * [http://www.tic.ehu.es/p265-shintrct/es/contenidos/enlace/vpn_indice/es_indizea/vpn_indizea.html VPN UPV/EHU]<br /> * [https://github.com/borjaayerdi My github]<br /> * [https://www.linkedin.com/pub/borja-ayerdi-vilches/3a/b87/12b My LinkedIn]<br /> * [http://scholar.google.es/citations?user=bVAL794AAAAJ My Google Scholar]<br /> * [http://braincloudcomputing.com Brain Cloud Computing (BCC)]<br /> * [http://bcig.eu/ BCIG]<br /> * [http://gitlab.braincloudcomputing.com/ Gitlab]<br /> <br /> == Tutorials ==<br /> <br /> * [[Media:Git for dummies.png | Git Cheat sheet for Dummies.]]<br /> * [http://roundhere.net/journal/virtualenv-ubuntu-12-10/ Virtual enviroment (Ubuntu)]<br /> * [http://sebastianraschka.com/Articles/2014_matrix_cheatsheet.html Matrix Cheat Sheet MATLAB, Python NumPy, R, and Julia]<br /> * [http://bioinformatiquillo.wordpress.com/2009/06/17/beamerposter-posters-elegantes-con-la-clase-latex-beamer-en-lyx-y-presentaciones-en-formato-panoramico/ Beamer poster LyX]<br /> * [http://nbviewer.ipython.org/url/jakevdp.github.com/downloads/notebooks/XKCD_plots.ipynb XKCD plots]<br /> * [https://github.com/mwaskom/ziegler Ziegler: fMRI Reporting Webapp]</div> Borja.ayerdi https://ehu.eus/ccwintco/index.php?title=Usuario:Borja.ayerdi&diff=17870 Usuario:Borja.ayerdi 2015-06-13T09:31:59Z <p>Borja.ayerdi: /* Publications */</p> <hr /> <div>[[Imagen:Borja-Color.jpg | right | 350px | alt=Borja Ayerdi photo]]<br /> <br /> == Borja Ayerdi Vilches ==<br /> <br /> ''Imagine the future, change the present''<br /> <br /> &lt;h3&gt;Personal Data&lt;/h3&gt;<br /> <br /> * &lt;b&gt;E-mail:&lt;/b&gt; borja.ayerdi@ehu.es <br /> <br /> * &lt;b&gt;Address:&lt;/b&gt;<br /> :Computational Intelligence Group <br /> :Computer Science Faculty - Lab. 307 <br /> :University Of The Basque Country (UPV/EHU) <br /> :Paseo Manuel Lardizabal 1 - CP: 20018 Donostia/San Sebastián (GUIPUZCOA) - Spain<br /> <br /> * &lt;b&gt;Tfno.:&lt;/b&gt; (+34) 943.01.80.47<br /> <br /> == Studies ==<br /> <br /> * Technical Engineering in Information Management (2006/2009) - Universidad del País Vasco (UPV/EHU).<br /> * Computer Science Engineer (2009/2011) - Universidad del País Vasco (UPV/EHU).<br /> * [http://www.kisa.ehu.es/ Masters Degree in Computational Engineering and Intelligent Systems] (2011/2012) - Universidad del País Vasco (UPV/EHU).<br /> * Currently: <br /> : PhD Student in the [http://www.ehu.es/ccwintco/ Computational Intelligence Group] of the Computer Science and Artificial Intelligence Department - Universidad del País Vasco (UPV/EHU).<br /> <br /> <br /> == Research Areas ==<br /> <br /> * Medical Image segmentation and registration.<br /> * Machine Learning application to medical image processing.<br /> * Extreme Learning Machines.<br /> * Hyperspectral imaging.<br /> * Social Networks.<br /> * Big data.<br /> * Active learning.<br /> * Hybrid classification ensembles.<br /> <br /> <br /> == Working experience ==<br /> <br /> * January 2012 - ongoing: [http://www.hezkuntza.ejgv.euskadi.net/r43-5552/es/contenidos/informacion/dib4/es_2035/bfi2_c.html Beca predoctoral / Predoctoral fellowship] granted by Gobierno Vasco / Basque Government.<br /> <br /> * September 2011 - December 2011: Personal Investigador Contratado / Hired researcher at Universidad del País Vasco (UPV/EHU), [http://www.ehu.es/ccwintco/ Computational Intelligence Group].<br /> : Project: EVARTRAC CIRUGÍA GUIADA POR IMAGEN: APLICACIÓN A LA REPARACIÓN ENDOVASCULAR DE ANEURISMAS DE AORTA.<br /> <br /> <br /> == Teaching ==<br /> <br /> * Computer Vision (UPV/EHU 2014/2015)<br /> * Machine Learning and Neural Networks (UPV/EHU 2013/2014)<br /> <br /> == Courses ==<br /> <br /> * Vitoria-Gasteiz 2009 - (Intensive Programme) Network Security and 4n6<br /> <br /> <br /> == Intership ==<br /> <br /> * 2013 - [http://www.kssk.pwr.wroc.pl/machine-learning-team/1469/?lang=en Machine Learning Group], Wrocław University of Technology, Poland with Prof. Michal Wozniak<br /> <br /> <br /> == Research projects participation ==<br /> <br /> * Proyecto: Aprendizaje cooperativo inter e intragrupal en el submodulo de escructura y arquitectura de computadores.<br /> ** Entidad adjudicataria: UPV/EHU, Proyecto de Innovación Educativa 6719.<br /> ** Investigador principal: Jose Manuel Lopez Guede.<br /> ** Fechas: 2014 – 2015.<br /> <br /> <br /> * Proyecto: Técnicas de inteligencia computacional en el proceso de imagen hiperespectral y aplicaciones.<br /> ** Entidad adjudicataria: Ministerio de Ciencia e Innovación del Gobierno Español, TIN2011-28753-C02-02.<br /> ** Investigador principal: Prof. Alicia d'Anjou.<br /> ** Fechas: 2011 – 2013.<br /> <br /> <br /> == Publications ==<br /> <br /> &lt;h3&gt;<br /> Submitted without decision<br /> &lt;/h3&gt;<br /> <br /> * Borja Ayerdi, Manuel Grana<br /> : &quot;Adaptive Hybrid Extreme Rotation Forest&quot;<br /> : ''Neural Processing Letters''<br /> <br /> <br /> * Borja Ayerdi, Bartosz Krawczyk, Manuel Grana and Michal Wozniak<br /> : &quot;Combining One-Class Classifiers for Hyperspectral Image Segmentation&quot;<br /> : ''Fundamenta Informaticae''<br /> <br /> <br /> * Ariadna Besga, Itxaso González-Ortega, Enrique Echeburúa, Alexandre Savio, Borja Ayerdi, Darya Chyzhyk, Jose LM Madrigal, Juan C. Leza, Manuel Graña, Ana González-Pinto<br /> : &quot;Discrimination between Alzheimer’s Disease and Late Onset Bipolar Disorder using multivariate analysis&quot;<br /> <br /> <br /> &lt;h3&gt;<br /> 2015<br /> &lt;/h3&gt;<br /> <br /> <br /> * Borja Ayerdi, Oier Echaniz, Alexandre Savio, Manuel Graña <br /> : “Automated segmentation of subcutaneous and visceral adipose tissues from MRI”<br /> : ''InMed 2015''<br /> <br /> <br /> * Borja Ayerdi, Manuel Graña<br /> : &quot;Random Forest Active Learning for Detecting Blood Vessels in Angiography&quot;<br /> : ''CORES 2015&quot;<br /> <br /> <br /> * Ariadna Besga-Basterra, Darya Chyzhyk, Itxaso González-Ortega, Alexandre Savio, Borja Ayerdi, Jon Echeveste, Manuel Graña, Ana González-Pinto<br /> : &quot;White matter anatomical correlates with biomarkers discriminating between Alzheimer’s Disease and Late Onset Bipolar Disorder by eigenanatomy on fractional anisotropy imaging&quot;<br /> : ''Current Alzheimer Research''<br /> : JCR 2013 - 3.796 (Q1 Clin Neurol, T1 Neurosciences)<br /> <br /> <br /> * Borja Ayerdi, Manuel Graña<br /> : &quot;Hyperspectral Image Nonlinear Unmixing and Reconstruction by ELM Regression Ensemble&quot;<br /> : ''Neurocomputing''<br /> : JCR 2013 - 2.005 (Q1 CSAI) / [5-Year Impact Factor: 2.102]<br /> <br /> <br /> &lt;h3&gt;<br /> 2014<br /> &lt;/h3&gt;<br /> <br /> * Borja Ayerdi, Manuel Graña<br /> : &quot;Hyperspectral Image Nonlinear Unmixing by Ensemble ELM Regression&quot;<br /> : Jiuwen Cao et al. (Eds.): Proceedings of ELM-2014 Volume 2, Proceedings in Adaptation, Learning and Optimization1, pp. 289-297. Springer. <br /> <br /> <br /> * Borja Ayerdi, Ion Marqués and Manuel Grana<br /> : &quot;Spatially regularized semisupervised Ensembles of Extreme Learning Machines for hyperspectral image segmentation&quot;<br /> : ''Neurocomputing''<br /> : JCR 2013 - 2.005 (Q1 CSAI) / [5-Year Impact Factor: 2.102]<br /> <br /> <br /> * Borja Ayerdi, Manuel Grana<br /> : &quot;Hybrid Extreme Rotation Forest&quot;<br /> : ''Neural Networks''<br /> : JCR 2013 - 2.076 (Q1 CSAI) / [5-Year Impact Factor: 2.516]<br /> <br /> <br /> * Pawel Ksieniewicz, Dariusz Jankowski, Borja Ayerdi, Konrad Jackowski, Michal Wozniak and Manuel Graña<br /> : &quot;A Novel Hyperspectral Segmentation Algorithm - Concept and Evaluation&quot;<br /> : ''Logic Journal of the IGPL''<br /> : JCR 2012 - 1.136 (Q1 MATHEMATICS, Q1 APPLIED MATHEMATICS, Q1 LOGIC) / [5-Year Impact Factor: 0.79]<br /> <br /> <br /> &lt;h3&gt;<br /> 2013<br /> &lt;/h3&gt;<br /> <br /> * Borja Ayerdi, Ion Marqués and Manuel Grana<br /> : &quot;Spectral-spatial semi-supervised hyperspectral image segmentation using Ensembles of Extreme Learning Machines&quot;<br /> : ''ELM 2013, Beijing, October 15-17, 2013.''<br /> <br /> <br /> * J. Maiora , G. García , B. Ayerdi , M. Graña , M. De Blas<br /> : &quot;Active Learning enhanced with Expert Knowledge for Computed Tomography Image Segmentation&quot;<br /> : ''InMed 2013, Greece, 17-19 July, 2013.''<br /> <br /> <br /> * Borja Ayerdi, Josu Maiora, Manuel Graña<br /> : &quot;Aplications of Hybrid Extreme Rotation Forests for Image Segmentation&quot;<br /> : ''Journal of Hybrid Intelligent Systems''<br /> <br /> <br /> * Borja Ayerdi, Josu Maiora, Manuel Graña<br /> : &quot;Enhancing Active Learning Computed Tomography Image Segmentation with Domain Knowledge&quot;<br /> : ''HAIS 2013, Salamanca, 11-13 September, 2013.''<br /> <br /> <br /> * Borja Ayerdi, Alexandre Savio, Manuel Graña<br /> : &quot;Meta-ensembles of classifiers for Alzheimer's disease detection using independent ROI features&quot;<br /> : J.M. Ferrandez et al. (Eds.): IWINAC 2013, Part II, LNCS 7931, pp. 122--130. Springer, Heidelberg (2013) <br /> <br /> <br /> * Borja Ayerdi, Manuel Graña<br /> : &quot;On Spatial Regularization for Semisupervised Hyperspectral Image Segmentation Using Hybrid Extreme Rotation Forest&quot;<br /> : ''WHISPERS 2013, Gainesville, USA, 25-28 June, 2013.''<br /> <br /> <br /> * Darya Chyzhyk, Borja Ayerdi, Josu Maiora<br /> : &quot;Active Learning with Bootstrapped Dendritic Classifier applied to medical image segmentation&quot;<br /> : ''Pattern Recognition Letters''<br /> : JCR 2013 - 1.062 (T1, Q2 CSAI) / [5-Year Impact Factor: 1.466]<br /> <br /> <br /> * Josu Maiora, Borja Ayerdi, Manuel Graña<br /> : &quot;Random Forest Active Learning for Computed Tomography Angiography Image Segmentation&quot;<br /> : ''Neurocomputing''<br /> : JCR 2013 - 2.005 (Q1 CSAI) / [5-Year Impact Factor: 2.102]<br /> <br /> <br /> &lt;h3&gt;<br /> 2012<br /> &lt;/h3&gt;<br /> <br /> * Borja Ayerdi Vilches, Manuel Graña<br /> : &quot;Hybrid Extreme Rotation Forest&quot;.<br /> : ''ELM 2012, Singapore, 11-13 December, 2012''. <br /> <br /> <br /> * Borja Ayerdi, Josu Maiora, Manuel Graña<br /> : &quot;Active learning of Hybrid Extreme Rotation Forests for CTA image segmentation&quot;.<br /> : ''Hybrid Intelligent Systems (HIS), 2012 12th International Conference on (pp. 543-548)''. IEEE.<br /> <br /> <br /> &lt;h3&gt;<br /> 2010<br /> &lt;/h3&gt;<br /> <br /> * Ekaitz Zulueta Guerrero, Naiara Telleria Garay, Jose Manuel Lopez-Guede, Borja Ayerdi Vilches, Eider Egilegor Iragorri, David Lecumberri Castaños, Ana Belén de la Hoz Rastrollo and Carlos Pertusa Peña<br /> : &quot;Prediction of Bladder Cancer Recurrences Using Artificial Neural Networks&quot;<br /> : ''Lecture Notes in Computer Science, 2010, Volume 6076, Hybrid Artificial Intelligence Systems, Pages 492-499''.<br /> <br /> == Conferences ==<br /> <br /> * PyData 2014, Berlin ,25-27 July 2014.<br /> * Europython 2014, Berlin ,21-27 July 2014.<br /> * ELM 2013, Beijing, October 15-17, 2013.<br /> * HAIS 2013, Salamanca, 11-13 September, 2013. <br /> * WHISPERS 2013, Gainesville, USA, 25-28 June, 2013. <br /> * IWINAC 2013, Mallorca, 10-14 June, 2013. <br /> * FIA 2013, Dublin, 8-10 May, 2013. <br /> * ELM 2012, Singapore, 11-13 December 2012.<br /> * HIS 2012, Pune (India), 04-07 December 2012.<br /> <br /> == Reviewer ==<br /> <br /> * KES 2012<br /> * Pattern Recognition Letters<br /> * Neurocomputing<br /> * IEEE Journal of Selected Topics in Applied Earth Observations and Remote Sensing (JSTARS)<br /> * Pattern Analysis and Applications<br /> * InMed 2014<br /> <br /> == Organizer ==<br /> <br /> * Local organizing committee member of Europython 2015 ([http://ep2015.europython.eu/ Europython 2015])<br /> * Local organizing committee member of Python San Sebastian 2014 ([http://www.pyss.org Pyss14])<br /> * Local organizing committee member of the KES International Conference on Innovation in Medicine and Healthcare - ([http://inmed-14.innovationkt.org/ INMED 2014]) 7, 8 &amp; 9 July 2014, San Sebastian, Spain.<br /> * Local organizing committee member of the 16th International Conference on Knowledge-Based and Intelligent Information &amp; Engineering Systems – ([http://www.mirlabs.net/nwesp12/ KES 2012]) 10, 11 &amp; 12 September 2012, San Sebastian, Spain.<br /> <br /> == Awards ==<br /> <br /> * Alexandre Savio, Borja Ayerdi y Manuel Graña: XIII Premio Manuel Laborde Werlinden, 2013 [http://entreprenari.com/html/cast/premios/mlaborde1.htm][http://www.basqueresearch.com/berria_irakurri.asp?Berri_Kod=4843&amp;hizk=I#.Ut475RC0qUk][http://www.diariovasco.com/20131211/economia/recibe-premio-manuel-laborde-201312111847.html][http://www.abc.es/agencias/noticia.asp?noticia=1549703][http://www.ehu.es/p200-content/es/contenidos/noticia/20131211_premio_laborde/es_laborde/20131211_premio_laborde.html]<br /> <br /> * Alexandre Savio, Borja Ayerdi y Manuel Graña: XXIV Premio Toribio Echevarria, 2014 [http://www.noticiasdegipuzkoa.com/2014/05/29/economia/los-toribio-premian-proyectos-de-tecnologia-computacional][http://www.toribioechevarria.com/eu/2013-2014ko-irabazleak/] [https://www.youtube.com/watch?v=gthFBCrw2VQ&amp;t=62m]<br /> <br /> * Videos [https://www.youtube.com/watch?v=_VUSjxMkxCo Euskadinnova] [https://www.youtube.com/watch?v=-0eNpmyOTxA Premios Toribio Echeverria]<br /> <br /> == Semana de la ciencia ==<br /> <br /> * XI Semana de la Ciencia 2011 ([http://www.diariovasco.com/v/20111112/al-dia-local/cientificos-20111112.html Diario Vasco])<br /> * XII Semana de la Ciencia 2012<br /> <br /> <br /> == Software ==<br /> * [http://www.ehu.es/ccwintco/index.php/GIC-source-code-free-libre GIC Source Code]<br /> * [http://www.ehu.es/ccwintco/uploads/6/69/HERF.tar.gz Hybrid Extreme Rotation Forest (HERF) basic code]<br /> * [http://www.ehu.es/ccwintco/uploads/c/c9/Farzad.zip Basic ELM code example]<br /> * [http://www.ehu.es/ccwintco/uploads/2/26/AdaHERF.zip Adaptative Extreme Rotation Forest (AdaHERF) python code]<br /> <br /> <br /> == Datasets ==<br /> <br /> &lt;h3&gt;General Datasets&lt;/h3&gt;<br /> <br /> * [http://www.eecs.berkeley.edu/Research/Projects/CS/vision/grouping/segbench/ The Berkeley Segmentation Dataset and Benchmark]<br /> * [http://www.ehu.es/ccwintco/index.php/Hyperspectral_Remote_Sensing_Scenes Hyperspectral Remote Sensing Images (Salinas A, Salinas C, Indian Pines, Pavia University)]<br /> * [http://archive.ics.uci.edu/ml/ UCI Machine Learning Repository]<br /> * [[GIC-experimental-databases | Post-processed datasets by Alex Savio.]]<br /> <br /> <br /> &lt;h3&gt;Hyperspectral Datasets&lt;/h3&gt;<br /> <br /> * [http://www.ehu.es/ccwintco/index.php/Hyperspectral_Remote_Sensing_Scenes Hyperspectral Remote Sensing Scenes]<br /> * [http://www.ehu.es/ccwintco/index.php/Hyperspectral_Camera_SOC710_Nature_Datasets Our own dataset!]<br /> * [http://personalpages.manchester.ac.uk/staff/david.foster/Hyperspectral_images_of_natural_scenes_04.html Foster Hyperspectral Images]<br /> * [http://www.foi.se/FOI/templates/Page____9189.aspx FOI HyperSpectral Images]<br /> * [http://www.spectir.com/download.html Spectir Hyperspectral Images]<br /> * [http://www.cvc.uab.es/color_calibration/Bristol_Hyper/ Bristol Hyperspecrtal Images]<br /> * [https://sourceforge.net/p/hyperspectralim/wiki/Home/ SourceForge repository]<br /> * [https://sourceforge.net/projects/hyperspectralim/ SourceForge Hyperspectral repository]<br /> <br /> <br /> &lt;h3&gt;Medical Datasets&lt;/h3&gt;<br /> <br /> * [http://www.oasis-brains.org OASIS]<br /> * [http://fcon_1000.projects.nitrc.org/index.html INDI - 1000 Functional Connectomes Project]<br /> * [http://adni.loni.ucla.edu/ ADNI]<br /> * [http://www.nitrc.org/projects/brainmap BrainMap]<br /> * [http://rad.med.hokudai.ac.jp/research/fa/index_e.php Fractional Anisotropy Database]<br /> * [http://insight-journal.org/midas MIDAS]<br /> * [http://www.childmind.org/en/healthy-brain-network/abide/ ABIDE]<br /> * [http://fcon_1000.projects.nitrc.org/indi/retro/cobre.html COBRE-Schizophrenia]<br /> <br /> <br /> == Target journals ==<br /> <br /> * [http://ieeexplore.ieee.org/xpl/RecentIssue.jsp?punumber=91 IEEE Transactions on Fuzzy Systems (IF 5.484)]<br /> * [http://ieeexplore.ieee.org/xpl/RecentIssue.jsp?reload=true&amp;punumber=34 IEEE Transactions on Pattern Analysis and Machine Intelligence (IF 4.795)]<br /> * [http://www.journals.elsevier.com/knowledge-based-systems/ Knowledge-Based Systems (IF 4.104)]<br /> * [http://www.journals.elsevier.com/information-sciences/ Information Sciences (IF 3.643)]<br /> * [http://ieeexplore.ieee.org/xpl/RecentIssue.jsp?punumber=36 IEEE Transactions on Geoscience and Remote Sensing (IF 3.467)]<br /> * [http://ieeexplore.ieee.org/xpl/RecentIssue.jsp?punumber=4609443 IEEE Journal of Selected Topics in Applied Earth Observations and Remote Sensing (IF 2.874))]<br /> * [http://www.springer.com/computer/ai/journal/11063 Neural Processing Letters (IF 1.240)]<br /> <br /> <br /> == Utilities ==<br /> <br /> * [http://www.ehu.es/ccwintco/uploads/2/2d/Vision_20140908.pdf Intro 08/09/2014]<br /> * [https://www.accesowok.fecyt.es/jcr JCR]<br /> * [https://www.accesowok.fecyt.es/?page_id=658 Web of Knowledge]<br /> * [https://gestion-empleado.ehu.es Gestión de empleados UPV/EHU]<br /> * [http://gestioncvb.ehu.es Gestión de aulas virtuales]<br /> * [http://moodle5.ehu.es/ MOODLE]<br /> * [https://gestion.ehu.es/gaur GAUR]<br /> * [http://www.tic.ehu.es/p265-shintrct/es/contenidos/informacion/wifi/es_wifi/wifi_manual.html Eduroam UPV/EHU]<br /> * [http://www.tic.ehu.es/p265-shintrct/es/contenidos/enlace/vpn_indice/es_indizea/vpn_indizea.html VPN UPV/EHU]<br /> * [https://github.com/borjaayerdi My github]<br /> * [https://www.linkedin.com/pub/borja-ayerdi-vilches/3a/b87/12b My LinkedIn]<br /> * [http://scholar.google.es/citations?user=bVAL794AAAAJ My Google Scholar]<br /> * [http://braincloudcomputing.com Brain Cloud Computing (BCC)]<br /> * [http://bcig.eu/ BCIG]<br /> * [http://gitlab.braincloudcomputing.com/ Gitlab]<br /> <br /> == Tutorials ==<br /> <br /> * [[Media:Git for dummies.png | Git Cheat sheet for Dummies.]]<br /> * [http://roundhere.net/journal/virtualenv-ubuntu-12-10/ Virtual enviroment (Ubuntu)]<br /> * [http://sebastianraschka.com/Articles/2014_matrix_cheatsheet.html Matrix Cheat Sheet MATLAB, Python NumPy, R, and Julia]<br /> * [http://bioinformatiquillo.wordpress.com/2009/06/17/beamerposter-posters-elegantes-con-la-clase-latex-beamer-en-lyx-y-presentaciones-en-formato-panoramico/ Beamer poster LyX]<br /> * [http://nbviewer.ipython.org/url/jakevdp.github.com/downloads/notebooks/XKCD_plots.ipynb XKCD plots]<br /> * [https://github.com/mwaskom/ziegler Ziegler: fMRI Reporting Webapp]</div> Borja.ayerdi https://ehu.eus/ccwintco/index.php?title=Usuario:Borja.ayerdi&diff=17868 Usuario:Borja.ayerdi 2015-06-13T09:31:21Z <p>Borja.ayerdi: /* Publications */</p> <hr /> <div>[[Imagen:Borja-Color.jpg | right | 350px | alt=Borja Ayerdi photo]]<br /> <br /> == Borja Ayerdi Vilches ==<br /> <br /> ''Imagine the future, change the present''<br /> <br /> &lt;h3&gt;Personal Data&lt;/h3&gt;<br /> <br /> * &lt;b&gt;E-mail:&lt;/b&gt; borja.ayerdi@ehu.es <br /> <br /> * &lt;b&gt;Address:&lt;/b&gt;<br /> :Computational Intelligence Group <br /> :Computer Science Faculty - Lab. 307 <br /> :University Of The Basque Country (UPV/EHU) <br /> :Paseo Manuel Lardizabal 1 - CP: 20018 Donostia/San Sebastián (GUIPUZCOA) - Spain<br /> <br /> * &lt;b&gt;Tfno.:&lt;/b&gt; (+34) 943.01.80.47<br /> <br /> == Studies ==<br /> <br /> * Technical Engineering in Information Management (2006/2009) - Universidad del País Vasco (UPV/EHU).<br /> * Computer Science Engineer (2009/2011) - Universidad del País Vasco (UPV/EHU).<br /> * [http://www.kisa.ehu.es/ Masters Degree in Computational Engineering and Intelligent Systems] (2011/2012) - Universidad del País Vasco (UPV/EHU).<br /> * Currently: <br /> : PhD Student in the [http://www.ehu.es/ccwintco/ Computational Intelligence Group] of the Computer Science and Artificial Intelligence Department - Universidad del País Vasco (UPV/EHU).<br /> <br /> <br /> == Research Areas ==<br /> <br /> * Medical Image segmentation and registration.<br /> * Machine Learning application to medical image processing.<br /> * Extreme Learning Machines.<br /> * Hyperspectral imaging.<br /> * Social Networks.<br /> * Big data.<br /> * Active learning.<br /> * Hybrid classification ensembles.<br /> <br /> <br /> == Working experience ==<br /> <br /> * January 2012 - ongoing: [http://www.hezkuntza.ejgv.euskadi.net/r43-5552/es/contenidos/informacion/dib4/es_2035/bfi2_c.html Beca predoctoral / Predoctoral fellowship] granted by Gobierno Vasco / Basque Government.<br /> <br /> * September 2011 - December 2011: Personal Investigador Contratado / Hired researcher at Universidad del País Vasco (UPV/EHU), [http://www.ehu.es/ccwintco/ Computational Intelligence Group].<br /> : Project: EVARTRAC CIRUGÍA GUIADA POR IMAGEN: APLICACIÓN A LA REPARACIÓN ENDOVASCULAR DE ANEURISMAS DE AORTA.<br /> <br /> <br /> == Teaching ==<br /> <br /> * Computer Vision (UPV/EHU 2014/2015)<br /> * Machine Learning and Neural Networks (UPV/EHU 2013/2014)<br /> <br /> == Courses ==<br /> <br /> * Vitoria-Gasteiz 2009 - (Intensive Programme) Network Security and 4n6<br /> <br /> <br /> == Intership ==<br /> <br /> * 2013 - [http://www.kssk.pwr.wroc.pl/machine-learning-team/1469/?lang=en Machine Learning Group], Wrocław University of Technology, Poland with Prof. Michal Wozniak<br /> <br /> <br /> == Research projects participation ==<br /> <br /> * Proyecto: Aprendizaje cooperativo inter e intragrupal en el submodulo de escructura y arquitectura de computadores.<br /> ** Entidad adjudicataria: UPV/EHU, Proyecto de Innovación Educativa 6719.<br /> ** Investigador principal: Jose Manuel Lopez Guede.<br /> ** Fechas: 2014 – 2015.<br /> <br /> <br /> * Proyecto: Técnicas de inteligencia computacional en el proceso de imagen hiperespectral y aplicaciones.<br /> ** Entidad adjudicataria: Ministerio de Ciencia e Innovación del Gobierno Español, TIN2011-28753-C02-02.<br /> ** Investigador principal: Prof. Alicia d'Anjou.<br /> ** Fechas: 2011 – 2013.<br /> <br /> <br /> == Publications ==<br /> <br /> &lt;h3&gt;<br /> Submitted without decision<br /> &lt;/h3&gt;<br /> <br /> * Borja Ayerdi, Manuel Grana<br /> : &quot;Adaptive Hybrid Extreme Rotation Forest&quot;<br /> : ''Neural Processing Letters''<br /> <br /> <br /> * Borja Ayerdi, Bartosz Krawczyk, Manuel Grana and Michal Wozniak<br /> : &quot;Combining One-Class Classifiers for Hyperspectral Image Segmentation&quot;<br /> : ''Fundamenta Informaticae''<br /> <br /> <br /> * Ariadna Besga, Itxaso González-Ortega, Enrique Echeburúa, Alexandre Savio, Borja Ayerdi, Darya Chyzhyk, Jose LM Madrigal, Juan C. Leza, Manuel Graña, Ana González-Pinto<br /> : &quot;Discrimination between Alzheimer’s Disease and Late Onset Bipolar Disorder using multivariate analysis&quot;<br /> <br /> <br /> &lt;h3&gt;<br /> 2015<br /> &lt;/h3&gt;<br /> <br /> <br /> * Borja Ayerdi, Oier Echaniz, Alexandre Savio, Manuel Graña <br /> : “Automated segmentation of subcutaneous and visceral adipose tissues from MRI”<br /> : ''InMed 2015''<br /> <br /> <br /> * Borja Ayerdi, Manuel Graña<br /> : &quot;Random Forest Active Learning for Detecting Blood Vessels in Angiography&quot;<br /> : ''CORES 2015'<br /> <br /> <br /> * Ariadna Besga-Basterra, Darya Chyzhyk, Itxaso González-Ortega, Alexandre Savio, Borja Ayerdi, Jon Echeveste, Manuel Graña, Ana González-Pinto<br /> : &quot;White matter anatomical correlates with biomarkers discriminating between Alzheimer’s Disease and Late Onset Bipolar Disorder by eigenanatomy on fractional anisotropy imaging&quot;<br /> : ''Current Alzheimer Research''<br /> : JCR 2013 - 3.796 (Q1 Clin Neurol, T1 Neurosciences)<br /> <br /> <br /> * Borja Ayerdi, Manuel Graña<br /> : &quot;Hyperspectral Image Nonlinear Unmixing and Reconstruction by ELM Regression Ensemble&quot;<br /> : ''Neurocomputing''<br /> : JCR 2013 - 2.005 (Q1 CSAI) / [5-Year Impact Factor: 2.102]<br /> <br /> <br /> &lt;h3&gt;<br /> 2014<br /> &lt;/h3&gt;<br /> <br /> * Borja Ayerdi, Manuel Graña<br /> : &quot;Hyperspectral Image Nonlinear Unmixing by Ensemble ELM Regression&quot;<br /> : Jiuwen Cao et al. (Eds.): Proceedings of ELM-2014 Volume 2, Proceedings in Adaptation, Learning and Optimization1, pp. 289-297. Springer. <br /> <br /> <br /> * Borja Ayerdi, Ion Marqués and Manuel Grana<br /> : &quot;Spatially regularized semisupervised Ensembles of Extreme Learning Machines for hyperspectral image segmentation&quot;<br /> : ''Neurocomputing''<br /> : JCR 2013 - 2.005 (Q1 CSAI) / [5-Year Impact Factor: 2.102]<br /> <br /> <br /> * Borja Ayerdi, Manuel Grana<br /> : &quot;Hybrid Extreme Rotation Forest&quot;<br /> : ''Neural Networks''<br /> : JCR 2013 - 2.076 (Q1 CSAI) / [5-Year Impact Factor: 2.516]<br /> <br /> <br /> * Pawel Ksieniewicz, Dariusz Jankowski, Borja Ayerdi, Konrad Jackowski, Michal Wozniak and Manuel Graña<br /> : &quot;A Novel Hyperspectral Segmentation Algorithm - Concept and Evaluation&quot;<br /> : ''Logic Journal of the IGPL''<br /> : JCR 2012 - 1.136 (Q1 MATHEMATICS, Q1 APPLIED MATHEMATICS, Q1 LOGIC) / [5-Year Impact Factor: 0.79]<br /> <br /> <br /> &lt;h3&gt;<br /> 2013<br /> &lt;/h3&gt;<br /> <br /> * Borja Ayerdi, Ion Marqués and Manuel Grana<br /> : &quot;Spectral-spatial semi-supervised hyperspectral image segmentation using Ensembles of Extreme Learning Machines&quot;<br /> : ''ELM 2013, Beijing, October 15-17, 2013.''<br /> <br /> <br /> * J. Maiora , G. García , B. Ayerdi , M. Graña , M. De Blas<br /> : &quot;Active Learning enhanced with Expert Knowledge for Computed Tomography Image Segmentation&quot;<br /> : ''InMed 2013, Greece, 17-19 July, 2013.''<br /> <br /> <br /> * Borja Ayerdi, Josu Maiora, Manuel Graña<br /> : &quot;Aplications of Hybrid Extreme Rotation Forests for Image Segmentation&quot;<br /> : ''Journal of Hybrid Intelligent Systems''<br /> <br /> <br /> * Borja Ayerdi, Josu Maiora, Manuel Graña<br /> : &quot;Enhancing Active Learning Computed Tomography Image Segmentation with Domain Knowledge&quot;<br /> : ''HAIS 2013, Salamanca, 11-13 September, 2013.''<br /> <br /> <br /> * Borja Ayerdi, Alexandre Savio, Manuel Graña<br /> : &quot;Meta-ensembles of classifiers for Alzheimer's disease detection using independent ROI features&quot;<br /> : J.M. Ferrandez et al. (Eds.): IWINAC 2013, Part II, LNCS 7931, pp. 122--130. Springer, Heidelberg (2013) <br /> <br /> <br /> * Borja Ayerdi, Manuel Graña<br /> : &quot;On Spatial Regularization for Semisupervised Hyperspectral Image Segmentation Using Hybrid Extreme Rotation Forest&quot;<br /> : ''WHISPERS 2013, Gainesville, USA, 25-28 June, 2013.''<br /> <br /> <br /> * Darya Chyzhyk, Borja Ayerdi, Josu Maiora<br /> : &quot;Active Learning with Bootstrapped Dendritic Classifier applied to medical image segmentation&quot;<br /> : ''Pattern Recognition Letters''<br /> : JCR 2013 - 1.062 (T1, Q2 CSAI) / [5-Year Impact Factor: 1.466]<br /> <br /> <br /> * Josu Maiora, Borja Ayerdi, Manuel Graña<br /> : &quot;Random Forest Active Learning for Computed Tomography Angiography Image Segmentation&quot;<br /> : ''Neurocomputing''<br /> : JCR 2013 - 2.005 (Q1 CSAI) / [5-Year Impact Factor: 2.102]<br /> <br /> <br /> &lt;h3&gt;<br /> 2012<br /> &lt;/h3&gt;<br /> <br /> * Borja Ayerdi Vilches, Manuel Graña<br /> : &quot;Hybrid Extreme Rotation Forest&quot;.<br /> : ''ELM 2012, Singapore, 11-13 December, 2012''. <br /> <br /> <br /> * Borja Ayerdi, Josu Maiora, Manuel Graña<br /> : &quot;Active learning of Hybrid Extreme Rotation Forests for CTA image segmentation&quot;.<br /> : ''Hybrid Intelligent Systems (HIS), 2012 12th International Conference on (pp. 543-548)''. IEEE.<br /> <br /> <br /> &lt;h3&gt;<br /> 2010<br /> &lt;/h3&gt;<br /> <br /> * Ekaitz Zulueta Guerrero, Naiara Telleria Garay, Jose Manuel Lopez-Guede, Borja Ayerdi Vilches, Eider Egilegor Iragorri, David Lecumberri Castaños, Ana Belén de la Hoz Rastrollo and Carlos Pertusa Peña<br /> : &quot;Prediction of Bladder Cancer Recurrences Using Artificial Neural Networks&quot;<br /> : ''Lecture Notes in Computer Science, 2010, Volume 6076, Hybrid Artificial Intelligence Systems, Pages 492-499''.<br /> <br /> == Conferences ==<br /> <br /> * PyData 2014, Berlin ,25-27 July 2014.<br /> * Europython 2014, Berlin ,21-27 July 2014.<br /> * ELM 2013, Beijing, October 15-17, 2013.<br /> * HAIS 2013, Salamanca, 11-13 September, 2013. <br /> * WHISPERS 2013, Gainesville, USA, 25-28 June, 2013. <br /> * IWINAC 2013, Mallorca, 10-14 June, 2013. <br /> * FIA 2013, Dublin, 8-10 May, 2013. <br /> * ELM 2012, Singapore, 11-13 December 2012.<br /> * HIS 2012, Pune (India), 04-07 December 2012.<br /> <br /> == Reviewer ==<br /> <br /> * KES 2012<br /> * Pattern Recognition Letters<br /> * Neurocomputing<br /> * IEEE Journal of Selected Topics in Applied Earth Observations and Remote Sensing (JSTARS)<br /> * Pattern Analysis and Applications<br /> * InMed 2014<br /> <br /> == Organizer ==<br /> <br /> * Local organizing committee member of Europython 2015 ([http://ep2015.europython.eu/ Europython 2015])<br /> * Local organizing committee member of Python San Sebastian 2014 ([http://www.pyss.org Pyss14])<br /> * Local organizing committee member of the KES International Conference on Innovation in Medicine and Healthcare - ([http://inmed-14.innovationkt.org/ INMED 2014]) 7, 8 &amp; 9 July 2014, San Sebastian, Spain.<br /> * Local organizing committee member of the 16th International Conference on Knowledge-Based and Intelligent Information &amp; Engineering Systems – ([http://www.mirlabs.net/nwesp12/ KES 2012]) 10, 11 &amp; 12 September 2012, San Sebastian, Spain.<br /> <br /> == Awards ==<br /> <br /> * Alexandre Savio, Borja Ayerdi y Manuel Graña: XIII Premio Manuel Laborde Werlinden, 2013 [http://entreprenari.com/html/cast/premios/mlaborde1.htm][http://www.basqueresearch.com/berria_irakurri.asp?Berri_Kod=4843&amp;hizk=I#.Ut475RC0qUk][http://www.diariovasco.com/20131211/economia/recibe-premio-manuel-laborde-201312111847.html][http://www.abc.es/agencias/noticia.asp?noticia=1549703][http://www.ehu.es/p200-content/es/contenidos/noticia/20131211_premio_laborde/es_laborde/20131211_premio_laborde.html]<br /> <br /> * Alexandre Savio, Borja Ayerdi y Manuel Graña: XXIV Premio Toribio Echevarria, 2014 [http://www.noticiasdegipuzkoa.com/2014/05/29/economia/los-toribio-premian-proyectos-de-tecnologia-computacional][http://www.toribioechevarria.com/eu/2013-2014ko-irabazleak/] [https://www.youtube.com/watch?v=gthFBCrw2VQ&amp;t=62m]<br /> <br /> * Videos [https://www.youtube.com/watch?v=_VUSjxMkxCo Euskadinnova] [https://www.youtube.com/watch?v=-0eNpmyOTxA Premios Toribio Echeverria]<br /> <br /> == Semana de la ciencia ==<br /> <br /> * XI Semana de la Ciencia 2011 ([http://www.diariovasco.com/v/20111112/al-dia-local/cientificos-20111112.html Diario Vasco])<br /> * XII Semana de la Ciencia 2012<br /> <br /> <br /> == Software ==<br /> * [http://www.ehu.es/ccwintco/index.php/GIC-source-code-free-libre GIC Source Code]<br /> * [http://www.ehu.es/ccwintco/uploads/6/69/HERF.tar.gz Hybrid Extreme Rotation Forest (HERF) basic code]<br /> * [http://www.ehu.es/ccwintco/uploads/c/c9/Farzad.zip Basic ELM code example]<br /> * [http://www.ehu.es/ccwintco/uploads/2/26/AdaHERF.zip Adaptative Extreme Rotation Forest (AdaHERF) python code]<br /> <br /> <br /> == Datasets ==<br /> <br /> &lt;h3&gt;General Datasets&lt;/h3&gt;<br /> <br /> * [http://www.eecs.berkeley.edu/Research/Projects/CS/vision/grouping/segbench/ The Berkeley Segmentation Dataset and Benchmark]<br /> * [http://www.ehu.es/ccwintco/index.php/Hyperspectral_Remote_Sensing_Scenes Hyperspectral Remote Sensing Images (Salinas A, Salinas C, Indian Pines, Pavia University)]<br /> * [http://archive.ics.uci.edu/ml/ UCI Machine Learning Repository]<br /> * [[GIC-experimental-databases | Post-processed datasets by Alex Savio.]]<br /> <br /> <br /> &lt;h3&gt;Hyperspectral Datasets&lt;/h3&gt;<br /> <br /> * [http://www.ehu.es/ccwintco/index.php/Hyperspectral_Remote_Sensing_Scenes Hyperspectral Remote Sensing Scenes]<br /> * [http://www.ehu.es/ccwintco/index.php/Hyperspectral_Camera_SOC710_Nature_Datasets Our own dataset!]<br /> * [http://personalpages.manchester.ac.uk/staff/david.foster/Hyperspectral_images_of_natural_scenes_04.html Foster Hyperspectral Images]<br /> * [http://www.foi.se/FOI/templates/Page____9189.aspx FOI HyperSpectral Images]<br /> * [http://www.spectir.com/download.html Spectir Hyperspectral Images]<br /> * [http://www.cvc.uab.es/color_calibration/Bristol_Hyper/ Bristol Hyperspecrtal Images]<br /> * [https://sourceforge.net/p/hyperspectralim/wiki/Home/ SourceForge repository]<br /> * [https://sourceforge.net/projects/hyperspectralim/ SourceForge Hyperspectral repository]<br /> <br /> <br /> &lt;h3&gt;Medical Datasets&lt;/h3&gt;<br /> <br /> * [http://www.oasis-brains.org OASIS]<br /> * [http://fcon_1000.projects.nitrc.org/index.html INDI - 1000 Functional Connectomes Project]<br /> * [http://adni.loni.ucla.edu/ ADNI]<br /> * [http://www.nitrc.org/projects/brainmap BrainMap]<br /> * [http://rad.med.hokudai.ac.jp/research/fa/index_e.php Fractional Anisotropy Database]<br /> * [http://insight-journal.org/midas MIDAS]<br /> * [http://www.childmind.org/en/healthy-brain-network/abide/ ABIDE]<br /> * [http://fcon_1000.projects.nitrc.org/indi/retro/cobre.html COBRE-Schizophrenia]<br /> <br /> <br /> == Target journals ==<br /> <br /> * [http://ieeexplore.ieee.org/xpl/RecentIssue.jsp?punumber=91 IEEE Transactions on Fuzzy Systems (IF 5.484)]<br /> * [http://ieeexplore.ieee.org/xpl/RecentIssue.jsp?reload=true&amp;punumber=34 IEEE Transactions on Pattern Analysis and Machine Intelligence (IF 4.795)]<br /> * [http://www.journals.elsevier.com/knowledge-based-systems/ Knowledge-Based Systems (IF 4.104)]<br /> * [http://www.journals.elsevier.com/information-sciences/ Information Sciences (IF 3.643)]<br /> * [http://ieeexplore.ieee.org/xpl/RecentIssue.jsp?punumber=36 IEEE Transactions on Geoscience and Remote Sensing (IF 3.467)]<br /> * [http://ieeexplore.ieee.org/xpl/RecentIssue.jsp?punumber=4609443 IEEE Journal of Selected Topics in Applied Earth Observations and Remote Sensing (IF 2.874))]<br /> * [http://www.springer.com/computer/ai/journal/11063 Neural Processing Letters (IF 1.240)]<br /> <br /> <br /> == Utilities ==<br /> <br /> * [http://www.ehu.es/ccwintco/uploads/2/2d/Vision_20140908.pdf Intro 08/09/2014]<br /> * [https://www.accesowok.fecyt.es/jcr JCR]<br /> * [https://www.accesowok.fecyt.es/?page_id=658 Web of Knowledge]<br /> * [https://gestion-empleado.ehu.es Gestión de empleados UPV/EHU]<br /> * [http://gestioncvb.ehu.es Gestión de aulas virtuales]<br /> * [http://moodle5.ehu.es/ MOODLE]<br /> * [https://gestion.ehu.es/gaur GAUR]<br /> * [http://www.tic.ehu.es/p265-shintrct/es/contenidos/informacion/wifi/es_wifi/wifi_manual.html Eduroam UPV/EHU]<br /> * [http://www.tic.ehu.es/p265-shintrct/es/contenidos/enlace/vpn_indice/es_indizea/vpn_indizea.html VPN UPV/EHU]<br /> * [https://github.com/borjaayerdi My github]<br /> * [https://www.linkedin.com/pub/borja-ayerdi-vilches/3a/b87/12b My LinkedIn]<br /> * [http://scholar.google.es/citations?user=bVAL794AAAAJ My Google Scholar]<br /> * [http://braincloudcomputing.com Brain Cloud Computing (BCC)]<br /> * [http://bcig.eu/ BCIG]<br /> * [http://gitlab.braincloudcomputing.com/ Gitlab]<br /> <br /> == Tutorials ==<br /> <br /> * [[Media:Git for dummies.png | Git Cheat sheet for Dummies.]]<br /> * [http://roundhere.net/journal/virtualenv-ubuntu-12-10/ Virtual enviroment (Ubuntu)]<br /> * [http://sebastianraschka.com/Articles/2014_matrix_cheatsheet.html Matrix Cheat Sheet MATLAB, Python NumPy, R, and Julia]<br /> * [http://bioinformatiquillo.wordpress.com/2009/06/17/beamerposter-posters-elegantes-con-la-clase-latex-beamer-en-lyx-y-presentaciones-en-formato-panoramico/ Beamer poster LyX]<br /> * [http://nbviewer.ipython.org/url/jakevdp.github.com/downloads/notebooks/XKCD_plots.ipynb XKCD plots]<br /> * [https://github.com/mwaskom/ziegler Ziegler: fMRI Reporting Webapp]</div> Borja.ayerdi