Grupo de Inteligencia Computacional (GIC) - Contribuciones del usuario [es]

Usuario:Ion.marques

2014-11-14T17:05:47Z

Ion.marques: /* Studies */

== Ion Marqués ==

* Contact: ion.marques_at_ehu.es
* Postal address:
: Att: Ion Marqués
: Grupo de Inteligencia Computacional
: Facultad de Informática
: Universidad del País Vasco (UPV/EHU)
: Paseo Manuel Lardizabal 1, 20018 Donostia-San Sebastián (Spain)

== Studies ==

* PhD in Computer Science (November 2014), University of the Basque Country UPV/EHU.
* [http://www.kisa.ehu.es/ Masters Degree in Computational Engineering and Intelligent Systems] (2010/2011) - University of the Basque Country UPV/EHU.
** Awarded Best Student Prize for MSc in Computational Engineering and Intelligent Systems 2010/2011.
* Engineer in Computer Science (June 2010) - University of the Basque Country UPV/EHU.

== Working experience / Grants ==

* March 2014 - June 2014: Visiting PhD student at
: Electrical & Computer Engineering, University of Texas at El Paso (USA).

* January 2011 - ongoing: [http://www.hezkuntza.ejgv.euskadi.net/r43-5552/es/contenidos/informacion/dib4/es_2035/bfi_c.html Beca predoctoral / Predoctoral fellowship] granted by
: Gobierno Vasco / Basque Government at
: Universidad del País Vasco (UPV/EHU), [http://www.ehu.es/ccwintco/ Computational Intelligence Group] (Spain).

* November 2012 - February 2013: Research Assistant Internship at
: School of Electrical & Electronic Engineering , Nanyang Technological University (Singapore).

* August 2010 - December 2010: Personal Investigador Contratado / Hired researcher at
: Universidad del País Vasco (UPV/EHU), [http://www.ehu.es/ccwintco/ Computational Intelligence Group] (Spain).
: Project: University-industry. Study of the state of the art in biometric recognition.

* July 2008 - October 2008: IT technician and database administrator at
: Festival de San Sebastián International Film Festival (Spain).

* July 2007 - September 2007: Prácticas en empresa / Internship:
: Festival de San Sebastián International Film Festival - UPV/EHU (Spain).
: IT technician, database administration.

== Publications ==
====2014====

* Ion Marques, Manuel Graña, Anna Kaminska-Chuchmala, Bruno Apolloni
: "An Experiment of Subconscious Intelligent Social Computing on household appliances"
: Neurocomputing, accepted
: JCR(2013) 2.005

* Borja Ayerdi, Ion Marqués and Manuel Graña
: "Spatially regularized semisupervised Ensembles of Extreme Learning Machines for hyperspectral image segmentation"
: Neurocomputing, In Press [http://dx.doi.org/10.1016/j.neucom.2014.01.068 Doi]
: JCR(2013) 2.005

* Ion Marques, Manuel Graña
: "Hybrid Sparse Linear and Lattice Method for Hyperspectral Image Unmixing"
: Proceedings of HAIS 2014, Salamanca, Spain, June 11-13, 2014.
: Lecture Notes in Computer Science Volume 8480, pp 266-273 [http://dx.doi.org/10.1007/978-3-319-07617-1_24 Doi]

====2013====

* Iñigo Barandiaran, Odei Maiz, Ion Marqués and Manuel Grana
: "ELM for Retinal Vessel Classiﬁcation"
: Proceedings of ELM2013, Beijing, China.
: Adaptation, Learning, and Optimization, vol 16, Pages 135-143 [http://dx.doi.org/10.1007/978-3-319-04741-6_10 Doi]

* Borja Fernandez-Gauna, Ion Marqués, Manuel Graña
: "Undesired State-Action Prediction in Multi-Agent Reinforcement Learning. Application to Multicomponent Robotic System control."
: Information Sciences vol 232, Pages 309–324 [http://dx.doi.org/10.1016/j.ins.2012.12.021 Doi]
: JCR(2011) 2.833 JCR(2013) 3.893

* Ion Marqués, Manuel Graña
: "Greedy sparsification WM algorithm for endmember induction in hyperspectral images."
: Proceedings of the [http://www.iwinac.uned.es/iwinac2013/ IWINAC 2013], Mallorca, Spain. June 10-13, 2013.
: LNCS vol 7931, Pages 336-344 [http://link.springer.com/chapter/10.1007/978-3-642-38622-0_35 Link]

* Manuel Graña, Ion Marqués, Alexandre Savio, Bruno Apolloni.
: "A domestic application of Intelligent Social Computing: the SandS project."
: Proceedings of the [http://soco13.usal.es SOCO 2013], Salamanca, Spain. September 11-13, 2013.
: AISC vol 239, Pages 221-228 [http://link.springer.com/chapter/10.1007/978-3-319-01854-6_23 Link]

====2012====

* Ion Marqués, Manuel Graña.
: "Fusion of lattice independent and linear features improving face identification."
: Neurocomputing, Vol. 114, pp. 80-85. [10.1016/j.neucom.2012.06.045 Doi]
: JCR (2011) 1.580 JCR(2013) 2.005

* Ion Marqués, Manuel Graña.
: "Image security and biometrics: A review." [[media: imarques-HAIS2012.pdf|Slides]]
: Proceedings of the [http://hais.usal.es/ HAIS 2012], Salamanca, Spain. March 28-30, 2012.
: LNCS, 2012, vol. 7209, part II, pp. 436-447, [http://dx.doi.org/10.1007/978-3-642-28931-6_42 Doi]

* Ion Marques, Manuel Graña
: "Face recognition with Lattice Independent Component Analysis and Extreme Learning Machines." [http://www.ehu.es/ccwintco/groupware/webdav.php/apps/phpbrain/368/presentation-ELM2011.pdf Slides]
: Soft Computing, Vol. 16, Num. 9 (2012), pp.1525-1537,[http://dx.doi.org/10.1007/s00500-012-0826-4 Doi]
: JCR (2011) 1.880 JCR(2013) 1.304

====2011====

* Ion Marqués, Manuel Graña.
: "Experiments on Lattice Independent Component Analysis for Face Recognition." [[Media:presentation-IWINAC11.pdf | Slides]]
: Proceedings of the [http://www.iwinac.uned.es/iwinac2011/ IWINAC 2011], La Palma, Spain. May 30-June 3, 2011.
: Lecture Notes in Computer Science, 2011, vol. 6678, pp.286-294, [http://dx.doi.org/10.1007/978-3-642-21326-7_31 Doi].

====2010====

* Ion Marqués, Manuel Graña
: "Face processing for security: a short review." [[Media:presentation-CISIS10.pdf | Slides]]
: Proceedings of the [http://gicap.ubu.es/cisis2010/home/home.shtml CISIS 2010], León, Spain, November 11-12, 2010.
: Advances in Intelligent and Soft Computing, 2010, vol. 85, pp. 89-96, [http://dx.doi.org/10.1007/978-3-642-16626-6_10 Doi]

== Conferences ==
* Co-organized [http://kes2012.kesinternational.org/ KES 2012].
* Session chair at International Symposium on Extreme Learning Machines (ELM'2011), Hangzhou, China.
* Attended [http://gicap.ubu.es/cisis2013/ CISIS] (2010), [http://hais.usal.es/ HAIS] (2010 and 2012), [http://iwinac.uned.es IWINAC] (2011 and 2013), [http://soco.usal.es/ SOCO] (2013), [http://kes2012.kesinternational.org/ KES] (2012), in Spain; [http://www.ntu.edu.sg/home/egbhuang/ ELM] (2011 and 2013) in China; [http://www.ntu.edu.sg/home/egbhuang/ ELM] (2012) in Singapore; [http://www.fi-dublin.eu/ Future Internet Assembly] (2013) in Ireland.

== Research Areas ==
* Face recognition
* Facial expression analysis
* Hyperspectral imaging
* Lattice computing
* Extreme Learning Machines

== Bookmarks ==

==== General ====
:[http://ieeexplore.ieee.org/Xplore/dynhome.jsp?tag=1 IEEE Xplore]
:[http://ieeexplore.ieee.org.ezlibproxy1.ntu.edu.sg/ IEEE Xplore - NTU login]
:[http://www.springerlink.com/ SpringerLink]
:[http://ezlibproxy1.ntu.edu.sg/login?url=http://link.springer.com/ SpringerLink - NTU login]
:[http://www.sciencedirect.com/ ScienceDirect]
:[http://ezlibproxy1.ntu.edu.sg/login?url=http://www.sciencedirect.com ScienceDirect - NTU login]
:[http://www.wikicfp.com/ WikiCFP : Call For Papers of Conferences, Workshops and Journals]
:[http://www.accesowok.fecyt.es/login/ ISI Web of Knowledge - UPV/EHU login]
:[http://ezlibproxy1.ntu.edu.sg/login?url=http://webofknowledge.com ISI Web of Knowledge - NTU login]
:[http://www.arc.gov.au/era/era_journal_list.htm Ranked Outlets - Australian Research Council (ARC)]
:[http://www.informatik.uni-trier.de/~ley/db/index.html DBLP Bibliography]
:[https://www.educacion.es/teseo/irGestionarConsulta.do Teseo]
:[http://www.biblioteka.ehu.es/p207-content/es/contenidos/enlace/biblioteca_internet/es_biblione/biblioteca_internet.html Biblioteka EHU - Recursos temáticos en Internet]

==== Software ====
:[http://www.scilab.org/ Scilab]
:[http://sivp.sourceforge.net/ SIVC (image processing tool) for Scilab]
:[http://photobatch.stani.be/ Phatch - Photo Batch Processor]
:[https://github.com/davvil/pdfpc PDFPC] A presenter console with multi-monitor support for PDF files

== Code (Matlab) ==

==== Feature Extraction ====
:[http://www.ehu.es/ccwintco/groupware/webdav.php/apps/phpbrain/368/xPCA-LDA_2011-09-30.zip PCA, 2DPCA, 2D2PCA, B2DPCA, kernel-PCA.]
:[http://www.ehu.es/ccwintco/groupware/webdav.php/apps/phpbrain/368/xPCA-LDA_2011-09-30.zip LDA with PCA, 2DPCA, 2D2PCA, B2DPCA or kernel-PCA preprocess.]
:[http://www.ehu.es/ccwintco/groupware/webdav.php/apps/phpbrain/368/trasFaceDetection-code-2011-04-28.zip PCA, ICAs, LDA and LICA.]
:[http://www.ehu.es/ccwintco/index.php/Endmember_Induction_Algorithms_(EIAs)_for_MATLAB_and_SCILAB Endmember Induction Algorithms]
==== Classifiers ====
:[http://www.ehu.es/ccwintco/groupware/webdav.php/apps/phpbrain/368/code_ELMs_2011-07-08.zip ELM, ELM with ridge regression, kernel-ELM and 1-NN.]
==== SandS project ====
:[http://www.ehu.es/ccwintco/uploads/3/3b/SandS_DB_2014-03-26.zip Data base, plus the generating code.]

== Revistas objetivo ==
(de mayor a menor factor de impacto)

: IEEE PAMI 5.308(2010) 4.908(2011) 4.795(2012) 5.694(2013)
: Information Sciences 2.836(2010) 2.833(2011) 3.643(2012) 3.893(2013)
: International Journal of Computer Vision 5.151(2010) 3.741(2011) 3.623(2012) 3.533(2013)
: Information Fusion 1.621 (2010) 1.467(2011) 2.262(2012) 3.472(2013)
: IEEE TGARS 2.485(2010) 2.895(2011) 3.467(2012) 2.933(2013)
: IEEE J-STARS 1.140(2010) 1.489(2011) 2.874(2012) 2.827(2013)
: Pattern Recognition 2.682(2010) 2.292(2011) 2.632(2012) 2.584(2013)
: Neurocomputing 1.442 (2010) 1.580(2011) 1.634(2012) 2.005(2013)
: Machine Learning 1.967(2010) 1.587(2011) 1.454(2012) 1.689(2013)
: Image and Vision Computing 1.578 (2010) 1.723(2011) 1.959(2012) 1.581(2013)
: Computer Vision and Image Understanding 2.534 (2010) 2.485 (2011) 1.232(2012) 1.358(2013)
: Soft Computing 1.512(2010) 1.880(2011) 1.124(2012) 1.304(2013)
: Pattern Recognition Letters 1.235(2010) 1.034(2011) 1.266(2012) 1.062(2013)

== Informes internos ==
:[http://www.ehu.es/ccwintco/index.php/Jornada_GIC_random_forests_2012-01-27#distribuci.C3.B3n_de_articulos_a_presentar GIC "Random Forest and Classifier Ensembles" Seminar]
:[http://www.ehu.es/ccwintco/uploads/f/f0/HypSpec-DB.pdf Multi/Hyperspectral face image DB examples. Presentation]
:[http://www.ehu.es/ccwintco/uploads/d/d2/PFC-IonMarqu%C3%A9s.pdf Proyecto Fin de Carrera]
:[http://www.ehu.es/ccwintco/uploads/c/c2/InstruccionesLyX-PFC.pdf Instrucciones plantilla LyX Proyecto Fin de Carrera]
:[http://www.ehu.es/ccwintco/groupware/webdav.php/apps/phpbrain/420/face_Detection_openCV.pdf Face detection in Scilab/OpenCV - slides]
:[http://www.ehu.es/ccwintco/groupware/webdav.php/apps/phpbrain/420/ELM_basics.pdf Extreme Learning Machines (ELM) basics - slides]
:[http://www.ehu.es/ccwintco/groupware/index.php?menuaction=phpbrain.uikb.view_article&art_id=264 Materiales del Máster]
:[http://www.ehu.es/ccwintco/groupware/index.php?menuaction=phpbrain.uikb.view_article&art_id=460 Instrucciones y código Weka]
:[http://www.ehu.es/ccwintco/groupware/webdav.php/apps/phpbrain/460/StatMeasures_Weka.pdf Terminología estadística en Weka]
:[http://www.ehu.es/ccwintco/groupware/webdav.php/apps/phpbrain/368/ELM2011-recap.pdf ELM'2011 informe breve]

== Estado burocrático de la tesis ==

: Director: Manuel Graña

:[http://www.hezkuntza.ejgv.euskadi.net/r43-5552/es/contenidos/informacion/dib4/es_2035/bfi_c.html Beca del Gobierno Vasco].

: Depositada, defensa el 14 de noviembre. [http://www.ehu.es/ccwintco/index.php?title=Tesis_doctorales_dirigidas Más info].

----

[[File:Screenshot_2014-03-25_12.45.07.png | center | 700px | thumb | Word cloud, from the text of my papers.]]

----

[http://youtu.be/ti3l3wGJc5U Where the failed experiments go]

Ion Marques PhdThesis

2014-11-03T15:11:52Z

Ion.marques: /* Lattice Computing and Hyperspectral Image Processing for Human Detection and Identification */

=== Lattice Computing and Hyperspectral Image Processing for Human Detection and Identification ===

PhD thesis by '''Ion Marqués'''. Advisor: '''Prof. Manuel Graña Romay'''.

This is the last version of the thesis (Nov 3rd): [[Media:Ion_Marques_tesis_2014_10_28.pdf | download]]

If you are using it for your scientific research, please reference it as follows:

''Lattice Computing and Hyperspectral Image Processing for Human Detection and Identification''.
Ion Marques, University of the Basque Country UPV/EHU, 2014
http://www.ehu.es/ccwintco/index.php?title=Ion_Marques_PhdThesis

Bibtex source:

@PhdThesis{ion_phdthesis,
Title = {Lattice Computing and Hyperspectral Image Processing for Human Detection and Identification},
Author = {Ion Marques},
School = {University of the Basque Country UPV/EHU},
Year = {2014},
Url = {http://www.ehu.es/ccwintco/index.php?title=Ion_Marques_PhdThesis}
}

Archivo:Ion Marques tesis 2014 10 28.pdf

2014-11-03T15:10:59Z

Ion.marques: subió una nueva versión de «Archivo:Ion Marques tesis 2014 10 28.pdf»

Archivo:Ion Marques tesis 2014 10 10.pdf

2014-11-03T15:10:45Z

Ion.marques: subió una nueva versión de «Archivo:Ion Marques tesis 2014 10 10.pdf»

Archivo:Ion Marques tesis 2014 10 28.pdf

2014-11-03T15:04:42Z

Ion.marques: subió una nueva versión de «Archivo:Ion Marques tesis 2014 10 28.pdf»

Archivo:Ion Marques tesis 2014 10 10.pdf

2014-11-03T15:04:13Z

Ion.marques: subió una nueva versión de «Archivo:Ion Marques tesis 2014 10 10.pdf»

Archivo:Ion Marques tesis 2014 10 10.pdf

2014-11-03T14:53:29Z

Ion.marques: subió una nueva versión de «Archivo:Ion Marques tesis 2014 10 10.pdf»

Archivo:Ion Marques tesis 2014 10 28.pdf

2014-11-03T14:52:58Z

Ion.marques: subió una nueva versión de «Archivo:Ion Marques tesis 2014 10 28.pdf»

Usuario:Ion.marques

2014-10-31T14:02:44Z

Ion.marques: /* Estado burocrático de la tesis */

== Ion Marqués ==

* Contact: ion.marques_at_ehu.es
* Postal address:
: Att: Ion Marqués
: Grupo de Inteligencia Computacional
: Facultad de Informática
: Universidad del País Vasco (UPV/EHU)
: Paseo Manuel Lardizabal 1, 20018 Donostia-San Sebastián (Spain)

== Studies ==

* Engineer in Computer Science (June 2010) - Universidad del País Vasco (UPV/EHU)
* [http://www.kisa.ehu.es/ Masters Degree in Computational Engineering and Intelligent Systems] (2010/2011) - Universidad del País Vasco (UPV/EHU).
** Awarded Best Student Prize for MSc in Computational Engineering and Intelligent Systems 2010/2011.

* Currently:
: 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).

== Working experience / Grants ==

* March 2014 - June 2014: Visiting PhD student at
: Electrical & Computer Engineering, University of Texas at El Paso (USA).

* January 2011 - ongoing: [http://www.hezkuntza.ejgv.euskadi.net/r43-5552/es/contenidos/informacion/dib4/es_2035/bfi_c.html Beca predoctoral / Predoctoral fellowship] granted by
: Gobierno Vasco / Basque Government at
: Universidad del País Vasco (UPV/EHU), [http://www.ehu.es/ccwintco/ Computational Intelligence Group] (Spain).

* November 2012 - February 2013: Research Assistant Internship at
: School of Electrical & Electronic Engineering , Nanyang Technological University (Singapore).

* August 2010 - December 2010: Personal Investigador Contratado / Hired researcher at
: Universidad del País Vasco (UPV/EHU), [http://www.ehu.es/ccwintco/ Computational Intelligence Group] (Spain).
: Project: University-industry. Study of the state of the art in biometric recognition.

* July 2008 - October 2008: IT technician and database administrator at
: Festival de San Sebastián International Film Festival (Spain).

* July 2007 - September 2007: Prácticas en empresa / Internship:
: Festival de San Sebastián International Film Festival - UPV/EHU (Spain).
: IT technician, database administration.

== Publications ==
====2014====

* Ion Marques, Manuel Graña, Anna Kaminska-Chuchmala, Bruno Apolloni
: "An Experiment of Subconscious Intelligent Social Computing on household appliances"
: Neurocomputing, accepted
: JCR(2013) 2.005

* Borja Ayerdi, Ion Marqués and Manuel Graña
: "Spatially regularized semisupervised Ensembles of Extreme Learning Machines for hyperspectral image segmentation"
: Neurocomputing, In Press [http://dx.doi.org/10.1016/j.neucom.2014.01.068 Doi]
: JCR(2013) 2.005

* Ion Marques, Manuel Graña
: "Hybrid Sparse Linear and Lattice Method for Hyperspectral Image Unmixing"
: Proceedings of HAIS 2014, Salamanca, Spain, June 11-13, 2014.
: Lecture Notes in Computer Science Volume 8480, pp 266-273 [http://dx.doi.org/10.1007/978-3-319-07617-1_24 Doi]

====2013====

* Iñigo Barandiaran, Odei Maiz, Ion Marqués and Manuel Grana
: "ELM for Retinal Vessel Classiﬁcation"
: Proceedings of ELM2013, Beijing, China.
: Adaptation, Learning, and Optimization, vol 16, Pages 135-143 [http://dx.doi.org/10.1007/978-3-319-04741-6_10 Doi]

* Borja Fernandez-Gauna, Ion Marqués, Manuel Graña
: "Undesired State-Action Prediction in Multi-Agent Reinforcement Learning. Application to Multicomponent Robotic System control."
: Information Sciences vol 232, Pages 309–324 [http://dx.doi.org/10.1016/j.ins.2012.12.021 Doi]
: JCR(2011) 2.833 JCR(2013) 3.893

* Ion Marqués, Manuel Graña
: "Greedy sparsification WM algorithm for endmember induction in hyperspectral images."
: Proceedings of the [http://www.iwinac.uned.es/iwinac2013/ IWINAC 2013], Mallorca, Spain. June 10-13, 2013.
: LNCS vol 7931, Pages 336-344 [http://link.springer.com/chapter/10.1007/978-3-642-38622-0_35 Link]

* Manuel Graña, Ion Marqués, Alexandre Savio, Bruno Apolloni.
: "A domestic application of Intelligent Social Computing: the SandS project."
: Proceedings of the [http://soco13.usal.es SOCO 2013], Salamanca, Spain. September 11-13, 2013.
: AISC vol 239, Pages 221-228 [http://link.springer.com/chapter/10.1007/978-3-319-01854-6_23 Link]

====2012====

* Ion Marqués, Manuel Graña.
: "Fusion of lattice independent and linear features improving face identification."
: Neurocomputing, Vol. 114, pp. 80-85. [10.1016/j.neucom.2012.06.045 Doi]
: JCR (2011) 1.580 JCR(2013) 2.005

* Ion Marqués, Manuel Graña.
: "Image security and biometrics: A review." [[media: imarques-HAIS2012.pdf|Slides]]
: Proceedings of the [http://hais.usal.es/ HAIS 2012], Salamanca, Spain. March 28-30, 2012.
: LNCS, 2012, vol. 7209, part II, pp. 436-447, [http://dx.doi.org/10.1007/978-3-642-28931-6_42 Doi]

* Ion Marques, Manuel Graña
: "Face recognition with Lattice Independent Component Analysis and Extreme Learning Machines." [http://www.ehu.es/ccwintco/groupware/webdav.php/apps/phpbrain/368/presentation-ELM2011.pdf Slides]
: Soft Computing, Vol. 16, Num. 9 (2012), pp.1525-1537,[http://dx.doi.org/10.1007/s00500-012-0826-4 Doi]
: JCR (2011) 1.880 JCR(2013) 1.304

====2011====

* Ion Marqués, Manuel Graña.
: "Experiments on Lattice Independent Component Analysis for Face Recognition." [[Media:presentation-IWINAC11.pdf | Slides]]
: Proceedings of the [http://www.iwinac.uned.es/iwinac2011/ IWINAC 2011], La Palma, Spain. May 30-June 3, 2011.
: Lecture Notes in Computer Science, 2011, vol. 6678, pp.286-294, [http://dx.doi.org/10.1007/978-3-642-21326-7_31 Doi].

====2010====

* Ion Marqués, Manuel Graña
: "Face processing for security: a short review." [[Media:presentation-CISIS10.pdf | Slides]]
: Proceedings of the [http://gicap.ubu.es/cisis2010/home/home.shtml CISIS 2010], León, Spain, November 11-12, 2010.
: Advances in Intelligent and Soft Computing, 2010, vol. 85, pp. 89-96, [http://dx.doi.org/10.1007/978-3-642-16626-6_10 Doi]

== Conferences ==
* Co-organized [http://kes2012.kesinternational.org/ KES 2012].
* Session chair at International Symposium on Extreme Learning Machines (ELM'2011), Hangzhou, China.
* Attended [http://gicap.ubu.es/cisis2013/ CISIS] (2010), [http://hais.usal.es/ HAIS] (2010 and 2012), [http://iwinac.uned.es IWINAC] (2011 and 2013), [http://soco.usal.es/ SOCO] (2013), [http://kes2012.kesinternational.org/ KES] (2012), in Spain; [http://www.ntu.edu.sg/home/egbhuang/ ELM] (2011 and 2013) in China; [http://www.ntu.edu.sg/home/egbhuang/ ELM] (2012) in Singapore; [http://www.fi-dublin.eu/ Future Internet Assembly] (2013) in Ireland.

== Research Areas ==
* Face recognition
* Facial expression analysis
* Hyperspectral imaging
* Lattice computing
* Extreme Learning Machines

== Bookmarks ==

==== General ====
:[http://ieeexplore.ieee.org/Xplore/dynhome.jsp?tag=1 IEEE Xplore]
:[http://ieeexplore.ieee.org.ezlibproxy1.ntu.edu.sg/ IEEE Xplore - NTU login]
:[http://www.springerlink.com/ SpringerLink]
:[http://ezlibproxy1.ntu.edu.sg/login?url=http://link.springer.com/ SpringerLink - NTU login]
:[http://www.sciencedirect.com/ ScienceDirect]
:[http://ezlibproxy1.ntu.edu.sg/login?url=http://www.sciencedirect.com ScienceDirect - NTU login]
:[http://www.wikicfp.com/ WikiCFP : Call For Papers of Conferences, Workshops and Journals]
:[http://www.accesowok.fecyt.es/login/ ISI Web of Knowledge - UPV/EHU login]
:[http://ezlibproxy1.ntu.edu.sg/login?url=http://webofknowledge.com ISI Web of Knowledge - NTU login]
:[http://www.arc.gov.au/era/era_journal_list.htm Ranked Outlets - Australian Research Council (ARC)]
:[http://www.informatik.uni-trier.de/~ley/db/index.html DBLP Bibliography]
:[https://www.educacion.es/teseo/irGestionarConsulta.do Teseo]
:[http://www.biblioteka.ehu.es/p207-content/es/contenidos/enlace/biblioteca_internet/es_biblione/biblioteca_internet.html Biblioteka EHU - Recursos temáticos en Internet]

==== Software ====
:[http://www.scilab.org/ Scilab]
:[http://sivp.sourceforge.net/ SIVC (image processing tool) for Scilab]
:[http://photobatch.stani.be/ Phatch - Photo Batch Processor]
:[https://github.com/davvil/pdfpc PDFPC] A presenter console with multi-monitor support for PDF files

== Code (Matlab) ==

==== Feature Extraction ====
:[http://www.ehu.es/ccwintco/groupware/webdav.php/apps/phpbrain/368/xPCA-LDA_2011-09-30.zip PCA, 2DPCA, 2D2PCA, B2DPCA, kernel-PCA.]
:[http://www.ehu.es/ccwintco/groupware/webdav.php/apps/phpbrain/368/xPCA-LDA_2011-09-30.zip LDA with PCA, 2DPCA, 2D2PCA, B2DPCA or kernel-PCA preprocess.]
:[http://www.ehu.es/ccwintco/groupware/webdav.php/apps/phpbrain/368/trasFaceDetection-code-2011-04-28.zip PCA, ICAs, LDA and LICA.]
:[http://www.ehu.es/ccwintco/index.php/Endmember_Induction_Algorithms_(EIAs)_for_MATLAB_and_SCILAB Endmember Induction Algorithms]
==== Classifiers ====
:[http://www.ehu.es/ccwintco/groupware/webdav.php/apps/phpbrain/368/code_ELMs_2011-07-08.zip ELM, ELM with ridge regression, kernel-ELM and 1-NN.]
==== SandS project ====
:[http://www.ehu.es/ccwintco/uploads/3/3b/SandS_DB_2014-03-26.zip Data base, plus the generating code.]

== Revistas objetivo ==
(de mayor a menor factor de impacto)

: IEEE PAMI 5.308(2010) 4.908(2011) 4.795(2012) 5.694(2013)
: Information Sciences 2.836(2010) 2.833(2011) 3.643(2012) 3.893(2013)
: International Journal of Computer Vision 5.151(2010) 3.741(2011) 3.623(2012) 3.533(2013)
: Information Fusion 1.621 (2010) 1.467(2011) 2.262(2012) 3.472(2013)
: IEEE TGARS 2.485(2010) 2.895(2011) 3.467(2012) 2.933(2013)
: IEEE J-STARS 1.140(2010) 1.489(2011) 2.874(2012) 2.827(2013)
: Pattern Recognition 2.682(2010) 2.292(2011) 2.632(2012) 2.584(2013)
: Neurocomputing 1.442 (2010) 1.580(2011) 1.634(2012) 2.005(2013)
: Machine Learning 1.967(2010) 1.587(2011) 1.454(2012) 1.689(2013)
: Image and Vision Computing 1.578 (2010) 1.723(2011) 1.959(2012) 1.581(2013)
: Computer Vision and Image Understanding 2.534 (2010) 2.485 (2011) 1.232(2012) 1.358(2013)
: Soft Computing 1.512(2010) 1.880(2011) 1.124(2012) 1.304(2013)
: Pattern Recognition Letters 1.235(2010) 1.034(2011) 1.266(2012) 1.062(2013)

== Informes internos ==
:[http://www.ehu.es/ccwintco/index.php/Jornada_GIC_random_forests_2012-01-27#distribuci.C3.B3n_de_articulos_a_presentar GIC "Random Forest and Classifier Ensembles" Seminar]
:[http://www.ehu.es/ccwintco/uploads/f/f0/HypSpec-DB.pdf Multi/Hyperspectral face image DB examples. Presentation]
:[http://www.ehu.es/ccwintco/uploads/d/d2/PFC-IonMarqu%C3%A9s.pdf Proyecto Fin de Carrera]
:[http://www.ehu.es/ccwintco/uploads/c/c2/InstruccionesLyX-PFC.pdf Instrucciones plantilla LyX Proyecto Fin de Carrera]
:[http://www.ehu.es/ccwintco/groupware/webdav.php/apps/phpbrain/420/face_Detection_openCV.pdf Face detection in Scilab/OpenCV - slides]
:[http://www.ehu.es/ccwintco/groupware/webdav.php/apps/phpbrain/420/ELM_basics.pdf Extreme Learning Machines (ELM) basics - slides]
:[http://www.ehu.es/ccwintco/groupware/index.php?menuaction=phpbrain.uikb.view_article&art_id=264 Materiales del Máster]
:[http://www.ehu.es/ccwintco/groupware/index.php?menuaction=phpbrain.uikb.view_article&art_id=460 Instrucciones y código Weka]
:[http://www.ehu.es/ccwintco/groupware/webdav.php/apps/phpbrain/460/StatMeasures_Weka.pdf Terminología estadística en Weka]
:[http://www.ehu.es/ccwintco/groupware/webdav.php/apps/phpbrain/368/ELM2011-recap.pdf ELM'2011 informe breve]

== Estado burocrático de la tesis ==

: Director: Manuel Graña

:[http://www.hezkuntza.ejgv.euskadi.net/r43-5552/es/contenidos/informacion/dib4/es_2035/bfi_c.html Beca del Gobierno Vasco].

: Depositada, defensa el 14 de noviembre. [http://www.ehu.es/ccwintco/index.php?title=Tesis_doctorales_dirigidas Más info].

----

[[File:Screenshot_2014-03-25_12.45.07.png | center | 700px | thumb | Word cloud, from the text of my papers.]]

----

[http://youtu.be/ti3l3wGJc5U Where the failed experiments go]

Usuario:Ion.marques

2014-10-31T14:00:32Z

Ion.marques: /* 2012 */

== Ion Marqués ==

* Contact: ion.marques_at_ehu.es
* Postal address:
: Att: Ion Marqués
: Grupo de Inteligencia Computacional
: Facultad de Informática
: Universidad del País Vasco (UPV/EHU)
: Paseo Manuel Lardizabal 1, 20018 Donostia-San Sebastián (Spain)

== Studies ==

* Engineer in Computer Science (June 2010) - Universidad del País Vasco (UPV/EHU)
* [http://www.kisa.ehu.es/ Masters Degree in Computational Engineering and Intelligent Systems] (2010/2011) - Universidad del País Vasco (UPV/EHU).
** Awarded Best Student Prize for MSc in Computational Engineering and Intelligent Systems 2010/2011.

* Currently:
: 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).

== Working experience / Grants ==

* March 2014 - June 2014: Visiting PhD student at
: Electrical & Computer Engineering, University of Texas at El Paso (USA).

* January 2011 - ongoing: [http://www.hezkuntza.ejgv.euskadi.net/r43-5552/es/contenidos/informacion/dib4/es_2035/bfi_c.html Beca predoctoral / Predoctoral fellowship] granted by
: Gobierno Vasco / Basque Government at
: Universidad del País Vasco (UPV/EHU), [http://www.ehu.es/ccwintco/ Computational Intelligence Group] (Spain).

* November 2012 - February 2013: Research Assistant Internship at
: School of Electrical & Electronic Engineering , Nanyang Technological University (Singapore).

* August 2010 - December 2010: Personal Investigador Contratado / Hired researcher at
: Universidad del País Vasco (UPV/EHU), [http://www.ehu.es/ccwintco/ Computational Intelligence Group] (Spain).
: Project: University-industry. Study of the state of the art in biometric recognition.

* July 2008 - October 2008: IT technician and database administrator at
: Festival de San Sebastián International Film Festival (Spain).

* July 2007 - September 2007: Prácticas en empresa / Internship:
: Festival de San Sebastián International Film Festival - UPV/EHU (Spain).
: IT technician, database administration.

== Publications ==
====2014====

* Ion Marques, Manuel Graña, Anna Kaminska-Chuchmala, Bruno Apolloni
: "An Experiment of Subconscious Intelligent Social Computing on household appliances"
: Neurocomputing, accepted
: JCR(2013) 2.005

* Borja Ayerdi, Ion Marqués and Manuel Graña
: "Spatially regularized semisupervised Ensembles of Extreme Learning Machines for hyperspectral image segmentation"
: Neurocomputing, In Press [http://dx.doi.org/10.1016/j.neucom.2014.01.068 Doi]
: JCR(2013) 2.005

* Ion Marques, Manuel Graña
: "Hybrid Sparse Linear and Lattice Method for Hyperspectral Image Unmixing"
: Proceedings of HAIS 2014, Salamanca, Spain, June 11-13, 2014.
: Lecture Notes in Computer Science Volume 8480, pp 266-273 [http://dx.doi.org/10.1007/978-3-319-07617-1_24 Doi]

====2013====

* Iñigo Barandiaran, Odei Maiz, Ion Marqués and Manuel Grana
: "ELM for Retinal Vessel Classiﬁcation"
: Proceedings of ELM2013, Beijing, China.
: Adaptation, Learning, and Optimization, vol 16, Pages 135-143 [http://dx.doi.org/10.1007/978-3-319-04741-6_10 Doi]

* Borja Fernandez-Gauna, Ion Marqués, Manuel Graña
: "Undesired State-Action Prediction in Multi-Agent Reinforcement Learning. Application to Multicomponent Robotic System control."
: Information Sciences vol 232, Pages 309–324 [http://dx.doi.org/10.1016/j.ins.2012.12.021 Doi]
: JCR(2011) 2.833 JCR(2013) 3.893

* Ion Marqués, Manuel Graña
: "Greedy sparsification WM algorithm for endmember induction in hyperspectral images."
: Proceedings of the [http://www.iwinac.uned.es/iwinac2013/ IWINAC 2013], Mallorca, Spain. June 10-13, 2013.
: LNCS vol 7931, Pages 336-344 [http://link.springer.com/chapter/10.1007/978-3-642-38622-0_35 Link]

* Manuel Graña, Ion Marqués, Alexandre Savio, Bruno Apolloni.
: "A domestic application of Intelligent Social Computing: the SandS project."
: Proceedings of the [http://soco13.usal.es SOCO 2013], Salamanca, Spain. September 11-13, 2013.
: AISC vol 239, Pages 221-228 [http://link.springer.com/chapter/10.1007/978-3-319-01854-6_23 Link]

====2012====

* Ion Marqués, Manuel Graña.
: "Fusion of lattice independent and linear features improving face identification."
: Neurocomputing, Vol. 114, pp. 80-85. [10.1016/j.neucom.2012.06.045 Doi]
: JCR (2011) 1.580 JCR(2013) 2.005

* Ion Marqués, Manuel Graña.
: "Image security and biometrics: A review." [[media: imarques-HAIS2012.pdf|Slides]]
: Proceedings of the [http://hais.usal.es/ HAIS 2012], Salamanca, Spain. March 28-30, 2012.
: LNCS, 2012, vol. 7209, part II, pp. 436-447, [http://dx.doi.org/10.1007/978-3-642-28931-6_42 Doi]

* Ion Marques, Manuel Graña
: "Face recognition with Lattice Independent Component Analysis and Extreme Learning Machines." [http://www.ehu.es/ccwintco/groupware/webdav.php/apps/phpbrain/368/presentation-ELM2011.pdf Slides]
: Soft Computing, Vol. 16, Num. 9 (2012), pp.1525-1537,[http://dx.doi.org/10.1007/s00500-012-0826-4 Doi]
: JCR (2011) 1.880 JCR(2013) 1.304

====2011====

* Ion Marqués, Manuel Graña.
: "Experiments on Lattice Independent Component Analysis for Face Recognition." [[Media:presentation-IWINAC11.pdf | Slides]]
: Proceedings of the [http://www.iwinac.uned.es/iwinac2011/ IWINAC 2011], La Palma, Spain. May 30-June 3, 2011.
: Lecture Notes in Computer Science, 2011, vol. 6678, pp.286-294, [http://dx.doi.org/10.1007/978-3-642-21326-7_31 Doi].

====2010====

* Ion Marqués, Manuel Graña
: "Face processing for security: a short review." [[Media:presentation-CISIS10.pdf | Slides]]
: Proceedings of the [http://gicap.ubu.es/cisis2010/home/home.shtml CISIS 2010], León, Spain, November 11-12, 2010.
: Advances in Intelligent and Soft Computing, 2010, vol. 85, pp. 89-96, [http://dx.doi.org/10.1007/978-3-642-16626-6_10 Doi]

== Conferences ==
* Co-organized [http://kes2012.kesinternational.org/ KES 2012].
* Session chair at International Symposium on Extreme Learning Machines (ELM'2011), Hangzhou, China.
* Attended [http://gicap.ubu.es/cisis2013/ CISIS] (2010), [http://hais.usal.es/ HAIS] (2010 and 2012), [http://iwinac.uned.es IWINAC] (2011 and 2013), [http://soco.usal.es/ SOCO] (2013), [http://kes2012.kesinternational.org/ KES] (2012), in Spain; [http://www.ntu.edu.sg/home/egbhuang/ ELM] (2011 and 2013) in China; [http://www.ntu.edu.sg/home/egbhuang/ ELM] (2012) in Singapore; [http://www.fi-dublin.eu/ Future Internet Assembly] (2013) in Ireland.

== Research Areas ==
* Face recognition
* Facial expression analysis
* Hyperspectral imaging
* Lattice computing
* Extreme Learning Machines

== Bookmarks ==

==== General ====
:[http://ieeexplore.ieee.org/Xplore/dynhome.jsp?tag=1 IEEE Xplore]
:[http://ieeexplore.ieee.org.ezlibproxy1.ntu.edu.sg/ IEEE Xplore - NTU login]
:[http://www.springerlink.com/ SpringerLink]
:[http://ezlibproxy1.ntu.edu.sg/login?url=http://link.springer.com/ SpringerLink - NTU login]
:[http://www.sciencedirect.com/ ScienceDirect]
:[http://ezlibproxy1.ntu.edu.sg/login?url=http://www.sciencedirect.com ScienceDirect - NTU login]
:[http://www.wikicfp.com/ WikiCFP : Call For Papers of Conferences, Workshops and Journals]
:[http://www.accesowok.fecyt.es/login/ ISI Web of Knowledge - UPV/EHU login]
:[http://ezlibproxy1.ntu.edu.sg/login?url=http://webofknowledge.com ISI Web of Knowledge - NTU login]
:[http://www.arc.gov.au/era/era_journal_list.htm Ranked Outlets - Australian Research Council (ARC)]
:[http://www.informatik.uni-trier.de/~ley/db/index.html DBLP Bibliography]
:[https://www.educacion.es/teseo/irGestionarConsulta.do Teseo]
:[http://www.biblioteka.ehu.es/p207-content/es/contenidos/enlace/biblioteca_internet/es_biblione/biblioteca_internet.html Biblioteka EHU - Recursos temáticos en Internet]

==== Software ====
:[http://www.scilab.org/ Scilab]
:[http://sivp.sourceforge.net/ SIVC (image processing tool) for Scilab]
:[http://photobatch.stani.be/ Phatch - Photo Batch Processor]
:[https://github.com/davvil/pdfpc PDFPC] A presenter console with multi-monitor support for PDF files

== Code (Matlab) ==

==== Feature Extraction ====
:[http://www.ehu.es/ccwintco/groupware/webdav.php/apps/phpbrain/368/xPCA-LDA_2011-09-30.zip PCA, 2DPCA, 2D2PCA, B2DPCA, kernel-PCA.]
:[http://www.ehu.es/ccwintco/groupware/webdav.php/apps/phpbrain/368/xPCA-LDA_2011-09-30.zip LDA with PCA, 2DPCA, 2D2PCA, B2DPCA or kernel-PCA preprocess.]
:[http://www.ehu.es/ccwintco/groupware/webdav.php/apps/phpbrain/368/trasFaceDetection-code-2011-04-28.zip PCA, ICAs, LDA and LICA.]
:[http://www.ehu.es/ccwintco/index.php/Endmember_Induction_Algorithms_(EIAs)_for_MATLAB_and_SCILAB Endmember Induction Algorithms]
==== Classifiers ====
:[http://www.ehu.es/ccwintco/groupware/webdav.php/apps/phpbrain/368/code_ELMs_2011-07-08.zip ELM, ELM with ridge regression, kernel-ELM and 1-NN.]
==== SandS project ====
:[http://www.ehu.es/ccwintco/uploads/3/3b/SandS_DB_2014-03-26.zip Data base, plus the generating code.]

== Revistas objetivo ==
(de mayor a menor factor de impacto)

: IEEE PAMI 5.308(2010) 4.908(2011) 4.795(2012) 5.694(2013)
: Information Sciences 2.836(2010) 2.833(2011) 3.643(2012) 3.893(2013)
: International Journal of Computer Vision 5.151(2010) 3.741(2011) 3.623(2012) 3.533(2013)
: Information Fusion 1.621 (2010) 1.467(2011) 2.262(2012) 3.472(2013)
: IEEE TGARS 2.485(2010) 2.895(2011) 3.467(2012) 2.933(2013)
: IEEE J-STARS 1.140(2010) 1.489(2011) 2.874(2012) 2.827(2013)
: Pattern Recognition 2.682(2010) 2.292(2011) 2.632(2012) 2.584(2013)
: Neurocomputing 1.442 (2010) 1.580(2011) 1.634(2012) 2.005(2013)
: Machine Learning 1.967(2010) 1.587(2011) 1.454(2012) 1.689(2013)
: Image and Vision Computing 1.578 (2010) 1.723(2011) 1.959(2012) 1.581(2013)
: Computer Vision and Image Understanding 2.534 (2010) 2.485 (2011) 1.232(2012) 1.358(2013)
: Soft Computing 1.512(2010) 1.880(2011) 1.124(2012) 1.304(2013)
: Pattern Recognition Letters 1.235(2010) 1.034(2011) 1.266(2012) 1.062(2013)

== Informes internos ==
:[http://www.ehu.es/ccwintco/index.php/Jornada_GIC_random_forests_2012-01-27#distribuci.C3.B3n_de_articulos_a_presentar GIC "Random Forest and Classifier Ensembles" Seminar]
:[http://www.ehu.es/ccwintco/uploads/f/f0/HypSpec-DB.pdf Multi/Hyperspectral face image DB examples. Presentation]
:[http://www.ehu.es/ccwintco/uploads/d/d2/PFC-IonMarqu%C3%A9s.pdf Proyecto Fin de Carrera]
:[http://www.ehu.es/ccwintco/uploads/c/c2/InstruccionesLyX-PFC.pdf Instrucciones plantilla LyX Proyecto Fin de Carrera]
:[http://www.ehu.es/ccwintco/groupware/webdav.php/apps/phpbrain/420/face_Detection_openCV.pdf Face detection in Scilab/OpenCV - slides]
:[http://www.ehu.es/ccwintco/groupware/webdav.php/apps/phpbrain/420/ELM_basics.pdf Extreme Learning Machines (ELM) basics - slides]
:[http://www.ehu.es/ccwintco/groupware/index.php?menuaction=phpbrain.uikb.view_article&art_id=264 Materiales del Máster]
:[http://www.ehu.es/ccwintco/groupware/index.php?menuaction=phpbrain.uikb.view_article&art_id=460 Instrucciones y código Weka]
:[http://www.ehu.es/ccwintco/groupware/webdav.php/apps/phpbrain/460/StatMeasures_Weka.pdf Terminología estadística en Weka]
:[http://www.ehu.es/ccwintco/groupware/webdav.php/apps/phpbrain/368/ELM2011-recap.pdf ELM'2011 informe breve]

== Estado burocrático de la tesis ==

: Director: Manuel Graña

:[http://www.hezkuntza.ejgv.euskadi.net/r43-5552/es/contenidos/informacion/dib4/es_2035/bfi_c.html Beca del Gobierno Vasco].

----

[[File:Screenshot_2014-03-25_12.45.07.png | center | 700px | thumb | Word cloud, from the text of my papers.]]

----

[http://youtu.be/ti3l3wGJc5U Where the failed experiments go]

Ion Marques PhdThesis

2014-10-31T13:36:20Z

Ion.marques: Página creada con «=== Lattice Computing and Hyperspectral Image Processing for Human Detection and Identification === PhD thesis by '''Ion Marqués'''. Advisor: '''Prof. Manuel Graña Romay...»

=== Lattice Computing and Hyperspectral Image Processing for Human Detection and Identification ===

PhD thesis by '''Ion Marqués'''. Advisor: '''Prof. Manuel Graña Romay'''.

This is the last version of the thesis: [[Media:Ion_Marques_tesis_2014_10_28.pdf | download]]

If you are using it for your scientific research, please reference it as follows:

''Lattice Computing and Hyperspectral Image Processing for Human Detection and Identification''.
Ion Marques, University of the Basque Country UPV/EHU, 2014
http://www.ehu.es/ccwintco/index.php?title=Ion_Marques_PhdThesis

Bibtex source:

@PhdThesis{ion_phdthesis,
Title = {Lattice Computing and Hyperspectral Image Processing for Human Detection and Identification},
Author = {Ion Marques},
School = {University of the Basque Country UPV/EHU},
Year = {2014},
Url = {http://www.ehu.es/ccwintco/index.php?title=Ion_Marques_PhdThesis}
}

Archivo:Ion Marques tesis 2014 10 10.pdf

2014-10-31T13:23:57Z

Ion.marques:

Tesis doctorales dirigidas

2014-10-29T14:17:04Z

Ion.marques:

;Ion Marqués Bailón
: [[media:Ion_Marques_tesis_2014_10_28.pdf|Lattice Computing and Hyperspectral Image Processing for Human Detection and Identification]]
: Director: Manuel Graña Romay
: Facultad de Informatica UPV/EHU, depositada 10 de octubre 2014
: Tribunal, JM 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)

; Rosalia Dacosta Aguayo
: [[media:ROSALIA PhD THESIS-2014-04-10.pdf | Functional, structural and metabolic remodeling related to cognitive recovery in ischemic stroke patients]]
: Department of Psychiatry and Clinical Psychobiology, Universidad de Barcelona
: Directores: Maria Mataró Serrat, Manuel Graña Romay
: depositada Universidad de Barcelona
: Dia de la defensa: 27 de junio, Hora: 12 mañana
: Tribunal, Pilar Salgado (Hospital Benito Menni), Meritxell Gomis (Hospital Germans Trias i Pujol, David Bartrés (Universidad de Barcelona/Hospital Clínic)
: Aula: aula 14 (aula de graus). MEDICINA. Hospital Clínic. Barcelona

;Eider Sanchez Herrero
:[[media:Eider Sanchez Tesis 20140220 Printed.pdf|Semantically Steered Clinical Decision Support Systems]]
:[[media:2014-06-04-E-Sanchez-ThesisPresentation.pdf|slides of the presentation]]
: Directores: Manuel Graña Romay, Carlos Toro Rodriguez
: Facultad de Informatica UPV/EHU, depositada 26 Febrero 2014, defensa: 20 junio
: Apto cum laude por unanimidad,
: 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)

;Alexandre Savio
:[[media:Alex-Savio-thesis final with covers.pdf|Experiments of Machine Learning for Neurodiagnosis]]
:[[media:Alex_thesis_slides.pdf|slides]]
: Director: Manuel Graña Romay
: Facultad de Informatica UPV/EHU, depositada 27 sept 2013, defendida 8 de noviembre de 2013
: Apto cum laude por unanimidad, Tesis Internacional
: Tribunal Alicia d'Anjou (UPV/EHU), JM Gorriz (U Granada), R Duro (UDC), K Camilleri (U Malta), FX Albizuri (UPV/EHU)

;Darya Chyzhyk
: [[media:Darya-Chyzhyk-thesis-draft-2013-06-03.pdf| Contributions of Lattice Computing to Medical Image Processing]]
: [[media:Chyzhyk-thesis-Slides.pdf| Slides of the Thesis]]
: Director: Manuel Graña Romay
: Facultad de Informática UPV/EHU 26 de Julio de 2013,
: Apto cum laude por unanimidad, Tesis internacional
: 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)
: This is the last thesis in the UPV/EHU with a tribunal entirely composed of international members. Despite holding the qualification of "Campus of International Excelence" 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.

; Iñigo Barandiaran Martirena
: [[media:IBarandiaran Thesis 11-07-2013.pdf|Contributions to Local Feature Extraction, Description and Matching in 2D Images]]
: Directores: Manuel Graña Romay, Marcos Nieto Doncel (VIcomtech)
: Facultad de Informática UPV/EHU 12 de Julio de 2013, Apto cum laude por unanimidad [[media:Ibarandiaran slides 2013 07 01.pdf|slides]]
: Tribunal: R. Duro (UPC), J de Lope (UPM), B Raducanu (UAB), I MAcia (Vicomtech) R Ferreiro (UPC)

;Josu Maiora Oria
:[[media:Tesis Josu Maiora final 2013 02 15.pdf|Computational Intelligence for Abdominal Aortic Aneurysm Imaging Analysis]]
: Director Manuel Graña Romay
:depósito 18 de febrero 2013
: 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]]
: Tribunal : D Maravall (UPM), E Corchado (USAL), J. Ruiz-Cabello (UCM, CNIC), JM Gorriz (UGranada), PP Wang (Duke Univesity)

; Israel Carlos Rebollo Ruiz
:[[media:Tesis-Israel-final.pdf|Gravitational Swarm for Graph Coloring]]
:[[media:Presentacion_tesis_israel.pdf| Slides (spanish)]]
: Director Manuel Graña Romay
:depósito 22 de junio 2012
: Facultad de Informatica UPV/EHU, 27 de julio de 2012, Apto cum laude por unanimidad,
: Tribunal : J. Pavon (UCM), R. Duro (UDC), D. Andina (UPM), J. de Lope (UPM), A. Gonzalez (UPV/EHU)

; Ivan Macia Oliver
:[[media:Thesis_Ivan_Macia_Final.pdf‎| Medical Image Analysis for the Detection, Extraction and Modelling of Vascular Structures]]
: Director Manuel Graña Romay
:depósito 6 de junio 2012
: Facultad de Informatica UPV/EHU, 13 de julio de 2012, Apto cum laude por unanimidad,
: Tribunal : R. Duro, K. Krissian, K. Camilleri, E. Corchado, C. Toro

;Miguel Angel Veganzones Bodon
:[[media:Veganzones_-_Thesis_-_2012.pdf‎|Contributions to hyperspectral image processing from lattice computing and computational intelligence]]
: Director Manuel Graña Romay
: depósito 15 mayo 2012
: Facultad de Informatica UPV/EHU, 15 de junio de 2012, Apto cum laude por unanimidad, Tesis internacional
: Tribunal : A. P. del Pobil, F. Ferri, J. Blat, E. Merenyi, F. Corona,

; Ramón Moreno Jimenez
: [[media:Tesis-Ramon-2012-05-03.pdf|Contributions to robust chromatic digital image processing]]
: Directores Manuel Graña Romay, Alicia d'Anjou d'Anjou
: depósito 10 de mayo 2012
: Facultad de Informatica UPV/EHU, 14 de junio de 2012, Apto cum laude por unanimidad, Tesis internacional
: Tribunal : F. J. Torrealdea Folgado, A. P. del Pobil, D. Simic, F. Corona, A.I. Gonzalez Acuña

; Borja Fernandez Gauna
: [[media:Tesis-Borja-imprenta-2012-03-15.pdf|Modular Multi-Agent reinforcement Learning of Linked Multi-Component Robotic Systems]]
: Director: Manuel Graña Romay (UPV/EHU)
: Facultad Informática UPV/EHU, 23 Abril 2012, Apto cum laude por unanimidad

; Jose Manuel Lopez Guede
: [[media:Tesis-JM-draft-2012-02-03.pdf|Reinforcement Learning for Linked Multicomponent Robotic Systems]]
: Director: Manuel Graña Romay (UPV/EHU)
: Facultad Informática UPV/EHU, 12 Abril 2012, Apto cum laude por unanimidad

; Ana Isabel Gonzalez Acuña
:''[[media:Tesis Ana-I-Gonzalez-Acuna-2011-12-21.pdf|Contributions to Unsupervised and Supervised Learning with Applications in Digital Image Processing]]''
:[[media:AI_Gonzalez_slides_Defensa.pdf | Slides]]
: Director: Manuel Graña Romay (UPV/EHU)
: Facultad Informática UPV/EHU, 17 de Abril de 2012, Apto cum laude por unanimidad

;Josune Gallego
:''[[media:Tesis-Josune-2011-02-10.pdf|Contributions to the analyisis and segmentation of remote sensing hyperspectral images]]''
: Director: Manuel Graña Romay (UPV/EHU)
: Facultad Informática UPV/EHU, 13 Junio 2011, Sobresaliente cum laude por unanimidad.
: ISBN13: 978-84-694-6822-7

;Andoni Beristain Iraola
:''[[media:Thesis_Andoni_Beristain_Iraola_2009b.pdf|Skeleton based visual pattern recognition: Applications to tabletop interaction]]''
:[[Media:A.Beristain_thesis_Defense_12.10.2009.pdf|Slides]]
: Director: Manuel Graña Romay (UPV/EHU)
: Facultad Informática UPV/EHU, 10 diciembre 2009, Sobresaliente cum laude por unanimidad.

;Ivan Villaverde
:''[[media:Tesis_Ivan_Villaverde.pdf|On Computational Intelligence tools for vision based navigation of mobile robots]]''
:[[Media:Slides-defensa-tesis-ivan-villaverde.pdf|Slides]]
: Director: Manuel Graña Romay (UPV/EHU)
: Facultad Informática UPV/EHU, 9 diciembre 2009, Sobresaliente cum laude por unanimidad.

;Zelmar Echegoyen
:[[media:Tesis-Zelmar-17-10-2009.pdf|Contributions to visual servoing to legged and linked multicomponent robots]]
:[[Media:Traspas_Tesis_Zelmar.pdf|Slides]]
: Directores: Manuel Graña Romay. Alicia d'Anjou d'Anjou (UPV/EHU)
:Facultad Informática UPV/EHU, 2 diciembre 2009, Sobresaliente cum laude por unanimidad

;María Teresa García Sebastián
:''[[Media:Tesis MT Garcia Sebastian.pdf|Contributions to Brain MRI Processing and Analysis]]''
:[[Media:Maite_tesis.pdf|Slides]]
: Director: Manuel Graña Romay (UPV/EHU)
: Facultad Informática UPV/EHU, 11 diciembre 2009, Sobresaliente cum laude por unanimidad.
: premio extraordinario de doctorado 2012

;Maria de las Nieves Velez de Mendizabal Castillo
:''Modelado Computacional en Dinámica de Sistemas aplicado a Inmunología''
: Directores: Francisco Javier Torrealdea Folgado, Pablo Villoslada Diaz
:Facultad Informática UPV/EHU, 2 octubre 2009, Sobresaliente cum laude por unanimidad

;Carlos A. Toro
:''[[Media:Thesis carlos toro final version printLayout 04102209.pdf | Semantic Enhancement of VirtualEngineering Applications]]''
: Directores: Manuel Graña Romay (UPV/EHU), Jorge Posada (Vicomtech)
: Facultad Informática UPV/EHU, 26 Mayo 2009, CALIFICACION: Sobresaliente cum Laude por unanimidad

;Pablo Gonzalez Nalda
:''[[Media:Pablo-Gonzalez-Nalda-Tesis.pdf |Navegación mediante evolución de redes neuronales recurrentes y dinámica]]''
: Directores: Blanca Cases Gutierrez, Alvaro Moreno Bergareche
: Facultad Informática UPV/EHU, 10 Octubre 2008 CALIFICACION: Sobresaliente cum Laude por unanimidad

; José Orlando Maldonado Bautista
: ''[[Media:Tesis-17-04-2008.pdf |Estudio de métodos de indexación y recuperación en bases de datos de imágenes]]''
: Director: Manuel Graña Romay
: Facultad Informática UPV/EHU, 19 Septiembre 2008 CALIFICACION: Apto cum Laude por unanimidad

;Imanol Echave Calvo
: ''[[Media:Imanol-echave-tesis-06-06.pdf |Algunas aportaciones a la segmentación de imagen digital basadas en el Mapa Autoorganizativo]]''
: Director: Manuel Graña Romay, F. Xabier Albizuri Irigoien
:Facultad Informática UPV/EHU, Octubre 2006 CALIFICACION: Apto cum Laude por unanimidad

;Elsa Fernández Gomez
: ''[[media:Elsa-fernandez-tesis-16-12-04.pdf| Algunas contribuciones sobre la corrección de inhomogeneidades de iluminación en imágenes digitales]]''
: Director: Manuel Graña Romay
:Facultad Informática UPV/EHU, Marzo 2005 CALIFICACION: Apto cum Laude por unanimidad

;Abdelmalik Mouhajid
: ''Aportaciones a la sincronización de sistemas caóticos''
:Directora: Alicia d'Anjou
:Facultad Informática UPV/EHU, 2005 CALIFICACION: Sobresaliente cum Laude por unanimidad

;Karmele Lopez de Ipina
: ''Reconocimiento Automático del habla continua en Euskera mediante métodos estocásticos''
: Director: Manuel Graña Romay
:Facultad Informática UPV/EHU, Junio 2003 CALIFICACION: Apto cum Laude por unanimidad

;Sergio Oscar Anchorena
: ''Teoría De Juegos Y Sistemas De Eco-Gramáticas En La Simulación De Sistemas Complejos Adaptativos''
: Director: Blanca Rosa Cases Gutiérrez
: Facultad Informática UPV/EHU, Abril 2002 CALIFICACION: Apto cum Laude por unanimidad

;Bogdan Raducanu
: ''[[Media:Raducanu-thesis-may26.pdf|Morphological Techniques for Face Localization]]''
: Director: Manuel Graña Romay
: Facultad Informática UPV/EHU, Junio 2001 CALIFICACION: Apto cum Laude por unanimidad
: Premio extraordinario de doctorado

;M. Carmen Hernandez Gomez
:''Máquinas de Boltzmann para la optimización combinatoria y la simulación del aprendizaje''
:Directores: F. J. Torrealdea Folgado, Manuel Graña
:Facultad Informática UPV/EHU, Marzo 1997 CALIFICACION: Apto cum Laude por unanimidad

;Francisco Xabier Albizuri Irigoyen
: ''Máquinas de Boltzmann de alto orden: Una red neuronal estocásticas con técnicas de Montecarlo. Caracterización y estructura.''
:Directora: Alicia d'Anjou
:Facultad Informática UPV/EHU, 1995 CALIFICACION: Sobresaliente cum Laude por unanimidad

Tesis doctorales dirigidas

2014-10-29T14:16:51Z

Ion.marques:

;Ion Marqués Bailón
: [[media:Ion_Marques_tesis_2014_10_28.pdf|Lattice Computing and Hyperspectral Image Processing for Human Detection and Identification]]
: Director: Manuel Graña Romay
: Facultad de Informatica UPV/EHU, depositada 10 de octubre 2014
: Tribunal JM 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)

; Rosalia Dacosta Aguayo
: [[media:ROSALIA PhD THESIS-2014-04-10.pdf | Functional, structural and metabolic remodeling related to cognitive recovery in ischemic stroke patients]]
: Department of Psychiatry and Clinical Psychobiology, Universidad de Barcelona
: Directores: Maria Mataró Serrat, Manuel Graña Romay
: depositada Universidad de Barcelona
: Dia de la defensa: 27 de junio, Hora: 12 mañana
: Tribunal, Pilar Salgado (Hospital Benito Menni), Meritxell Gomis (Hospital Germans Trias i Pujol, David Bartrés (Universidad de Barcelona/Hospital Clínic)
: Aula: aula 14 (aula de graus). MEDICINA. Hospital Clínic. Barcelona

;Eider Sanchez Herrero
:[[media:Eider Sanchez Tesis 20140220 Printed.pdf|Semantically Steered Clinical Decision Support Systems]]
:[[media:2014-06-04-E-Sanchez-ThesisPresentation.pdf|slides of the presentation]]
: Directores: Manuel Graña Romay, Carlos Toro Rodriguez
: Facultad de Informatica UPV/EHU, depositada 26 Febrero 2014, defensa: 20 junio
: Apto cum laude por unanimidad,
: 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)

;Alexandre Savio
:[[media:Alex-Savio-thesis final with covers.pdf|Experiments of Machine Learning for Neurodiagnosis]]
:[[media:Alex_thesis_slides.pdf|slides]]
: Director: Manuel Graña Romay
: Facultad de Informatica UPV/EHU, depositada 27 sept 2013, defendida 8 de noviembre de 2013
: Apto cum laude por unanimidad, Tesis Internacional
: Tribunal Alicia d'Anjou (UPV/EHU), JM Gorriz (U Granada), R Duro (UDC), K Camilleri (U Malta), FX Albizuri (UPV/EHU)

;Darya Chyzhyk
: [[media:Darya-Chyzhyk-thesis-draft-2013-06-03.pdf| Contributions of Lattice Computing to Medical Image Processing]]
: [[media:Chyzhyk-thesis-Slides.pdf| Slides of the Thesis]]
: Director: Manuel Graña Romay
: Facultad de Informática UPV/EHU 26 de Julio de 2013,
: Apto cum laude por unanimidad, Tesis internacional
: 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)
: This is the last thesis in the UPV/EHU with a tribunal entirely composed of international members. Despite holding the qualification of "Campus of International Excelence" 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.

; Iñigo Barandiaran Martirena
: [[media:IBarandiaran Thesis 11-07-2013.pdf|Contributions to Local Feature Extraction, Description and Matching in 2D Images]]
: Directores: Manuel Graña Romay, Marcos Nieto Doncel (VIcomtech)
: Facultad de Informática UPV/EHU 12 de Julio de 2013, Apto cum laude por unanimidad [[media:Ibarandiaran slides 2013 07 01.pdf|slides]]
: Tribunal: R. Duro (UPC), J de Lope (UPM), B Raducanu (UAB), I MAcia (Vicomtech) R Ferreiro (UPC)

;Josu Maiora Oria
:[[media:Tesis Josu Maiora final 2013 02 15.pdf|Computational Intelligence for Abdominal Aortic Aneurysm Imaging Analysis]]
: Director Manuel Graña Romay
:depósito 18 de febrero 2013
: 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]]
: Tribunal : D Maravall (UPM), E Corchado (USAL), J. Ruiz-Cabello (UCM, CNIC), JM Gorriz (UGranada), PP Wang (Duke Univesity)

; Israel Carlos Rebollo Ruiz
:[[media:Tesis-Israel-final.pdf|Gravitational Swarm for Graph Coloring]]
:[[media:Presentacion_tesis_israel.pdf| Slides (spanish)]]
: Director Manuel Graña Romay
:depósito 22 de junio 2012
: Facultad de Informatica UPV/EHU, 27 de julio de 2012, Apto cum laude por unanimidad,
: Tribunal : J. Pavon (UCM), R. Duro (UDC), D. Andina (UPM), J. de Lope (UPM), A. Gonzalez (UPV/EHU)

; Ivan Macia Oliver
:[[media:Thesis_Ivan_Macia_Final.pdf‎| Medical Image Analysis for the Detection, Extraction and Modelling of Vascular Structures]]
: Director Manuel Graña Romay
:depósito 6 de junio 2012
: Facultad de Informatica UPV/EHU, 13 de julio de 2012, Apto cum laude por unanimidad,
: Tribunal : R. Duro, K. Krissian, K. Camilleri, E. Corchado, C. Toro

;Miguel Angel Veganzones Bodon
:[[media:Veganzones_-_Thesis_-_2012.pdf‎|Contributions to hyperspectral image processing from lattice computing and computational intelligence]]
: Director Manuel Graña Romay
: depósito 15 mayo 2012
: Facultad de Informatica UPV/EHU, 15 de junio de 2012, Apto cum laude por unanimidad, Tesis internacional
: Tribunal : A. P. del Pobil, F. Ferri, J. Blat, E. Merenyi, F. Corona,

; Ramón Moreno Jimenez
: [[media:Tesis-Ramon-2012-05-03.pdf|Contributions to robust chromatic digital image processing]]
: Directores Manuel Graña Romay, Alicia d'Anjou d'Anjou
: depósito 10 de mayo 2012
: Facultad de Informatica UPV/EHU, 14 de junio de 2012, Apto cum laude por unanimidad, Tesis internacional
: Tribunal : F. J. Torrealdea Folgado, A. P. del Pobil, D. Simic, F. Corona, A.I. Gonzalez Acuña

; Borja Fernandez Gauna
: [[media:Tesis-Borja-imprenta-2012-03-15.pdf|Modular Multi-Agent reinforcement Learning of Linked Multi-Component Robotic Systems]]
: Director: Manuel Graña Romay (UPV/EHU)
: Facultad Informática UPV/EHU, 23 Abril 2012, Apto cum laude por unanimidad

; Jose Manuel Lopez Guede
: [[media:Tesis-JM-draft-2012-02-03.pdf|Reinforcement Learning for Linked Multicomponent Robotic Systems]]
: Director: Manuel Graña Romay (UPV/EHU)
: Facultad Informática UPV/EHU, 12 Abril 2012, Apto cum laude por unanimidad

; Ana Isabel Gonzalez Acuña
:''[[media:Tesis Ana-I-Gonzalez-Acuna-2011-12-21.pdf|Contributions to Unsupervised and Supervised Learning with Applications in Digital Image Processing]]''
:[[media:AI_Gonzalez_slides_Defensa.pdf | Slides]]
: Director: Manuel Graña Romay (UPV/EHU)
: Facultad Informática UPV/EHU, 17 de Abril de 2012, Apto cum laude por unanimidad

;Josune Gallego
:''[[media:Tesis-Josune-2011-02-10.pdf|Contributions to the analyisis and segmentation of remote sensing hyperspectral images]]''
: Director: Manuel Graña Romay (UPV/EHU)
: Facultad Informática UPV/EHU, 13 Junio 2011, Sobresaliente cum laude por unanimidad.
: ISBN13: 978-84-694-6822-7

;Andoni Beristain Iraola
:''[[media:Thesis_Andoni_Beristain_Iraola_2009b.pdf|Skeleton based visual pattern recognition: Applications to tabletop interaction]]''
:[[Media:A.Beristain_thesis_Defense_12.10.2009.pdf|Slides]]
: Director: Manuel Graña Romay (UPV/EHU)
: Facultad Informática UPV/EHU, 10 diciembre 2009, Sobresaliente cum laude por unanimidad.

;Ivan Villaverde
:''[[media:Tesis_Ivan_Villaverde.pdf|On Computational Intelligence tools for vision based navigation of mobile robots]]''
:[[Media:Slides-defensa-tesis-ivan-villaverde.pdf|Slides]]
: Director: Manuel Graña Romay (UPV/EHU)
: Facultad Informática UPV/EHU, 9 diciembre 2009, Sobresaliente cum laude por unanimidad.

;Zelmar Echegoyen
:[[media:Tesis-Zelmar-17-10-2009.pdf|Contributions to visual servoing to legged and linked multicomponent robots]]
:[[Media:Traspas_Tesis_Zelmar.pdf|Slides]]
: Directores: Manuel Graña Romay. Alicia d'Anjou d'Anjou (UPV/EHU)
:Facultad Informática UPV/EHU, 2 diciembre 2009, Sobresaliente cum laude por unanimidad

;María Teresa García Sebastián
:''[[Media:Tesis MT Garcia Sebastian.pdf|Contributions to Brain MRI Processing and Analysis]]''
:[[Media:Maite_tesis.pdf|Slides]]
: Director: Manuel Graña Romay (UPV/EHU)
: Facultad Informática UPV/EHU, 11 diciembre 2009, Sobresaliente cum laude por unanimidad.
: premio extraordinario de doctorado 2012

;Maria de las Nieves Velez de Mendizabal Castillo
:''Modelado Computacional en Dinámica de Sistemas aplicado a Inmunología''
: Directores: Francisco Javier Torrealdea Folgado, Pablo Villoslada Diaz
:Facultad Informática UPV/EHU, 2 octubre 2009, Sobresaliente cum laude por unanimidad

;Carlos A. Toro
:''[[Media:Thesis carlos toro final version printLayout 04102209.pdf | Semantic Enhancement of VirtualEngineering Applications]]''
: Directores: Manuel Graña Romay (UPV/EHU), Jorge Posada (Vicomtech)
: Facultad Informática UPV/EHU, 26 Mayo 2009, CALIFICACION: Sobresaliente cum Laude por unanimidad

;Pablo Gonzalez Nalda
:''[[Media:Pablo-Gonzalez-Nalda-Tesis.pdf |Navegación mediante evolución de redes neuronales recurrentes y dinámica]]''
: Directores: Blanca Cases Gutierrez, Alvaro Moreno Bergareche
: Facultad Informática UPV/EHU, 10 Octubre 2008 CALIFICACION: Sobresaliente cum Laude por unanimidad

; José Orlando Maldonado Bautista
: ''[[Media:Tesis-17-04-2008.pdf |Estudio de métodos de indexación y recuperación en bases de datos de imágenes]]''
: Director: Manuel Graña Romay
: Facultad Informática UPV/EHU, 19 Septiembre 2008 CALIFICACION: Apto cum Laude por unanimidad

;Imanol Echave Calvo
: ''[[Media:Imanol-echave-tesis-06-06.pdf |Algunas aportaciones a la segmentación de imagen digital basadas en el Mapa Autoorganizativo]]''
: Director: Manuel Graña Romay, F. Xabier Albizuri Irigoien
:Facultad Informática UPV/EHU, Octubre 2006 CALIFICACION: Apto cum Laude por unanimidad

;Elsa Fernández Gomez
: ''[[media:Elsa-fernandez-tesis-16-12-04.pdf| Algunas contribuciones sobre la corrección de inhomogeneidades de iluminación en imágenes digitales]]''
: Director: Manuel Graña Romay
:Facultad Informática UPV/EHU, Marzo 2005 CALIFICACION: Apto cum Laude por unanimidad

;Abdelmalik Mouhajid
: ''Aportaciones a la sincronización de sistemas caóticos''
:Directora: Alicia d'Anjou
:Facultad Informática UPV/EHU, 2005 CALIFICACION: Sobresaliente cum Laude por unanimidad

;Karmele Lopez de Ipina
: ''Reconocimiento Automático del habla continua en Euskera mediante métodos estocásticos''
: Director: Manuel Graña Romay
:Facultad Informática UPV/EHU, Junio 2003 CALIFICACION: Apto cum Laude por unanimidad

;Sergio Oscar Anchorena
: ''Teoría De Juegos Y Sistemas De Eco-Gramáticas En La Simulación De Sistemas Complejos Adaptativos''
: Director: Blanca Rosa Cases Gutiérrez
: Facultad Informática UPV/EHU, Abril 2002 CALIFICACION: Apto cum Laude por unanimidad

;Bogdan Raducanu
: ''[[Media:Raducanu-thesis-may26.pdf|Morphological Techniques for Face Localization]]''
: Director: Manuel Graña Romay
: Facultad Informática UPV/EHU, Junio 2001 CALIFICACION: Apto cum Laude por unanimidad
: Premio extraordinario de doctorado

;M. Carmen Hernandez Gomez
:''Máquinas de Boltzmann para la optimización combinatoria y la simulación del aprendizaje''
:Directores: F. J. Torrealdea Folgado, Manuel Graña
:Facultad Informática UPV/EHU, Marzo 1997 CALIFICACION: Apto cum Laude por unanimidad

;Francisco Xabier Albizuri Irigoyen
: ''Máquinas de Boltzmann de alto orden: Una red neuronal estocásticas con técnicas de Montecarlo. Caracterización y estructura.''
:Directora: Alicia d'Anjou
:Facultad Informática UPV/EHU, 1995 CALIFICACION: Sobresaliente cum Laude por unanimidad

Tesis doctorales dirigidas

2014-10-29T14:14:39Z

Ion.marques:

;Ion Marqués Bailón
: [[media:Ion_Marques_tesis_2014_10_28.pdf|Lattice Computing and Hyperspectral Image Processing for Human Detection and Identification]]
: Director: Manuel Graña Romay
: Facultad de Informatica UPV/EHU, depositada 10 de octubre 2014
: Tribunal Jose Miguel Alonso (UPV/EHU), George Caridakis (National Techn. Univ. of Athens), Richard Duro (Univ. de A Coruña), Emilio Corchado (Univ. de Salamanca), Jose Manuel Lopez Guede (UPV/EHU)

; Rosalia Dacosta Aguayo
: [[media:ROSALIA PhD THESIS-2014-04-10.pdf | Functional, structural and metabolic remodeling related to cognitive recovery in ischemic stroke patients]]
: Department of Psychiatry and Clinical Psychobiology, Universidad de Barcelona
: Directores: Maria Mataró Serrat, Manuel Graña Romay
: depositada Universidad de Barcelona
: Dia de la defensa: 27 de junio, Hora: 12 mañana
: Tribunal, Pilar Salgado (Hospital Benito Menni), Meritxell Gomis (Hospital Germans Trias i Pujol, David Bartrés (Universidad de Barcelona/Hospital Clínic)
: Aula: aula 14 (aula de graus). MEDICINA. Hospital Clínic. Barcelona

;Eider Sanchez Herrero
:[[media:Eider Sanchez Tesis 20140220 Printed.pdf|Semantically Steered Clinical Decision Support Systems]]
:[[media:2014-06-04-E-Sanchez-ThesisPresentation.pdf|slides of the presentation]]
: Directores: Manuel Graña Romay, Carlos Toro Rodriguez
: Facultad de Informatica UPV/EHU, depositada 26 Febrero 2014, defensa: 20 junio
: Apto cum laude por unanimidad,
: 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)

;Alexandre Savio
:[[media:Alex-Savio-thesis final with covers.pdf|Experiments of Machine Learning for Neurodiagnosis]]
:[[media:Alex_thesis_slides.pdf|slides]]
: Director: Manuel Graña Romay
: Facultad de Informatica UPV/EHU, depositada 27 sept 2013, defendida 8 de noviembre de 2013
: Apto cum laude por unanimidad, Tesis Internacional
: Tribunal Alicia d'Anjou (UPV/EHU), JM Gorriz (U Granada), R Duro (UDC), K Camilleri (U Malta), FX Albizuri (UPV/EHU)

;Darya Chyzhyk
: [[media:Darya-Chyzhyk-thesis-draft-2013-06-03.pdf| Contributions of Lattice Computing to Medical Image Processing]]
: [[media:Chyzhyk-thesis-Slides.pdf| Slides of the Thesis]]
: Director: Manuel Graña Romay
: Facultad de Informática UPV/EHU 26 de Julio de 2013,
: Apto cum laude por unanimidad, Tesis internacional
: 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)
: This is the last thesis in the UPV/EHU with a tribunal entirely composed of international members. Despite holding the qualification of "Campus of International Excelence" 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.

; Iñigo Barandiaran Martirena
: [[media:IBarandiaran Thesis 11-07-2013.pdf|Contributions to Local Feature Extraction, Description and Matching in 2D Images]]
: Directores: Manuel Graña Romay, Marcos Nieto Doncel (VIcomtech)
: Facultad de Informática UPV/EHU 12 de Julio de 2013, Apto cum laude por unanimidad [[media:Ibarandiaran slides 2013 07 01.pdf|slides]]
: Tribunal: R. Duro (UPC), J de Lope (UPM), B Raducanu (UAB), I MAcia (Vicomtech) R Ferreiro (UPC)

;Josu Maiora Oria
:[[media:Tesis Josu Maiora final 2013 02 15.pdf|Computational Intelligence for Abdominal Aortic Aneurysm Imaging Analysis]]
: Director Manuel Graña Romay
:depósito 18 de febrero 2013
: 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]]
: Tribunal : D Maravall (UPM), E Corchado (USAL), J. Ruiz-Cabello (UCM, CNIC), JM Gorriz (UGranada), PP Wang (Duke Univesity)

; Israel Carlos Rebollo Ruiz
:[[media:Tesis-Israel-final.pdf|Gravitational Swarm for Graph Coloring]]
:[[media:Presentacion_tesis_israel.pdf| Slides (spanish)]]
: Director Manuel Graña Romay
:depósito 22 de junio 2012
: Facultad de Informatica UPV/EHU, 27 de julio de 2012, Apto cum laude por unanimidad,
: Tribunal : J. Pavon (UCM), R. Duro (UDC), D. Andina (UPM), J. de Lope (UPM), A. Gonzalez (UPV/EHU)

; Ivan Macia Oliver
:[[media:Thesis_Ivan_Macia_Final.pdf‎| Medical Image Analysis for the Detection, Extraction and Modelling of Vascular Structures]]
: Director Manuel Graña Romay
:depósito 6 de junio 2012
: Facultad de Informatica UPV/EHU, 13 de julio de 2012, Apto cum laude por unanimidad,
: Tribunal : R. Duro, K. Krissian, K. Camilleri, E. Corchado, C. Toro

;Miguel Angel Veganzones Bodon
:[[media:Veganzones_-_Thesis_-_2012.pdf‎|Contributions to hyperspectral image processing from lattice computing and computational intelligence]]
: Director Manuel Graña Romay
: depósito 15 mayo 2012
: Facultad de Informatica UPV/EHU, 15 de junio de 2012, Apto cum laude por unanimidad, Tesis internacional
: Tribunal : A. P. del Pobil, F. Ferri, J. Blat, E. Merenyi, F. Corona,

; Ramón Moreno Jimenez
: [[media:Tesis-Ramon-2012-05-03.pdf|Contributions to robust chromatic digital image processing]]
: Directores Manuel Graña Romay, Alicia d'Anjou d'Anjou
: depósito 10 de mayo 2012
: Facultad de Informatica UPV/EHU, 14 de junio de 2012, Apto cum laude por unanimidad, Tesis internacional
: Tribunal : F. J. Torrealdea Folgado, A. P. del Pobil, D. Simic, F. Corona, A.I. Gonzalez Acuña

; Borja Fernandez Gauna
: [[media:Tesis-Borja-imprenta-2012-03-15.pdf|Modular Multi-Agent reinforcement Learning of Linked Multi-Component Robotic Systems]]
: Director: Manuel Graña Romay (UPV/EHU)
: Facultad Informática UPV/EHU, 23 Abril 2012, Apto cum laude por unanimidad

; Jose Manuel Lopez Guede
: [[media:Tesis-JM-draft-2012-02-03.pdf|Reinforcement Learning for Linked Multicomponent Robotic Systems]]
: Director: Manuel Graña Romay (UPV/EHU)
: Facultad Informática UPV/EHU, 12 Abril 2012, Apto cum laude por unanimidad

; Ana Isabel Gonzalez Acuña
:''[[media:Tesis Ana-I-Gonzalez-Acuna-2011-12-21.pdf|Contributions to Unsupervised and Supervised Learning with Applications in Digital Image Processing]]''
:[[media:AI_Gonzalez_slides_Defensa.pdf | Slides]]
: Director: Manuel Graña Romay (UPV/EHU)
: Facultad Informática UPV/EHU, 17 de Abril de 2012, Apto cum laude por unanimidad

;Josune Gallego
:''[[media:Tesis-Josune-2011-02-10.pdf|Contributions to the analyisis and segmentation of remote sensing hyperspectral images]]''
: Director: Manuel Graña Romay (UPV/EHU)
: Facultad Informática UPV/EHU, 13 Junio 2011, Sobresaliente cum laude por unanimidad.
: ISBN13: 978-84-694-6822-7

;Andoni Beristain Iraola
:''[[media:Thesis_Andoni_Beristain_Iraola_2009b.pdf|Skeleton based visual pattern recognition: Applications to tabletop interaction]]''
:[[Media:A.Beristain_thesis_Defense_12.10.2009.pdf|Slides]]
: Director: Manuel Graña Romay (UPV/EHU)
: Facultad Informática UPV/EHU, 10 diciembre 2009, Sobresaliente cum laude por unanimidad.

;Ivan Villaverde
:''[[media:Tesis_Ivan_Villaverde.pdf|On Computational Intelligence tools for vision based navigation of mobile robots]]''
:[[Media:Slides-defensa-tesis-ivan-villaverde.pdf|Slides]]
: Director: Manuel Graña Romay (UPV/EHU)
: Facultad Informática UPV/EHU, 9 diciembre 2009, Sobresaliente cum laude por unanimidad.

;Zelmar Echegoyen
:[[media:Tesis-Zelmar-17-10-2009.pdf|Contributions to visual servoing to legged and linked multicomponent robots]]
:[[Media:Traspas_Tesis_Zelmar.pdf|Slides]]
: Directores: Manuel Graña Romay. Alicia d'Anjou d'Anjou (UPV/EHU)
:Facultad Informática UPV/EHU, 2 diciembre 2009, Sobresaliente cum laude por unanimidad

;María Teresa García Sebastián
:''[[Media:Tesis MT Garcia Sebastian.pdf|Contributions to Brain MRI Processing and Analysis]]''
:[[Media:Maite_tesis.pdf|Slides]]
: Director: Manuel Graña Romay (UPV/EHU)
: Facultad Informática UPV/EHU, 11 diciembre 2009, Sobresaliente cum laude por unanimidad.
: premio extraordinario de doctorado 2012

;Maria de las Nieves Velez de Mendizabal Castillo
:''Modelado Computacional en Dinámica de Sistemas aplicado a Inmunología''
: Directores: Francisco Javier Torrealdea Folgado, Pablo Villoslada Diaz
:Facultad Informática UPV/EHU, 2 octubre 2009, Sobresaliente cum laude por unanimidad

;Carlos A. Toro
:''[[Media:Thesis carlos toro final version printLayout 04102209.pdf | Semantic Enhancement of VirtualEngineering Applications]]''
: Directores: Manuel Graña Romay (UPV/EHU), Jorge Posada (Vicomtech)
: Facultad Informática UPV/EHU, 26 Mayo 2009, CALIFICACION: Sobresaliente cum Laude por unanimidad

;Pablo Gonzalez Nalda
:''[[Media:Pablo-Gonzalez-Nalda-Tesis.pdf |Navegación mediante evolución de redes neuronales recurrentes y dinámica]]''
: Directores: Blanca Cases Gutierrez, Alvaro Moreno Bergareche
: Facultad Informática UPV/EHU, 10 Octubre 2008 CALIFICACION: Sobresaliente cum Laude por unanimidad

; José Orlando Maldonado Bautista
: ''[[Media:Tesis-17-04-2008.pdf |Estudio de métodos de indexación y recuperación en bases de datos de imágenes]]''
: Director: Manuel Graña Romay
: Facultad Informática UPV/EHU, 19 Septiembre 2008 CALIFICACION: Apto cum Laude por unanimidad

;Imanol Echave Calvo
: ''[[Media:Imanol-echave-tesis-06-06.pdf |Algunas aportaciones a la segmentación de imagen digital basadas en el Mapa Autoorganizativo]]''
: Director: Manuel Graña Romay, F. Xabier Albizuri Irigoien
:Facultad Informática UPV/EHU, Octubre 2006 CALIFICACION: Apto cum Laude por unanimidad

;Elsa Fernández Gomez
: ''[[media:Elsa-fernandez-tesis-16-12-04.pdf| Algunas contribuciones sobre la corrección de inhomogeneidades de iluminación en imágenes digitales]]''
: Director: Manuel Graña Romay
:Facultad Informática UPV/EHU, Marzo 2005 CALIFICACION: Apto cum Laude por unanimidad

;Abdelmalik Mouhajid
: ''Aportaciones a la sincronización de sistemas caóticos''
:Directora: Alicia d'Anjou
:Facultad Informática UPV/EHU, 2005 CALIFICACION: Sobresaliente cum Laude por unanimidad

;Karmele Lopez de Ipina
: ''Reconocimiento Automático del habla continua en Euskera mediante métodos estocásticos''
: Director: Manuel Graña Romay
:Facultad Informática UPV/EHU, Junio 2003 CALIFICACION: Apto cum Laude por unanimidad

;Sergio Oscar Anchorena
: ''Teoría De Juegos Y Sistemas De Eco-Gramáticas En La Simulación De Sistemas Complejos Adaptativos''
: Director: Blanca Rosa Cases Gutiérrez
: Facultad Informática UPV/EHU, Abril 2002 CALIFICACION: Apto cum Laude por unanimidad

;Bogdan Raducanu
: ''[[Media:Raducanu-thesis-may26.pdf|Morphological Techniques for Face Localization]]''
: Director: Manuel Graña Romay
: Facultad Informática UPV/EHU, Junio 2001 CALIFICACION: Apto cum Laude por unanimidad
: Premio extraordinario de doctorado

;M. Carmen Hernandez Gomez
:''Máquinas de Boltzmann para la optimización combinatoria y la simulación del aprendizaje''
:Directores: F. J. Torrealdea Folgado, Manuel Graña
:Facultad Informática UPV/EHU, Marzo 1997 CALIFICACION: Apto cum Laude por unanimidad

;Francisco Xabier Albizuri Irigoyen
: ''Máquinas de Boltzmann de alto orden: Una red neuronal estocásticas con técnicas de Montecarlo. Caracterización y estructura.''
:Directora: Alicia d'Anjou
:Facultad Informática UPV/EHU, 1995 CALIFICACION: Sobresaliente cum Laude por unanimidad

Tesis doctorales dirigidas

2014-10-29T14:09:20Z

Ion.marques:

;Ion Marqués Bailón
: [[media:Ion_Marques_tesis_2014_10_28.pdf|Lattice Computing and Hyperspectral Image Processing for Human Detection and Identification]]
: Director: Manuel Graña Romay
: Facultad de Informatica UPV/EHU, depositada 10 de octubre 2014

; Rosalia Dacosta Aguayo
: [[media:ROSALIA PhD THESIS-2014-04-10.pdf | Functional, structural and metabolic remodeling related to cognitive recovery in ischemic stroke patients]]
: Department of Psychiatry and Clinical Psychobiology, Universidad de Barcelona
: Directores: Maria Mataró Serrat, Manuel Graña Romay
: depositada Universidad de Barcelona
: Dia de la defensa: 27 de junio, Hora: 12 mañana
: Tribunal, Pilar Salgado (Hospital Benito Menni), Meritxell Gomis (Hospital Germans Trias i Pujol, David Bartrés (Universidad de Barcelona/Hospital Clínic)
: Aula: aula 14 (aula de graus). MEDICINA. Hospital Clínic. Barcelona

;Eider Sanchez Herrero
:[[media:Eider Sanchez Tesis 20140220 Printed.pdf|Semantically Steered Clinical Decision Support Systems]]
:[[media:2014-06-04-E-Sanchez-ThesisPresentation.pdf|slides of the presentation]]
: Directores: Manuel Graña Romay, Carlos Toro Rodriguez
: Facultad de Informatica UPV/EHU, depositada 26 Febrero 2014, defensa: 20 junio
: Apto cum laude por unanimidad,
: 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)

;Alexandre Savio
:[[media:Alex-Savio-thesis final with covers.pdf|Experiments of Machine Learning for Neurodiagnosis]]
:[[media:Alex_thesis_slides.pdf|slides]]
: Director: Manuel Graña Romay
: Facultad de Informatica UPV/EHU, depositada 27 sept 2013, defendida 8 de noviembre de 2013
: Apto cum laude por unanimidad, Tesis Internacional
: Tribunal Alicia d'Anjou (UPV/EHU), JM Gorriz (U Granada), R Duro (UDC), K Camilleri (U Malta), FX Albizuri (UPV/EHU)

;Darya Chyzhyk
: [[media:Darya-Chyzhyk-thesis-draft-2013-06-03.pdf| Contributions of Lattice Computing to Medical Image Processing]]
: [[media:Chyzhyk-thesis-Slides.pdf| Slides of the Thesis]]
: Director: Manuel Graña Romay
: Facultad de Informática UPV/EHU 26 de Julio de 2013,
: Apto cum laude por unanimidad, Tesis internacional
: 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)
: This is the last thesis in the UPV/EHU with a tribunal entirely composed of international members. Despite holding the qualification of "Campus of International Excelence" 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.

; Iñigo Barandiaran Martirena
: [[media:IBarandiaran Thesis 11-07-2013.pdf|Contributions to Local Feature Extraction, Description and Matching in 2D Images]]
: Directores: Manuel Graña Romay, Marcos Nieto Doncel (VIcomtech)
: Facultad de Informática UPV/EHU 12 de Julio de 2013, Apto cum laude por unanimidad [[media:Ibarandiaran slides 2013 07 01.pdf|slides]]
: Tribunal: R. Duro (UPC), J de Lope (UPM), B Raducanu (UAB), I MAcia (Vicomtech) R Ferreiro (UPC)

;Josu Maiora Oria
:[[media:Tesis Josu Maiora final 2013 02 15.pdf|Computational Intelligence for Abdominal Aortic Aneurysm Imaging Analysis]]
: Director Manuel Graña Romay
:depósito 18 de febrero 2013
: 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]]
: Tribunal : D Maravall (UPM), E Corchado (USAL), J. Ruiz-Cabello (UCM, CNIC), JM Gorriz (UGranada), PP Wang (Duke Univesity)

; Israel Carlos Rebollo Ruiz
:[[media:Tesis-Israel-final.pdf|Gravitational Swarm for Graph Coloring]]
:[[media:Presentacion_tesis_israel.pdf| Slides (spanish)]]
: Director Manuel Graña Romay
:depósito 22 de junio 2012
: Facultad de Informatica UPV/EHU, 27 de julio de 2012, Apto cum laude por unanimidad,
: Tribunal : J. Pavon (UCM), R. Duro (UDC), D. Andina (UPM), J. de Lope (UPM), A. Gonzalez (UPV/EHU)

; Ivan Macia Oliver
:[[media:Thesis_Ivan_Macia_Final.pdf‎| Medical Image Analysis for the Detection, Extraction and Modelling of Vascular Structures]]
: Director Manuel Graña Romay
:depósito 6 de junio 2012
: Facultad de Informatica UPV/EHU, 13 de julio de 2012, Apto cum laude por unanimidad,
: Tribunal : R. Duro, K. Krissian, K. Camilleri, E. Corchado, C. Toro

;Miguel Angel Veganzones Bodon
:[[media:Veganzones_-_Thesis_-_2012.pdf‎|Contributions to hyperspectral image processing from lattice computing and computational intelligence]]
: Director Manuel Graña Romay
: depósito 15 mayo 2012
: Facultad de Informatica UPV/EHU, 15 de junio de 2012, Apto cum laude por unanimidad, Tesis internacional
: Tribunal : A. P. del Pobil, F. Ferri, J. Blat, E. Merenyi, F. Corona,

; Ramón Moreno Jimenez
: [[media:Tesis-Ramon-2012-05-03.pdf|Contributions to robust chromatic digital image processing]]
: Directores Manuel Graña Romay, Alicia d'Anjou d'Anjou
: depósito 10 de mayo 2012
: Facultad de Informatica UPV/EHU, 14 de junio de 2012, Apto cum laude por unanimidad, Tesis internacional
: Tribunal : F. J. Torrealdea Folgado, A. P. del Pobil, D. Simic, F. Corona, A.I. Gonzalez Acuña

; Borja Fernandez Gauna
: [[media:Tesis-Borja-imprenta-2012-03-15.pdf|Modular Multi-Agent reinforcement Learning of Linked Multi-Component Robotic Systems]]
: Director: Manuel Graña Romay (UPV/EHU)
: Facultad Informática UPV/EHU, 23 Abril 2012, Apto cum laude por unanimidad

; Jose Manuel Lopez Guede
: [[media:Tesis-JM-draft-2012-02-03.pdf|Reinforcement Learning for Linked Multicomponent Robotic Systems]]
: Director: Manuel Graña Romay (UPV/EHU)
: Facultad Informática UPV/EHU, 12 Abril 2012, Apto cum laude por unanimidad

; Ana Isabel Gonzalez Acuña
:''[[media:Tesis Ana-I-Gonzalez-Acuna-2011-12-21.pdf|Contributions to Unsupervised and Supervised Learning with Applications in Digital Image Processing]]''
:[[media:AI_Gonzalez_slides_Defensa.pdf | Slides]]
: Director: Manuel Graña Romay (UPV/EHU)
: Facultad Informática UPV/EHU, 17 de Abril de 2012, Apto cum laude por unanimidad

;Josune Gallego
:''[[media:Tesis-Josune-2011-02-10.pdf|Contributions to the analyisis and segmentation of remote sensing hyperspectral images]]''
: Director: Manuel Graña Romay (UPV/EHU)
: Facultad Informática UPV/EHU, 13 Junio 2011, Sobresaliente cum laude por unanimidad.
: ISBN13: 978-84-694-6822-7

;Andoni Beristain Iraola
:''[[media:Thesis_Andoni_Beristain_Iraola_2009b.pdf|Skeleton based visual pattern recognition: Applications to tabletop interaction]]''
:[[Media:A.Beristain_thesis_Defense_12.10.2009.pdf|Slides]]
: Director: Manuel Graña Romay (UPV/EHU)
: Facultad Informática UPV/EHU, 10 diciembre 2009, Sobresaliente cum laude por unanimidad.

;Ivan Villaverde
:''[[media:Tesis_Ivan_Villaverde.pdf|On Computational Intelligence tools for vision based navigation of mobile robots]]''
:[[Media:Slides-defensa-tesis-ivan-villaverde.pdf|Slides]]
: Director: Manuel Graña Romay (UPV/EHU)
: Facultad Informática UPV/EHU, 9 diciembre 2009, Sobresaliente cum laude por unanimidad.

;Zelmar Echegoyen
:[[media:Tesis-Zelmar-17-10-2009.pdf|Contributions to visual servoing to legged and linked multicomponent robots]]
:[[Media:Traspas_Tesis_Zelmar.pdf|Slides]]
: Directores: Manuel Graña Romay. Alicia d'Anjou d'Anjou (UPV/EHU)
:Facultad Informática UPV/EHU, 2 diciembre 2009, Sobresaliente cum laude por unanimidad

;María Teresa García Sebastián
:''[[Media:Tesis MT Garcia Sebastian.pdf|Contributions to Brain MRI Processing and Analysis]]''
:[[Media:Maite_tesis.pdf|Slides]]
: Director: Manuel Graña Romay (UPV/EHU)
: Facultad Informática UPV/EHU, 11 diciembre 2009, Sobresaliente cum laude por unanimidad.
: premio extraordinario de doctorado 2012

;Maria de las Nieves Velez de Mendizabal Castillo
:''Modelado Computacional en Dinámica de Sistemas aplicado a Inmunología''
: Directores: Francisco Javier Torrealdea Folgado, Pablo Villoslada Diaz
:Facultad Informática UPV/EHU, 2 octubre 2009, Sobresaliente cum laude por unanimidad

;Carlos A. Toro
:''[[Media:Thesis carlos toro final version printLayout 04102209.pdf | Semantic Enhancement of VirtualEngineering Applications]]''
: Directores: Manuel Graña Romay (UPV/EHU), Jorge Posada (Vicomtech)
: Facultad Informática UPV/EHU, 26 Mayo 2009, CALIFICACION: Sobresaliente cum Laude por unanimidad

;Pablo Gonzalez Nalda
:''[[Media:Pablo-Gonzalez-Nalda-Tesis.pdf |Navegación mediante evolución de redes neuronales recurrentes y dinámica]]''
: Directores: Blanca Cases Gutierrez, Alvaro Moreno Bergareche
: Facultad Informática UPV/EHU, 10 Octubre 2008 CALIFICACION: Sobresaliente cum Laude por unanimidad

; José Orlando Maldonado Bautista
: ''[[Media:Tesis-17-04-2008.pdf |Estudio de métodos de indexación y recuperación en bases de datos de imágenes]]''
: Director: Manuel Graña Romay
: Facultad Informática UPV/EHU, 19 Septiembre 2008 CALIFICACION: Apto cum Laude por unanimidad

;Imanol Echave Calvo
: ''[[Media:Imanol-echave-tesis-06-06.pdf |Algunas aportaciones a la segmentación de imagen digital basadas en el Mapa Autoorganizativo]]''
: Director: Manuel Graña Romay, F. Xabier Albizuri Irigoien
:Facultad Informática UPV/EHU, Octubre 2006 CALIFICACION: Apto cum Laude por unanimidad

;Elsa Fernández Gomez
: ''[[media:Elsa-fernandez-tesis-16-12-04.pdf| Algunas contribuciones sobre la corrección de inhomogeneidades de iluminación en imágenes digitales]]''
: Director: Manuel Graña Romay
:Facultad Informática UPV/EHU, Marzo 2005 CALIFICACION: Apto cum Laude por unanimidad

;Abdelmalik Mouhajid
: ''Aportaciones a la sincronización de sistemas caóticos''
:Directora: Alicia d'Anjou
:Facultad Informática UPV/EHU, 2005 CALIFICACION: Sobresaliente cum Laude por unanimidad

;Karmele Lopez de Ipina
: ''Reconocimiento Automático del habla continua en Euskera mediante métodos estocásticos''
: Director: Manuel Graña Romay
:Facultad Informática UPV/EHU, Junio 2003 CALIFICACION: Apto cum Laude por unanimidad

;Sergio Oscar Anchorena
: ''Teoría De Juegos Y Sistemas De Eco-Gramáticas En La Simulación De Sistemas Complejos Adaptativos''
: Director: Blanca Rosa Cases Gutiérrez
: Facultad Informática UPV/EHU, Abril 2002 CALIFICACION: Apto cum Laude por unanimidad

;Bogdan Raducanu
: ''[[Media:Raducanu-thesis-may26.pdf|Morphological Techniques for Face Localization]]''
: Director: Manuel Graña Romay
: Facultad Informática UPV/EHU, Junio 2001 CALIFICACION: Apto cum Laude por unanimidad
: Premio extraordinario de doctorado

;M. Carmen Hernandez Gomez
:''Máquinas de Boltzmann para la optimización combinatoria y la simulación del aprendizaje''
:Directores: F. J. Torrealdea Folgado, Manuel Graña
:Facultad Informática UPV/EHU, Marzo 1997 CALIFICACION: Apto cum Laude por unanimidad

;Francisco Xabier Albizuri Irigoyen
: ''Máquinas de Boltzmann de alto orden: Una red neuronal estocásticas con técnicas de Montecarlo. Caracterización y estructura.''
:Directora: Alicia d'Anjou
:Facultad Informática UPV/EHU, 1995 CALIFICACION: Sobresaliente cum Laude por unanimidad

Tesis doctorales dirigidas

2014-10-29T14:09:02Z

Ion.marques:

;Ion Marqués Bailón
: [[media:Ion_Marques_tesis_2014_10_28.pdf|Lattice Computing and Hyperspectral Image Processing for Human Detection and Identification]]
: Director: Manuel Graña Romay
: Facultad de Informatica UPV/EHU, depositada 10 de octubre 2014
: Fcultad de Informatica, UPV/EHU

; Rosalia Dacosta Aguayo
: [[media:ROSALIA PhD THESIS-2014-04-10.pdf | Functional, structural and metabolic remodeling related to cognitive recovery in ischemic stroke patients]]
: Department of Psychiatry and Clinical Psychobiology, Universidad de Barcelona
: Directores: Maria Mataró Serrat, Manuel Graña Romay
: depositada Universidad de Barcelona
: Dia de la defensa: 27 de junio, Hora: 12 mañana
: Tribunal, Pilar Salgado (Hospital Benito Menni), Meritxell Gomis (Hospital Germans Trias i Pujol, David Bartrés (Universidad de Barcelona/Hospital Clínic)
: Aula: aula 14 (aula de graus). MEDICINA. Hospital Clínic. Barcelona

;Eider Sanchez Herrero
:[[media:Eider Sanchez Tesis 20140220 Printed.pdf|Semantically Steered Clinical Decision Support Systems]]
:[[media:2014-06-04-E-Sanchez-ThesisPresentation.pdf|slides of the presentation]]
: Directores: Manuel Graña Romay, Carlos Toro Rodriguez
: Facultad de Informatica UPV/EHU, depositada 26 Febrero 2014, defensa: 20 junio
: Apto cum laude por unanimidad,
: 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)

;Alexandre Savio
:[[media:Alex-Savio-thesis final with covers.pdf|Experiments of Machine Learning for Neurodiagnosis]]
:[[media:Alex_thesis_slides.pdf|slides]]
: Director: Manuel Graña Romay
: Facultad de Informatica UPV/EHU, depositada 27 sept 2013, defendida 8 de noviembre de 2013
: Apto cum laude por unanimidad, Tesis Internacional
: Tribunal Alicia d'Anjou (UPV/EHU), JM Gorriz (U Granada), R Duro (UDC), K Camilleri (U Malta), FX Albizuri (UPV/EHU)

;Darya Chyzhyk
: [[media:Darya-Chyzhyk-thesis-draft-2013-06-03.pdf| Contributions of Lattice Computing to Medical Image Processing]]
: [[media:Chyzhyk-thesis-Slides.pdf| Slides of the Thesis]]
: Director: Manuel Graña Romay
: Facultad de Informática UPV/EHU 26 de Julio de 2013,
: Apto cum laude por unanimidad, Tesis internacional
: 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)
: This is the last thesis in the UPV/EHU with a tribunal entirely composed of international members. Despite holding the qualification of "Campus of International Excelence" 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.

; Iñigo Barandiaran Martirena
: [[media:IBarandiaran Thesis 11-07-2013.pdf|Contributions to Local Feature Extraction, Description and Matching in 2D Images]]
: Directores: Manuel Graña Romay, Marcos Nieto Doncel (VIcomtech)
: Facultad de Informática UPV/EHU 12 de Julio de 2013, Apto cum laude por unanimidad [[media:Ibarandiaran slides 2013 07 01.pdf|slides]]
: Tribunal: R. Duro (UPC), J de Lope (UPM), B Raducanu (UAB), I MAcia (Vicomtech) R Ferreiro (UPC)

;Josu Maiora Oria
:[[media:Tesis Josu Maiora final 2013 02 15.pdf|Computational Intelligence for Abdominal Aortic Aneurysm Imaging Analysis]]
: Director Manuel Graña Romay
:depósito 18 de febrero 2013
: 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]]
: Tribunal : D Maravall (UPM), E Corchado (USAL), J. Ruiz-Cabello (UCM, CNIC), JM Gorriz (UGranada), PP Wang (Duke Univesity)

; Israel Carlos Rebollo Ruiz
:[[media:Tesis-Israel-final.pdf|Gravitational Swarm for Graph Coloring]]
:[[media:Presentacion_tesis_israel.pdf| Slides (spanish)]]
: Director Manuel Graña Romay
:depósito 22 de junio 2012
: Facultad de Informatica UPV/EHU, 27 de julio de 2012, Apto cum laude por unanimidad,
: Tribunal : J. Pavon (UCM), R. Duro (UDC), D. Andina (UPM), J. de Lope (UPM), A. Gonzalez (UPV/EHU)

; Ivan Macia Oliver
:[[media:Thesis_Ivan_Macia_Final.pdf‎| Medical Image Analysis for the Detection, Extraction and Modelling of Vascular Structures]]
: Director Manuel Graña Romay
:depósito 6 de junio 2012
: Facultad de Informatica UPV/EHU, 13 de julio de 2012, Apto cum laude por unanimidad,
: Tribunal : R. Duro, K. Krissian, K. Camilleri, E. Corchado, C. Toro

;Miguel Angel Veganzones Bodon
:[[media:Veganzones_-_Thesis_-_2012.pdf‎|Contributions to hyperspectral image processing from lattice computing and computational intelligence]]
: Director Manuel Graña Romay
: depósito 15 mayo 2012
: Facultad de Informatica UPV/EHU, 15 de junio de 2012, Apto cum laude por unanimidad, Tesis internacional
: Tribunal : A. P. del Pobil, F. Ferri, J. Blat, E. Merenyi, F. Corona,

; Ramón Moreno Jimenez
: [[media:Tesis-Ramon-2012-05-03.pdf|Contributions to robust chromatic digital image processing]]
: Directores Manuel Graña Romay, Alicia d'Anjou d'Anjou
: depósito 10 de mayo 2012
: Facultad de Informatica UPV/EHU, 14 de junio de 2012, Apto cum laude por unanimidad, Tesis internacional
: Tribunal : F. J. Torrealdea Folgado, A. P. del Pobil, D. Simic, F. Corona, A.I. Gonzalez Acuña

; Borja Fernandez Gauna
: [[media:Tesis-Borja-imprenta-2012-03-15.pdf|Modular Multi-Agent reinforcement Learning of Linked Multi-Component Robotic Systems]]
: Director: Manuel Graña Romay (UPV/EHU)
: Facultad Informática UPV/EHU, 23 Abril 2012, Apto cum laude por unanimidad

; Jose Manuel Lopez Guede
: [[media:Tesis-JM-draft-2012-02-03.pdf|Reinforcement Learning for Linked Multicomponent Robotic Systems]]
: Director: Manuel Graña Romay (UPV/EHU)
: Facultad Informática UPV/EHU, 12 Abril 2012, Apto cum laude por unanimidad

; Ana Isabel Gonzalez Acuña
:''[[media:Tesis Ana-I-Gonzalez-Acuna-2011-12-21.pdf|Contributions to Unsupervised and Supervised Learning with Applications in Digital Image Processing]]''
:[[media:AI_Gonzalez_slides_Defensa.pdf | Slides]]
: Director: Manuel Graña Romay (UPV/EHU)
: Facultad Informática UPV/EHU, 17 de Abril de 2012, Apto cum laude por unanimidad

;Josune Gallego
:''[[media:Tesis-Josune-2011-02-10.pdf|Contributions to the analyisis and segmentation of remote sensing hyperspectral images]]''
: Director: Manuel Graña Romay (UPV/EHU)
: Facultad Informática UPV/EHU, 13 Junio 2011, Sobresaliente cum laude por unanimidad.
: ISBN13: 978-84-694-6822-7

;Andoni Beristain Iraola
:''[[media:Thesis_Andoni_Beristain_Iraola_2009b.pdf|Skeleton based visual pattern recognition: Applications to tabletop interaction]]''
:[[Media:A.Beristain_thesis_Defense_12.10.2009.pdf|Slides]]
: Director: Manuel Graña Romay (UPV/EHU)
: Facultad Informática UPV/EHU, 10 diciembre 2009, Sobresaliente cum laude por unanimidad.

;Ivan Villaverde
:''[[media:Tesis_Ivan_Villaverde.pdf|On Computational Intelligence tools for vision based navigation of mobile robots]]''
:[[Media:Slides-defensa-tesis-ivan-villaverde.pdf|Slides]]
: Director: Manuel Graña Romay (UPV/EHU)
: Facultad Informática UPV/EHU, 9 diciembre 2009, Sobresaliente cum laude por unanimidad.

;Zelmar Echegoyen
:[[media:Tesis-Zelmar-17-10-2009.pdf|Contributions to visual servoing to legged and linked multicomponent robots]]
:[[Media:Traspas_Tesis_Zelmar.pdf|Slides]]
: Directores: Manuel Graña Romay. Alicia d'Anjou d'Anjou (UPV/EHU)
:Facultad Informática UPV/EHU, 2 diciembre 2009, Sobresaliente cum laude por unanimidad

;María Teresa García Sebastián
:''[[Media:Tesis MT Garcia Sebastian.pdf|Contributions to Brain MRI Processing and Analysis]]''
:[[Media:Maite_tesis.pdf|Slides]]
: Director: Manuel Graña Romay (UPV/EHU)
: Facultad Informática UPV/EHU, 11 diciembre 2009, Sobresaliente cum laude por unanimidad.
: premio extraordinario de doctorado 2012

;Maria de las Nieves Velez de Mendizabal Castillo
:''Modelado Computacional en Dinámica de Sistemas aplicado a Inmunología''
: Directores: Francisco Javier Torrealdea Folgado, Pablo Villoslada Diaz
:Facultad Informática UPV/EHU, 2 octubre 2009, Sobresaliente cum laude por unanimidad

;Carlos A. Toro
:''[[Media:Thesis carlos toro final version printLayout 04102209.pdf | Semantic Enhancement of VirtualEngineering Applications]]''
: Directores: Manuel Graña Romay (UPV/EHU), Jorge Posada (Vicomtech)
: Facultad Informática UPV/EHU, 26 Mayo 2009, CALIFICACION: Sobresaliente cum Laude por unanimidad

;Pablo Gonzalez Nalda
:''[[Media:Pablo-Gonzalez-Nalda-Tesis.pdf |Navegación mediante evolución de redes neuronales recurrentes y dinámica]]''
: Directores: Blanca Cases Gutierrez, Alvaro Moreno Bergareche
: Facultad Informática UPV/EHU, 10 Octubre 2008 CALIFICACION: Sobresaliente cum Laude por unanimidad

; José Orlando Maldonado Bautista
: ''[[Media:Tesis-17-04-2008.pdf |Estudio de métodos de indexación y recuperación en bases de datos de imágenes]]''
: Director: Manuel Graña Romay
: Facultad Informática UPV/EHU, 19 Septiembre 2008 CALIFICACION: Apto cum Laude por unanimidad

;Imanol Echave Calvo
: ''[[Media:Imanol-echave-tesis-06-06.pdf |Algunas aportaciones a la segmentación de imagen digital basadas en el Mapa Autoorganizativo]]''
: Director: Manuel Graña Romay, F. Xabier Albizuri Irigoien
:Facultad Informática UPV/EHU, Octubre 2006 CALIFICACION: Apto cum Laude por unanimidad

;Elsa Fernández Gomez
: ''[[media:Elsa-fernandez-tesis-16-12-04.pdf| Algunas contribuciones sobre la corrección de inhomogeneidades de iluminación en imágenes digitales]]''
: Director: Manuel Graña Romay
:Facultad Informática UPV/EHU, Marzo 2005 CALIFICACION: Apto cum Laude por unanimidad

;Abdelmalik Mouhajid
: ''Aportaciones a la sincronización de sistemas caóticos''
:Directora: Alicia d'Anjou
:Facultad Informática UPV/EHU, 2005 CALIFICACION: Sobresaliente cum Laude por unanimidad

;Karmele Lopez de Ipina
: ''Reconocimiento Automático del habla continua en Euskera mediante métodos estocásticos''
: Director: Manuel Graña Romay
:Facultad Informática UPV/EHU, Junio 2003 CALIFICACION: Apto cum Laude por unanimidad

;Sergio Oscar Anchorena
: ''Teoría De Juegos Y Sistemas De Eco-Gramáticas En La Simulación De Sistemas Complejos Adaptativos''
: Director: Blanca Rosa Cases Gutiérrez
: Facultad Informática UPV/EHU, Abril 2002 CALIFICACION: Apto cum Laude por unanimidad

;Bogdan Raducanu
: ''[[Media:Raducanu-thesis-may26.pdf|Morphological Techniques for Face Localization]]''
: Director: Manuel Graña Romay
: Facultad Informática UPV/EHU, Junio 2001 CALIFICACION: Apto cum Laude por unanimidad
: Premio extraordinario de doctorado

;M. Carmen Hernandez Gomez
:''Máquinas de Boltzmann para la optimización combinatoria y la simulación del aprendizaje''
:Directores: F. J. Torrealdea Folgado, Manuel Graña
:Facultad Informática UPV/EHU, Marzo 1997 CALIFICACION: Apto cum Laude por unanimidad

;Francisco Xabier Albizuri Irigoyen
: ''Máquinas de Boltzmann de alto orden: Una red neuronal estocásticas con técnicas de Montecarlo. Caracterización y estructura.''
:Directora: Alicia d'Anjou
:Facultad Informática UPV/EHU, 1995 CALIFICACION: Sobresaliente cum Laude por unanimidad

Archivo:Ion Marques tesis 2014 10 28.pdf

2014-10-29T14:07:40Z

Ion.marques:

Tesis doctorales dirigidas

2014-10-29T14:07:11Z

Ion.marques:

;Ion Marqués Bailón
: [[media:Ion_Marques_tesis_2014_10_28.pdf|Lattice Computing and Hyperspectral Image Processing for Human Detection and Identification]]
: depositada 10 de octubre 2014
: Fcultad de Informatica, UPV/EHU

; Rosalia Dacosta Aguayo
: [[media:ROSALIA PhD THESIS-2014-04-10.pdf | Functional, structural and metabolic remodeling related to cognitive recovery in ischemic stroke patients]]
: Department of Psychiatry and Clinical Psychobiology, Universidad de Barcelona
: Directores: Maria Mataró Serrat, Manuel Graña Romay
: depositada Universidad de Barcelona
: Dia de la defensa: 27 de junio, Hora: 12 mañana
: Tribunal, Pilar Salgado (Hospital Benito Menni), Meritxell Gomis (Hospital Germans Trias i Pujol, David Bartrés (Universidad de Barcelona/Hospital Clínic)
: Aula: aula 14 (aula de graus). MEDICINA. Hospital Clínic. Barcelona

;Eider Sanchez Herrero
:[[media:Eider Sanchez Tesis 20140220 Printed.pdf|Semantically Steered Clinical Decision Support Systems]]
:[[media:2014-06-04-E-Sanchez-ThesisPresentation.pdf|slides of the presentation]]
: Directores: Manuel Graña Romay, Carlos Toro Rodriguez
: Facultad de Informatica UPV/EHU, depositada 26 Febrero 2014, defensa: 20 junio
: Apto cum laude por unanimidad,
: 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)

;Alexandre Savio
:[[media:Alex-Savio-thesis final with covers.pdf|Experiments of Machine Learning for Neurodiagnosis]]
:[[media:Alex_thesis_slides.pdf|slides]]
: Director: Manuel Graña Romay
:Facultad de Informatica UPV/EHU, depositada 27 sept 2013, defendida 8 de noviembre de 2013
:Apto cum laude por unanimidad, Tesis Internacional
: Tribunal Alicia d'Anjou (UPV/EHU), JM Gorriz (U Granada), R Duro (UDC), K Camilleri (U Malta), FX Albizuri (UPV/EHU)

;Darya Chyzhyk
: [[media:Darya-Chyzhyk-thesis-draft-2013-06-03.pdf| Contributions of Lattice Computing to Medical Image Processing]]
: [[media:Chyzhyk-thesis-Slides.pdf| Slides of the Thesis]]
: Director: Manuel Graña Romay
: Facultad de Informática UPV/EHU 26 de Julio de 2013,
: Apto cum laude por unanimidad, Tesis internacional
: 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)
: This is the last thesis in the UPV/EHU with a tribunal entirely composed of international members. Despite holding the qualification of "Campus of International Excelence" 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.

; Iñigo Barandiaran Martirena
: [[media:IBarandiaran Thesis 11-07-2013.pdf|Contributions to Local Feature Extraction, Description and Matching in 2D Images]]
: Directores: Manuel Graña Romay, Marcos Nieto Doncel (VIcomtech)
: Facultad de Informática UPV/EHU 12 de Julio de 2013, Apto cum laude por unanimidad [[media:Ibarandiaran slides 2013 07 01.pdf|slides]]
: Tribunal: R. Duro (UPC), J de Lope (UPM), B Raducanu (UAB), I MAcia (Vicomtech) R Ferreiro (UPC)

;Josu Maiora Oria
:[[media:Tesis Josu Maiora final 2013 02 15.pdf|Computational Intelligence for Abdominal Aortic Aneurysm Imaging Analysis]]
: Director Manuel Graña Romay
:depósito 18 de febrero 2013
: 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]]
: Tribunal : D Maravall (UPM), E Corchado (USAL), J. Ruiz-Cabello (UCM, CNIC), JM Gorriz (UGranada), PP Wang (Duke Univesity)

; Israel Carlos Rebollo Ruiz
:[[media:Tesis-Israel-final.pdf|Gravitational Swarm for Graph Coloring]]
:[[media:Presentacion_tesis_israel.pdf| Slides (spanish)]]
: Director Manuel Graña Romay
:depósito 22 de junio 2012
: Facultad de Informatica UPV/EHU, 27 de julio de 2012, Apto cum laude por unanimidad,
: Tribunal : J. Pavon (UCM), R. Duro (UDC), D. Andina (UPM), J. de Lope (UPM), A. Gonzalez (UPV/EHU)

; Ivan Macia Oliver
:[[media:Thesis_Ivan_Macia_Final.pdf‎| Medical Image Analysis for the Detection, Extraction and Modelling of Vascular Structures]]
: Director Manuel Graña Romay
:depósito 6 de junio 2012
: Facultad de Informatica UPV/EHU, 13 de julio de 2012, Apto cum laude por unanimidad,
: Tribunal : R. Duro, K. Krissian, K. Camilleri, E. Corchado, C. Toro

;Miguel Angel Veganzones Bodon
:[[media:Veganzones_-_Thesis_-_2012.pdf‎|Contributions to hyperspectral image processing from lattice computing and computational intelligence]]
: Director Manuel Graña Romay
: depósito 15 mayo 2012
: Facultad de Informatica UPV/EHU, 15 de junio de 2012, Apto cum laude por unanimidad, Tesis internacional
: Tribunal : A. P. del Pobil, F. Ferri, J. Blat, E. Merenyi, F. Corona,

; Ramón Moreno Jimenez
: [[media:Tesis-Ramon-2012-05-03.pdf|Contributions to robust chromatic digital image processing]]
: Directores Manuel Graña Romay, Alicia d'Anjou d'Anjou
: depósito 10 de mayo 2012
: Facultad de Informatica UPV/EHU, 14 de junio de 2012, Apto cum laude por unanimidad, Tesis internacional
: Tribunal : F. J. Torrealdea Folgado, A. P. del Pobil, D. Simic, F. Corona, A.I. Gonzalez Acuña

; Borja Fernandez Gauna
: [[media:Tesis-Borja-imprenta-2012-03-15.pdf|Modular Multi-Agent reinforcement Learning of Linked Multi-Component Robotic Systems]]
: Director: Manuel Graña Romay (UPV/EHU)
: Facultad Informática UPV/EHU, 23 Abril 2012, Apto cum laude por unanimidad

; Jose Manuel Lopez Guede
: [[media:Tesis-JM-draft-2012-02-03.pdf|Reinforcement Learning for Linked Multicomponent Robotic Systems]]
: Director: Manuel Graña Romay (UPV/EHU)
: Facultad Informática UPV/EHU, 12 Abril 2012, Apto cum laude por unanimidad

; Ana Isabel Gonzalez Acuña
:''[[media:Tesis Ana-I-Gonzalez-Acuna-2011-12-21.pdf|Contributions to Unsupervised and Supervised Learning with Applications in Digital Image Processing]]''
:[[media:AI_Gonzalez_slides_Defensa.pdf | Slides]]
: Director: Manuel Graña Romay (UPV/EHU)
: Facultad Informática UPV/EHU, 17 de Abril de 2012, Apto cum laude por unanimidad

;Josune Gallego
:''[[media:Tesis-Josune-2011-02-10.pdf|Contributions to the analyisis and segmentation of remote sensing hyperspectral images]]''
: Director: Manuel Graña Romay (UPV/EHU)
: Facultad Informática UPV/EHU, 13 Junio 2011, Sobresaliente cum laude por unanimidad.
: ISBN13: 978-84-694-6822-7

;Andoni Beristain Iraola
:''[[media:Thesis_Andoni_Beristain_Iraola_2009b.pdf|Skeleton based visual pattern recognition: Applications to tabletop interaction]]''
:[[Media:A.Beristain_thesis_Defense_12.10.2009.pdf|Slides]]
: Director: Manuel Graña Romay (UPV/EHU)
: Facultad Informática UPV/EHU, 10 diciembre 2009, Sobresaliente cum laude por unanimidad.

;Ivan Villaverde
:''[[media:Tesis_Ivan_Villaverde.pdf|On Computational Intelligence tools for vision based navigation of mobile robots]]''
:[[Media:Slides-defensa-tesis-ivan-villaverde.pdf|Slides]]
: Director: Manuel Graña Romay (UPV/EHU)
: Facultad Informática UPV/EHU, 9 diciembre 2009, Sobresaliente cum laude por unanimidad.

;Zelmar Echegoyen
:[[media:Tesis-Zelmar-17-10-2009.pdf|Contributions to visual servoing to legged and linked multicomponent robots]]
:[[Media:Traspas_Tesis_Zelmar.pdf|Slides]]
: Directores: Manuel Graña Romay. Alicia d'Anjou d'Anjou (UPV/EHU)
:Facultad Informática UPV/EHU, 2 diciembre 2009, Sobresaliente cum laude por unanimidad

;María Teresa García Sebastián
:''[[Media:Tesis MT Garcia Sebastian.pdf|Contributions to Brain MRI Processing and Analysis]]''
:[[Media:Maite_tesis.pdf|Slides]]
: Director: Manuel Graña Romay (UPV/EHU)
: Facultad Informática UPV/EHU, 11 diciembre 2009, Sobresaliente cum laude por unanimidad.
: premio extraordinario de doctorado 2012

;Maria de las Nieves Velez de Mendizabal Castillo
:''Modelado Computacional en Dinámica de Sistemas aplicado a Inmunología''
: Directores: Francisco Javier Torrealdea Folgado, Pablo Villoslada Diaz
:Facultad Informática UPV/EHU, 2 octubre 2009, Sobresaliente cum laude por unanimidad

;Carlos A. Toro
:''[[Media:Thesis carlos toro final version printLayout 04102209.pdf | Semantic Enhancement of VirtualEngineering Applications]]''
: Directores: Manuel Graña Romay (UPV/EHU), Jorge Posada (Vicomtech)
: Facultad Informática UPV/EHU, 26 Mayo 2009, CALIFICACION: Sobresaliente cum Laude por unanimidad

;Pablo Gonzalez Nalda
:''[[Media:Pablo-Gonzalez-Nalda-Tesis.pdf |Navegación mediante evolución de redes neuronales recurrentes y dinámica]]''
: Directores: Blanca Cases Gutierrez, Alvaro Moreno Bergareche
: Facultad Informática UPV/EHU, 10 Octubre 2008 CALIFICACION: Sobresaliente cum Laude por unanimidad

; José Orlando Maldonado Bautista
: ''[[Media:Tesis-17-04-2008.pdf |Estudio de métodos de indexación y recuperación en bases de datos de imágenes]]''
: Director: Manuel Graña Romay
: Facultad Informática UPV/EHU, 19 Septiembre 2008 CALIFICACION: Apto cum Laude por unanimidad

;Imanol Echave Calvo
: ''[[Media:Imanol-echave-tesis-06-06.pdf |Algunas aportaciones a la segmentación de imagen digital basadas en el Mapa Autoorganizativo]]''
: Director: Manuel Graña Romay, F. Xabier Albizuri Irigoien
:Facultad Informática UPV/EHU, Octubre 2006 CALIFICACION: Apto cum Laude por unanimidad

;Elsa Fernández Gomez
: ''[[media:Elsa-fernandez-tesis-16-12-04.pdf| Algunas contribuciones sobre la corrección de inhomogeneidades de iluminación en imágenes digitales]]''
: Director: Manuel Graña Romay
:Facultad Informática UPV/EHU, Marzo 2005 CALIFICACION: Apto cum Laude por unanimidad

;Abdelmalik Mouhajid
: ''Aportaciones a la sincronización de sistemas caóticos''
:Directora: Alicia d'Anjou
:Facultad Informática UPV/EHU, 2005 CALIFICACION: Sobresaliente cum Laude por unanimidad

;Karmele Lopez de Ipina
: ''Reconocimiento Automático del habla continua en Euskera mediante métodos estocásticos''
: Director: Manuel Graña Romay
:Facultad Informática UPV/EHU, Junio 2003 CALIFICACION: Apto cum Laude por unanimidad

;Sergio Oscar Anchorena
: ''Teoría De Juegos Y Sistemas De Eco-Gramáticas En La Simulación De Sistemas Complejos Adaptativos''
: Director: Blanca Rosa Cases Gutiérrez
: Facultad Informática UPV/EHU, Abril 2002 CALIFICACION: Apto cum Laude por unanimidad

;Bogdan Raducanu
: ''[[Media:Raducanu-thesis-may26.pdf|Morphological Techniques for Face Localization]]''
: Director: Manuel Graña Romay
: Facultad Informática UPV/EHU, Junio 2001 CALIFICACION: Apto cum Laude por unanimidad
: Premio extraordinario de doctorado

;M. Carmen Hernandez Gomez
:''Máquinas de Boltzmann para la optimización combinatoria y la simulación del aprendizaje''
:Directores: F. J. Torrealdea Folgado, Manuel Graña
:Facultad Informática UPV/EHU, Marzo 1997 CALIFICACION: Apto cum Laude por unanimidad

;Francisco Xabier Albizuri Irigoyen
: ''Máquinas de Boltzmann de alto orden: Una red neuronal estocásticas con técnicas de Montecarlo. Caracterización y estructura.''
:Directora: Alicia d'Anjou
:Facultad Informática UPV/EHU, 1995 CALIFICACION: Sobresaliente cum Laude por unanimidad

Usuario:Ion.marques

2014-10-15T15:16:56Z

Ion.marques: /* Estado burocrático de la tesis */

== Ion Marqués ==

* Contact: ion.marques_at_ehu.es
* Postal address:
: Att: Ion Marqués
: Grupo de Inteligencia Computacional
: Facultad de Informática
: Universidad del País Vasco (UPV/EHU)
: Paseo Manuel Lardizabal 1, 20018 Donostia-San Sebastián (Spain)

== Studies ==

* Engineer in Computer Science (June 2010) - Universidad del País Vasco (UPV/EHU)
* [http://www.kisa.ehu.es/ Masters Degree in Computational Engineering and Intelligent Systems] (2010/2011) - Universidad del País Vasco (UPV/EHU).
** Awarded Best Student Prize for MSc in Computational Engineering and Intelligent Systems 2010/2011.

* Currently:
: 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).

== Working experience / Grants ==

* March 2014 - June 2014: Visiting PhD student at
: Electrical & Computer Engineering, University of Texas at El Paso (USA).

* January 2011 - ongoing: [http://www.hezkuntza.ejgv.euskadi.net/r43-5552/es/contenidos/informacion/dib4/es_2035/bfi_c.html Beca predoctoral / Predoctoral fellowship] granted by
: Gobierno Vasco / Basque Government at
: Universidad del País Vasco (UPV/EHU), [http://www.ehu.es/ccwintco/ Computational Intelligence Group] (Spain).

* November 2012 - February 2013: Research Assistant Internship at
: School of Electrical & Electronic Engineering , Nanyang Technological University (Singapore).

* August 2010 - December 2010: Personal Investigador Contratado / Hired researcher at
: Universidad del País Vasco (UPV/EHU), [http://www.ehu.es/ccwintco/ Computational Intelligence Group] (Spain).
: Project: University-industry. Study of the state of the art in biometric recognition.

* July 2008 - October 2008: IT technician and database administrator at
: Festival de San Sebastián International Film Festival (Spain).

* July 2007 - September 2007: Prácticas en empresa / Internship:
: Festival de San Sebastián International Film Festival - UPV/EHU (Spain).
: IT technician, database administration.

== Publications ==
====2014====

* Ion Marques, Manuel Graña, Anna Kaminska-Chuchmala, Bruno Apolloni
: "An Experiment of Subconscious Intelligent Social Computing on household appliances"
: Neurocomputing, accepted
: JCR(2013) 2.005

* Borja Ayerdi, Ion Marqués and Manuel Graña
: "Spatially regularized semisupervised Ensembles of Extreme Learning Machines for hyperspectral image segmentation"
: Neurocomputing, In Press [http://dx.doi.org/10.1016/j.neucom.2014.01.068 Doi]
: JCR(2013) 2.005

* Ion Marques, Manuel Graña
: "Hybrid Sparse Linear and Lattice Method for Hyperspectral Image Unmixing"
: Proceedings of HAIS 2014, Salamanca, Spain, June 11-13, 2014.
: Lecture Notes in Computer Science Volume 8480, pp 266-273 [http://dx.doi.org/10.1007/978-3-319-07617-1_24 Doi]

====2013====

* Iñigo Barandiaran, Odei Maiz, Ion Marqués and Manuel Grana
: "ELM for Retinal Vessel Classiﬁcation"
: Proceedings of ELM2013, Beijing, China.
: Adaptation, Learning, and Optimization, vol 16, Pages 135-143 [http://dx.doi.org/10.1007/978-3-319-04741-6_10 Doi]

* Borja Fernandez-Gauna, Ion Marqués, Manuel Graña
: "Undesired State-Action Prediction in Multi-Agent Reinforcement Learning. Application to Multicomponent Robotic System control."
: Information Sciences vol 232, Pages 309–324 [http://dx.doi.org/10.1016/j.ins.2012.12.021 Doi]
: JCR(2011) 2.833 JCR(2013) 3.893

* Ion Marqués, Manuel Graña
: "Greedy sparsification WM algorithm for endmember induction in hyperspectral images."
: Proceedings of the [http://www.iwinac.uned.es/iwinac2013/ IWINAC 2013], Mallorca, Spain. June 10-13, 2013.
: LNCS vol 7931, Pages 336-344 [http://link.springer.com/chapter/10.1007/978-3-642-38622-0_35 Link]

* Manuel Graña, Ion Marqués, Alexandre Savio, Bruno Apolloni.
: "A domestic application of Intelligent Social Computing: the SandS project."
: Proceedings of the [http://soco13.usal.es SOCO 2013], Salamanca, Spain. September 11-13, 2013.
: AISC vol 239, Pages 221-228 [http://link.springer.com/chapter/10.1007/978-3-319-01854-6_23 Link]

====2012====

* Ion Marqués, Manuel Graña.
: "Fusion of lattice independent and linear features improving face identification."
: Neurocomputing, Vol. 114, pp. 80-85. [10.1016/j.neucom.2012.06.045 Doi]
: JCR (2011) 1.580 JCR(2013) 2.005

* Ion Marqués, Manuel Graña.
: "Image security and biometrics: A review." [[media: imarques-HAIS2012.pdf|Slides]]
: Proceedings of the [http://hais.usal.es/ HAIS 2012], Salamanca, Spain. March 28-30, 2012.
: LNCS, 2012, vol. 7209, part II, pp. 436-447, [http://dx.doi.org/10.1007/978-3-642-28931-6_42 Doi]

* Ion Marques, Manuel Graña
: "Face recognition with Lattice Independent Component Analysis and Extreme Learning Machines." [http://www.ehu.es/ccwintco/groupware/webdav.php/apps/phpbrain/368/presentation-ELM2011.pdf Slides]
: Soft Computing, Vol. 16, Num. 9 (2012), pp.1525-1537,[http://dx.doi.org/10.1007/s00500-012-0826-4 Doi]
: JCR (2011) 1.880 JCR(2013) 1.304

====2011====

* Ion Marqués, Manuel Graña.
: "Experiments on Lattice Independent Component Analysis for Face Recognition." [[Media:presentation-IWINAC11.pdf | Slides]]
: Proceedings of the [http://www.iwinac.uned.es/iwinac2011/ IWINAC 2011], La Palma, Spain. May 30-June 3, 2011.
: Lecture Notes in Computer Science, 2011, vol. 6678, pp.286-294, [http://dx.doi.org/10.1007/978-3-642-21326-7_31 Doi].

====2010====

* Ion Marqués, Manuel Graña
: "Face processing for security: a short review." [[Media:presentation-CISIS10.pdf | Slides]]
: Proceedings of the [http://gicap.ubu.es/cisis2010/home/home.shtml CISIS 2010], León, Spain, November 11-12, 2010.
: Advances in Intelligent and Soft Computing, 2010, vol. 85, pp. 89-96, [http://dx.doi.org/10.1007/978-3-642-16626-6_10 Doi]

== Conferences ==
* Co-organized [http://kes2012.kesinternational.org/ KES 2012].
* Session chair at International Symposium on Extreme Learning Machines (ELM'2011), Hangzhou, China.
* Attended [http://gicap.ubu.es/cisis2013/ CISIS] (2010), [http://hais.usal.es/ HAIS] (2010 and 2012), [http://iwinac.uned.es IWINAC] (2011 and 2013), [http://soco.usal.es/ SOCO] (2013), [http://kes2012.kesinternational.org/ KES] (2012), in Spain; [http://www.ntu.edu.sg/home/egbhuang/ ELM] (2011 and 2013) in China; [http://www.ntu.edu.sg/home/egbhuang/ ELM] (2012) in Singapore; [http://www.fi-dublin.eu/ Future Internet Assembly] (2013) in Ireland.

== Research Areas ==
* Face recognition
* Facial expression analysis
* Hyperspectral imaging
* Lattice computing
* Extreme Learning Machines

== Bookmarks ==

==== General ====
:[http://ieeexplore.ieee.org/Xplore/dynhome.jsp?tag=1 IEEE Xplore]
:[http://ieeexplore.ieee.org.ezlibproxy1.ntu.edu.sg/ IEEE Xplore - NTU login]
:[http://www.springerlink.com/ SpringerLink]
:[http://ezlibproxy1.ntu.edu.sg/login?url=http://link.springer.com/ SpringerLink - NTU login]
:[http://www.sciencedirect.com/ ScienceDirect]
:[http://ezlibproxy1.ntu.edu.sg/login?url=http://www.sciencedirect.com ScienceDirect - NTU login]
:[http://www.wikicfp.com/ WikiCFP : Call For Papers of Conferences, Workshops and Journals]
:[http://www.accesowok.fecyt.es/login/ ISI Web of Knowledge - UPV/EHU login]
:[http://ezlibproxy1.ntu.edu.sg/login?url=http://webofknowledge.com ISI Web of Knowledge - NTU login]
:[http://www.arc.gov.au/era/era_journal_list.htm Ranked Outlets - Australian Research Council (ARC)]
:[http://www.informatik.uni-trier.de/~ley/db/index.html DBLP Bibliography]
:[https://www.educacion.es/teseo/irGestionarConsulta.do Teseo]
:[http://www.biblioteka.ehu.es/p207-content/es/contenidos/enlace/biblioteca_internet/es_biblione/biblioteca_internet.html Biblioteka EHU - Recursos temáticos en Internet]

==== Software ====
:[http://www.scilab.org/ Scilab]
:[http://sivp.sourceforge.net/ SIVC (image processing tool) for Scilab]
:[http://photobatch.stani.be/ Phatch - Photo Batch Processor]
:[https://github.com/davvil/pdfpc PDFPC] A presenter console with multi-monitor support for PDF files

== Code (Matlab) ==

==== Feature Extraction ====
:[http://www.ehu.es/ccwintco/groupware/webdav.php/apps/phpbrain/368/xPCA-LDA_2011-09-30.zip PCA, 2DPCA, 2D2PCA, B2DPCA, kernel-PCA.]
:[http://www.ehu.es/ccwintco/groupware/webdav.php/apps/phpbrain/368/xPCA-LDA_2011-09-30.zip LDA with PCA, 2DPCA, 2D2PCA, B2DPCA or kernel-PCA preprocess.]
:[http://www.ehu.es/ccwintco/groupware/webdav.php/apps/phpbrain/368/trasFaceDetection-code-2011-04-28.zip PCA, ICAs, LDA and LICA.]
:[http://www.ehu.es/ccwintco/index.php/Endmember_Induction_Algorithms_(EIAs)_for_MATLAB_and_SCILAB Endmember Induction Algorithms]
==== Classifiers ====
:[http://www.ehu.es/ccwintco/groupware/webdav.php/apps/phpbrain/368/code_ELMs_2011-07-08.zip ELM, ELM with ridge regression, kernel-ELM and 1-NN.]
==== SandS project ====
:[http://www.ehu.es/ccwintco/uploads/3/3b/SandS_DB_2014-03-26.zip Data base, plus the generating code.]

== Revistas objetivo ==
(de mayor a menor factor de impacto)

: IEEE PAMI 5.308(2010) 4.908(2011) 4.795(2012) 5.694(2013)
: Information Sciences 2.836(2010) 2.833(2011) 3.643(2012) 3.893(2013)
: International Journal of Computer Vision 5.151(2010) 3.741(2011) 3.623(2012) 3.533(2013)
: Information Fusion 1.621 (2010) 1.467(2011) 2.262(2012) 3.472(2013)
: IEEE TGARS 2.485(2010) 2.895(2011) 3.467(2012) 2.933(2013)
: IEEE J-STARS 1.140(2010) 1.489(2011) 2.874(2012) 2.827(2013)
: Pattern Recognition 2.682(2010) 2.292(2011) 2.632(2012) 2.584(2013)
: Neurocomputing 1.442 (2010) 1.580(2011) 1.634(2012) 2.005(2013)
: Machine Learning 1.967(2010) 1.587(2011) 1.454(2012) 1.689(2013)
: Image and Vision Computing 1.578 (2010) 1.723(2011) 1.959(2012) 1.581(2013)
: Computer Vision and Image Understanding 2.534 (2010) 2.485 (2011) 1.232(2012) 1.358(2013)
: Soft Computing 1.512(2010) 1.880(2011) 1.124(2012) 1.304(2013)
: Pattern Recognition Letters 1.235(2010) 1.034(2011) 1.266(2012) 1.062(2013)

== Informes internos ==
:[http://www.ehu.es/ccwintco/index.php/Jornada_GIC_random_forests_2012-01-27#distribuci.C3.B3n_de_articulos_a_presentar GIC "Random Forest and Classifier Ensembles" Seminar]
:[http://www.ehu.es/ccwintco/uploads/f/f0/HypSpec-DB.pdf Multi/Hyperspectral face image DB examples. Presentation]
:[http://www.ehu.es/ccwintco/uploads/d/d2/PFC-IonMarqu%C3%A9s.pdf Proyecto Fin de Carrera]
:[http://www.ehu.es/ccwintco/uploads/c/c2/InstruccionesLyX-PFC.pdf Instrucciones plantilla LyX Proyecto Fin de Carrera]
:[http://www.ehu.es/ccwintco/groupware/webdav.php/apps/phpbrain/420/face_Detection_openCV.pdf Face detection in Scilab/OpenCV - slides]
:[http://www.ehu.es/ccwintco/groupware/webdav.php/apps/phpbrain/420/ELM_basics.pdf Extreme Learning Machines (ELM) basics - slides]
:[http://www.ehu.es/ccwintco/groupware/index.php?menuaction=phpbrain.uikb.view_article&art_id=264 Materiales del Máster]
:[http://www.ehu.es/ccwintco/groupware/index.php?menuaction=phpbrain.uikb.view_article&art_id=460 Instrucciones y código Weka]
:[http://www.ehu.es/ccwintco/groupware/webdav.php/apps/phpbrain/460/StatMeasures_Weka.pdf Terminología estadística en Weka]
:[http://www.ehu.es/ccwintco/groupware/webdav.php/apps/phpbrain/368/ELM2011-recap.pdf ELM'2011 informe breve]

== Estado burocrático de la tesis ==

: Director: Manuel Graña

:[http://www.hezkuntza.ejgv.euskadi.net/r43-5552/es/contenidos/informacion/dib4/es_2035/bfi_c.html Beca del Gobierno Vasco].

----

[[File:Screenshot_2014-03-25_12.45.07.png | center | 700px | thumb | Word cloud, from the text of my papers.]]

----

[http://youtu.be/ti3l3wGJc5U Where the failed experiments go]

Usuario:Ion.marques

2014-10-15T15:16:44Z

Ion.marques: /* Estado burocrático de la tesis */

== Ion Marqués ==

* Contact: ion.marques_at_ehu.es
* Postal address:
: Att: Ion Marqués
: Grupo de Inteligencia Computacional
: Facultad de Informática
: Universidad del País Vasco (UPV/EHU)
: Paseo Manuel Lardizabal 1, 20018 Donostia-San Sebastián (Spain)

== Studies ==

* Engineer in Computer Science (June 2010) - Universidad del País Vasco (UPV/EHU)
* [http://www.kisa.ehu.es/ Masters Degree in Computational Engineering and Intelligent Systems] (2010/2011) - Universidad del País Vasco (UPV/EHU).
** Awarded Best Student Prize for MSc in Computational Engineering and Intelligent Systems 2010/2011.

* Currently:
: 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).

== Working experience / Grants ==

* March 2014 - June 2014: Visiting PhD student at
: Electrical & Computer Engineering, University of Texas at El Paso (USA).

* January 2011 - ongoing: [http://www.hezkuntza.ejgv.euskadi.net/r43-5552/es/contenidos/informacion/dib4/es_2035/bfi_c.html Beca predoctoral / Predoctoral fellowship] granted by
: Gobierno Vasco / Basque Government at
: Universidad del País Vasco (UPV/EHU), [http://www.ehu.es/ccwintco/ Computational Intelligence Group] (Spain).

* November 2012 - February 2013: Research Assistant Internship at
: School of Electrical & Electronic Engineering , Nanyang Technological University (Singapore).

* August 2010 - December 2010: Personal Investigador Contratado / Hired researcher at
: Universidad del País Vasco (UPV/EHU), [http://www.ehu.es/ccwintco/ Computational Intelligence Group] (Spain).
: Project: University-industry. Study of the state of the art in biometric recognition.

* July 2008 - October 2008: IT technician and database administrator at
: Festival de San Sebastián International Film Festival (Spain).

* July 2007 - September 2007: Prácticas en empresa / Internship:
: Festival de San Sebastián International Film Festival - UPV/EHU (Spain).
: IT technician, database administration.

== Publications ==
====2014====

* Ion Marques, Manuel Graña, Anna Kaminska-Chuchmala, Bruno Apolloni
: "An Experiment of Subconscious Intelligent Social Computing on household appliances"
: Neurocomputing, accepted
: JCR(2013) 2.005

* Borja Ayerdi, Ion Marqués and Manuel Graña
: "Spatially regularized semisupervised Ensembles of Extreme Learning Machines for hyperspectral image segmentation"
: Neurocomputing, In Press [http://dx.doi.org/10.1016/j.neucom.2014.01.068 Doi]
: JCR(2013) 2.005

* Ion Marques, Manuel Graña
: "Hybrid Sparse Linear and Lattice Method for Hyperspectral Image Unmixing"
: Proceedings of HAIS 2014, Salamanca, Spain, June 11-13, 2014.
: Lecture Notes in Computer Science Volume 8480, pp 266-273 [http://dx.doi.org/10.1007/978-3-319-07617-1_24 Doi]

====2013====

* Iñigo Barandiaran, Odei Maiz, Ion Marqués and Manuel Grana
: "ELM for Retinal Vessel Classiﬁcation"
: Proceedings of ELM2013, Beijing, China.
: Adaptation, Learning, and Optimization, vol 16, Pages 135-143 [http://dx.doi.org/10.1007/978-3-319-04741-6_10 Doi]

* Borja Fernandez-Gauna, Ion Marqués, Manuel Graña
: "Undesired State-Action Prediction in Multi-Agent Reinforcement Learning. Application to Multicomponent Robotic System control."
: Information Sciences vol 232, Pages 309–324 [http://dx.doi.org/10.1016/j.ins.2012.12.021 Doi]
: JCR(2011) 2.833 JCR(2013) 3.893

* Ion Marqués, Manuel Graña
: "Greedy sparsification WM algorithm for endmember induction in hyperspectral images."
: Proceedings of the [http://www.iwinac.uned.es/iwinac2013/ IWINAC 2013], Mallorca, Spain. June 10-13, 2013.
: LNCS vol 7931, Pages 336-344 [http://link.springer.com/chapter/10.1007/978-3-642-38622-0_35 Link]

* Manuel Graña, Ion Marqués, Alexandre Savio, Bruno Apolloni.
: "A domestic application of Intelligent Social Computing: the SandS project."
: Proceedings of the [http://soco13.usal.es SOCO 2013], Salamanca, Spain. September 11-13, 2013.
: AISC vol 239, Pages 221-228 [http://link.springer.com/chapter/10.1007/978-3-319-01854-6_23 Link]

====2012====

* Ion Marqués, Manuel Graña.
: "Fusion of lattice independent and linear features improving face identification."
: Neurocomputing, Vol. 114, pp. 80-85. [10.1016/j.neucom.2012.06.045 Doi]
: JCR (2011) 1.580 JCR(2013) 2.005

* Ion Marqués, Manuel Graña.
: "Image security and biometrics: A review." [[media: imarques-HAIS2012.pdf|Slides]]
: Proceedings of the [http://hais.usal.es/ HAIS 2012], Salamanca, Spain. March 28-30, 2012.
: LNCS, 2012, vol. 7209, part II, pp. 436-447, [http://dx.doi.org/10.1007/978-3-642-28931-6_42 Doi]

* Ion Marques, Manuel Graña
: "Face recognition with Lattice Independent Component Analysis and Extreme Learning Machines." [http://www.ehu.es/ccwintco/groupware/webdav.php/apps/phpbrain/368/presentation-ELM2011.pdf Slides]
: Soft Computing, Vol. 16, Num. 9 (2012), pp.1525-1537,[http://dx.doi.org/10.1007/s00500-012-0826-4 Doi]
: JCR (2011) 1.880 JCR(2013) 1.304

====2011====

* Ion Marqués, Manuel Graña.
: "Experiments on Lattice Independent Component Analysis for Face Recognition." [[Media:presentation-IWINAC11.pdf | Slides]]
: Proceedings of the [http://www.iwinac.uned.es/iwinac2011/ IWINAC 2011], La Palma, Spain. May 30-June 3, 2011.
: Lecture Notes in Computer Science, 2011, vol. 6678, pp.286-294, [http://dx.doi.org/10.1007/978-3-642-21326-7_31 Doi].

====2010====

* Ion Marqués, Manuel Graña
: "Face processing for security: a short review." [[Media:presentation-CISIS10.pdf | Slides]]
: Proceedings of the [http://gicap.ubu.es/cisis2010/home/home.shtml CISIS 2010], León, Spain, November 11-12, 2010.
: Advances in Intelligent and Soft Computing, 2010, vol. 85, pp. 89-96, [http://dx.doi.org/10.1007/978-3-642-16626-6_10 Doi]

== Conferences ==
* Co-organized [http://kes2012.kesinternational.org/ KES 2012].
* Session chair at International Symposium on Extreme Learning Machines (ELM'2011), Hangzhou, China.
* Attended [http://gicap.ubu.es/cisis2013/ CISIS] (2010), [http://hais.usal.es/ HAIS] (2010 and 2012), [http://iwinac.uned.es IWINAC] (2011 and 2013), [http://soco.usal.es/ SOCO] (2013), [http://kes2012.kesinternational.org/ KES] (2012), in Spain; [http://www.ntu.edu.sg/home/egbhuang/ ELM] (2011 and 2013) in China; [http://www.ntu.edu.sg/home/egbhuang/ ELM] (2012) in Singapore; [http://www.fi-dublin.eu/ Future Internet Assembly] (2013) in Ireland.

== Research Areas ==
* Face recognition
* Facial expression analysis
* Hyperspectral imaging
* Lattice computing
* Extreme Learning Machines

== Bookmarks ==

==== General ====
:[http://ieeexplore.ieee.org/Xplore/dynhome.jsp?tag=1 IEEE Xplore]
:[http://ieeexplore.ieee.org.ezlibproxy1.ntu.edu.sg/ IEEE Xplore - NTU login]
:[http://www.springerlink.com/ SpringerLink]
:[http://ezlibproxy1.ntu.edu.sg/login?url=http://link.springer.com/ SpringerLink - NTU login]
:[http://www.sciencedirect.com/ ScienceDirect]
:[http://ezlibproxy1.ntu.edu.sg/login?url=http://www.sciencedirect.com ScienceDirect - NTU login]
:[http://www.wikicfp.com/ WikiCFP : Call For Papers of Conferences, Workshops and Journals]
:[http://www.accesowok.fecyt.es/login/ ISI Web of Knowledge - UPV/EHU login]
:[http://ezlibproxy1.ntu.edu.sg/login?url=http://webofknowledge.com ISI Web of Knowledge - NTU login]
:[http://www.arc.gov.au/era/era_journal_list.htm Ranked Outlets - Australian Research Council (ARC)]
:[http://www.informatik.uni-trier.de/~ley/db/index.html DBLP Bibliography]
:[https://www.educacion.es/teseo/irGestionarConsulta.do Teseo]
:[http://www.biblioteka.ehu.es/p207-content/es/contenidos/enlace/biblioteca_internet/es_biblione/biblioteca_internet.html Biblioteka EHU - Recursos temáticos en Internet]

==== Software ====
:[http://www.scilab.org/ Scilab]
:[http://sivp.sourceforge.net/ SIVC (image processing tool) for Scilab]
:[http://photobatch.stani.be/ Phatch - Photo Batch Processor]
:[https://github.com/davvil/pdfpc PDFPC] A presenter console with multi-monitor support for PDF files

== Code (Matlab) ==

==== Feature Extraction ====
:[http://www.ehu.es/ccwintco/groupware/webdav.php/apps/phpbrain/368/xPCA-LDA_2011-09-30.zip PCA, 2DPCA, 2D2PCA, B2DPCA, kernel-PCA.]
:[http://www.ehu.es/ccwintco/groupware/webdav.php/apps/phpbrain/368/xPCA-LDA_2011-09-30.zip LDA with PCA, 2DPCA, 2D2PCA, B2DPCA or kernel-PCA preprocess.]
:[http://www.ehu.es/ccwintco/groupware/webdav.php/apps/phpbrain/368/trasFaceDetection-code-2011-04-28.zip PCA, ICAs, LDA and LICA.]
:[http://www.ehu.es/ccwintco/index.php/Endmember_Induction_Algorithms_(EIAs)_for_MATLAB_and_SCILAB Endmember Induction Algorithms]
==== Classifiers ====
:[http://www.ehu.es/ccwintco/groupware/webdav.php/apps/phpbrain/368/code_ELMs_2011-07-08.zip ELM, ELM with ridge regression, kernel-ELM and 1-NN.]
==== SandS project ====
:[http://www.ehu.es/ccwintco/uploads/3/3b/SandS_DB_2014-03-26.zip Data base, plus the generating code.]

== Revistas objetivo ==
(de mayor a menor factor de impacto)

: IEEE PAMI 5.308(2010) 4.908(2011) 4.795(2012) 5.694(2013)
: Information Sciences 2.836(2010) 2.833(2011) 3.643(2012) 3.893(2013)
: International Journal of Computer Vision 5.151(2010) 3.741(2011) 3.623(2012) 3.533(2013)
: Information Fusion 1.621 (2010) 1.467(2011) 2.262(2012) 3.472(2013)
: IEEE TGARS 2.485(2010) 2.895(2011) 3.467(2012) 2.933(2013)
: IEEE J-STARS 1.140(2010) 1.489(2011) 2.874(2012) 2.827(2013)
: Pattern Recognition 2.682(2010) 2.292(2011) 2.632(2012) 2.584(2013)
: Neurocomputing 1.442 (2010) 1.580(2011) 1.634(2012) 2.005(2013)
: Machine Learning 1.967(2010) 1.587(2011) 1.454(2012) 1.689(2013)
: Image and Vision Computing 1.578 (2010) 1.723(2011) 1.959(2012) 1.581(2013)
: Computer Vision and Image Understanding 2.534 (2010) 2.485 (2011) 1.232(2012) 1.358(2013)
: Soft Computing 1.512(2010) 1.880(2011) 1.124(2012) 1.304(2013)
: Pattern Recognition Letters 1.235(2010) 1.034(2011) 1.266(2012) 1.062(2013)

== Informes internos ==
:[http://www.ehu.es/ccwintco/index.php/Jornada_GIC_random_forests_2012-01-27#distribuci.C3.B3n_de_articulos_a_presentar GIC "Random Forest and Classifier Ensembles" Seminar]
:[http://www.ehu.es/ccwintco/uploads/f/f0/HypSpec-DB.pdf Multi/Hyperspectral face image DB examples. Presentation]
:[http://www.ehu.es/ccwintco/uploads/d/d2/PFC-IonMarqu%C3%A9s.pdf Proyecto Fin de Carrera]
:[http://www.ehu.es/ccwintco/uploads/c/c2/InstruccionesLyX-PFC.pdf Instrucciones plantilla LyX Proyecto Fin de Carrera]
:[http://www.ehu.es/ccwintco/groupware/webdav.php/apps/phpbrain/420/face_Detection_openCV.pdf Face detection in Scilab/OpenCV - slides]
:[http://www.ehu.es/ccwintco/groupware/webdav.php/apps/phpbrain/420/ELM_basics.pdf Extreme Learning Machines (ELM) basics - slides]
:[http://www.ehu.es/ccwintco/groupware/index.php?menuaction=phpbrain.uikb.view_article&art_id=264 Materiales del Máster]
:[http://www.ehu.es/ccwintco/groupware/index.php?menuaction=phpbrain.uikb.view_article&art_id=460 Instrucciones y código Weka]
:[http://www.ehu.es/ccwintco/groupware/webdav.php/apps/phpbrain/460/StatMeasures_Weka.pdf Terminología estadística en Weka]
:[http://www.ehu.es/ccwintco/groupware/webdav.php/apps/phpbrain/368/ELM2011-recap.pdf ELM'2011 informe breve]

== Estado burocrático de la tesis ==

: Director: Manuel Graña

:[http://www.hezkuntza.ejgv.euskadi.net/r43-5552/es/contenidos/informacion/dib4/es_2035/bfi_c.html Beca del Gobierno Vasco].

----

[[File: | center | 700px | thumb | Word cloud, from the text of my papers.]]

----

[http://youtu.be/ti3l3wGJc5U Where the failed experiments go]

Archivo:Screenshot 2014-03-25 12.45.07.png

2014-10-15T15:15:54Z

Ion.marques: subió una nueva versión de «Archivo:Screenshot 2014-03-25 12.45.07.png»

Archivo:Screenshot 2014-03-25 12.45.07.png

2014-10-15T15:15:16Z

Ion.marques: subió una nueva versión de «Archivo:Screenshot 2014-03-25 12.45.07.png»

Usuario:Ion.marques

2014-10-15T15:13:48Z

Ion.marques: /* Working experience / Grants */

== Ion Marqués ==

* Contact: ion.marques_at_ehu.es
* Postal address:
: Att: Ion Marqués
: Grupo de Inteligencia Computacional
: Facultad de Informática
: Universidad del País Vasco (UPV/EHU)
: Paseo Manuel Lardizabal 1, 20018 Donostia-San Sebastián (Spain)

== Studies ==

* Engineer in Computer Science (June 2010) - Universidad del País Vasco (UPV/EHU)
* [http://www.kisa.ehu.es/ Masters Degree in Computational Engineering and Intelligent Systems] (2010/2011) - Universidad del País Vasco (UPV/EHU).
** Awarded Best Student Prize for MSc in Computational Engineering and Intelligent Systems 2010/2011.

* Currently:
: 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).

== Working experience / Grants ==

* March 2014 - June 2014: Visiting PhD student at
: Electrical & Computer Engineering, University of Texas at El Paso (USA).

* January 2011 - ongoing: [http://www.hezkuntza.ejgv.euskadi.net/r43-5552/es/contenidos/informacion/dib4/es_2035/bfi_c.html Beca predoctoral / Predoctoral fellowship] granted by
: Gobierno Vasco / Basque Government at
: Universidad del País Vasco (UPV/EHU), [http://www.ehu.es/ccwintco/ Computational Intelligence Group] (Spain).

* November 2012 - February 2013: Research Assistant Internship at
: School of Electrical & Electronic Engineering , Nanyang Technological University (Singapore).

* August 2010 - December 2010: Personal Investigador Contratado / Hired researcher at
: Universidad del País Vasco (UPV/EHU), [http://www.ehu.es/ccwintco/ Computational Intelligence Group] (Spain).
: Project: University-industry. Study of the state of the art in biometric recognition.

* July 2008 - October 2008: IT technician and database administrator at
: Festival de San Sebastián International Film Festival (Spain).

* July 2007 - September 2007: Prácticas en empresa / Internship:
: Festival de San Sebastián International Film Festival - UPV/EHU (Spain).
: IT technician, database administration.

== Publications ==
====2014====

* Ion Marques, Manuel Graña, Anna Kaminska-Chuchmala, Bruno Apolloni
: "An Experiment of Subconscious Intelligent Social Computing on household appliances"
: Neurocomputing, accepted
: JCR(2013) 2.005

* Borja Ayerdi, Ion Marqués and Manuel Graña
: "Spatially regularized semisupervised Ensembles of Extreme Learning Machines for hyperspectral image segmentation"
: Neurocomputing, In Press [http://dx.doi.org/10.1016/j.neucom.2014.01.068 Doi]
: JCR(2013) 2.005

* Ion Marques, Manuel Graña
: "Hybrid Sparse Linear and Lattice Method for Hyperspectral Image Unmixing"
: Proceedings of HAIS 2014, Salamanca, Spain, June 11-13, 2014.
: Lecture Notes in Computer Science Volume 8480, pp 266-273 [http://dx.doi.org/10.1007/978-3-319-07617-1_24 Doi]

====2013====

* Iñigo Barandiaran, Odei Maiz, Ion Marqués and Manuel Grana
: "ELM for Retinal Vessel Classiﬁcation"
: Proceedings of ELM2013, Beijing, China.
: Adaptation, Learning, and Optimization, vol 16, Pages 135-143 [http://dx.doi.org/10.1007/978-3-319-04741-6_10 Doi]

* Borja Fernandez-Gauna, Ion Marqués, Manuel Graña
: "Undesired State-Action Prediction in Multi-Agent Reinforcement Learning. Application to Multicomponent Robotic System control."
: Information Sciences vol 232, Pages 309–324 [http://dx.doi.org/10.1016/j.ins.2012.12.021 Doi]
: JCR(2011) 2.833 JCR(2013) 3.893

* Ion Marqués, Manuel Graña
: "Greedy sparsification WM algorithm for endmember induction in hyperspectral images."
: Proceedings of the [http://www.iwinac.uned.es/iwinac2013/ IWINAC 2013], Mallorca, Spain. June 10-13, 2013.
: LNCS vol 7931, Pages 336-344 [http://link.springer.com/chapter/10.1007/978-3-642-38622-0_35 Link]

* Manuel Graña, Ion Marqués, Alexandre Savio, Bruno Apolloni.
: "A domestic application of Intelligent Social Computing: the SandS project."
: Proceedings of the [http://soco13.usal.es SOCO 2013], Salamanca, Spain. September 11-13, 2013.
: AISC vol 239, Pages 221-228 [http://link.springer.com/chapter/10.1007/978-3-319-01854-6_23 Link]

====2012====

* Ion Marqués, Manuel Graña.
: "Fusion of lattice independent and linear features improving face identification."
: Neurocomputing, Vol. 114, pp. 80-85. [10.1016/j.neucom.2012.06.045 Doi]
: JCR (2011) 1.580 JCR(2013) 2.005

* Ion Marqués, Manuel Graña.
: "Image security and biometrics: A review." [[media: imarques-HAIS2012.pdf|Slides]]
: Proceedings of the [http://hais.usal.es/ HAIS 2012], Salamanca, Spain. March 28-30, 2012.
: LNCS, 2012, vol. 7209, part II, pp. 436-447, [http://dx.doi.org/10.1007/978-3-642-28931-6_42 Doi]

* Ion Marques, Manuel Graña
: "Face recognition with Lattice Independent Component Analysis and Extreme Learning Machines." [http://www.ehu.es/ccwintco/groupware/webdav.php/apps/phpbrain/368/presentation-ELM2011.pdf Slides]
: Soft Computing, Vol. 16, Num. 9 (2012), pp.1525-1537,[http://dx.doi.org/10.1007/s00500-012-0826-4 Doi]
: JCR (2011) 1.880 JCR(2013) 1.304

====2011====

* Ion Marqués, Manuel Graña.
: "Experiments on Lattice Independent Component Analysis for Face Recognition." [[Media:presentation-IWINAC11.pdf | Slides]]
: Proceedings of the [http://www.iwinac.uned.es/iwinac2011/ IWINAC 2011], La Palma, Spain. May 30-June 3, 2011.
: Lecture Notes in Computer Science, 2011, vol. 6678, pp.286-294, [http://dx.doi.org/10.1007/978-3-642-21326-7_31 Doi].

====2010====

* Ion Marqués, Manuel Graña
: "Face processing for security: a short review." [[Media:presentation-CISIS10.pdf | Slides]]
: Proceedings of the [http://gicap.ubu.es/cisis2010/home/home.shtml CISIS 2010], León, Spain, November 11-12, 2010.
: Advances in Intelligent and Soft Computing, 2010, vol. 85, pp. 89-96, [http://dx.doi.org/10.1007/978-3-642-16626-6_10 Doi]

== Conferences ==
* Co-organized [http://kes2012.kesinternational.org/ KES 2012].
* Session chair at International Symposium on Extreme Learning Machines (ELM'2011), Hangzhou, China.
* Attended [http://gicap.ubu.es/cisis2013/ CISIS] (2010), [http://hais.usal.es/ HAIS] (2010 and 2012), [http://iwinac.uned.es IWINAC] (2011 and 2013), [http://soco.usal.es/ SOCO] (2013), [http://kes2012.kesinternational.org/ KES] (2012), in Spain; [http://www.ntu.edu.sg/home/egbhuang/ ELM] (2011 and 2013) in China; [http://www.ntu.edu.sg/home/egbhuang/ ELM] (2012) in Singapore; [http://www.fi-dublin.eu/ Future Internet Assembly] (2013) in Ireland.

== Research Areas ==
* Face recognition
* Facial expression analysis
* Hyperspectral imaging
* Lattice computing
* Extreme Learning Machines

== Bookmarks ==

==== General ====
:[http://ieeexplore.ieee.org/Xplore/dynhome.jsp?tag=1 IEEE Xplore]
:[http://ieeexplore.ieee.org.ezlibproxy1.ntu.edu.sg/ IEEE Xplore - NTU login]
:[http://www.springerlink.com/ SpringerLink]
:[http://ezlibproxy1.ntu.edu.sg/login?url=http://link.springer.com/ SpringerLink - NTU login]
:[http://www.sciencedirect.com/ ScienceDirect]
:[http://ezlibproxy1.ntu.edu.sg/login?url=http://www.sciencedirect.com ScienceDirect - NTU login]
:[http://www.wikicfp.com/ WikiCFP : Call For Papers of Conferences, Workshops and Journals]
:[http://www.accesowok.fecyt.es/login/ ISI Web of Knowledge - UPV/EHU login]
:[http://ezlibproxy1.ntu.edu.sg/login?url=http://webofknowledge.com ISI Web of Knowledge - NTU login]
:[http://www.arc.gov.au/era/era_journal_list.htm Ranked Outlets - Australian Research Council (ARC)]
:[http://www.informatik.uni-trier.de/~ley/db/index.html DBLP Bibliography]
:[https://www.educacion.es/teseo/irGestionarConsulta.do Teseo]
:[http://www.biblioteka.ehu.es/p207-content/es/contenidos/enlace/biblioteca_internet/es_biblione/biblioteca_internet.html Biblioteka EHU - Recursos temáticos en Internet]

==== Software ====
:[http://www.scilab.org/ Scilab]
:[http://sivp.sourceforge.net/ SIVC (image processing tool) for Scilab]
:[http://photobatch.stani.be/ Phatch - Photo Batch Processor]
:[https://github.com/davvil/pdfpc PDFPC] A presenter console with multi-monitor support for PDF files

== Code (Matlab) ==

==== Feature Extraction ====
:[http://www.ehu.es/ccwintco/groupware/webdav.php/apps/phpbrain/368/xPCA-LDA_2011-09-30.zip PCA, 2DPCA, 2D2PCA, B2DPCA, kernel-PCA.]
:[http://www.ehu.es/ccwintco/groupware/webdav.php/apps/phpbrain/368/xPCA-LDA_2011-09-30.zip LDA with PCA, 2DPCA, 2D2PCA, B2DPCA or kernel-PCA preprocess.]
:[http://www.ehu.es/ccwintco/groupware/webdav.php/apps/phpbrain/368/trasFaceDetection-code-2011-04-28.zip PCA, ICAs, LDA and LICA.]
:[http://www.ehu.es/ccwintco/index.php/Endmember_Induction_Algorithms_(EIAs)_for_MATLAB_and_SCILAB Endmember Induction Algorithms]
==== Classifiers ====
:[http://www.ehu.es/ccwintco/groupware/webdav.php/apps/phpbrain/368/code_ELMs_2011-07-08.zip ELM, ELM with ridge regression, kernel-ELM and 1-NN.]
==== SandS project ====
:[http://www.ehu.es/ccwintco/uploads/3/3b/SandS_DB_2014-03-26.zip Data base, plus the generating code.]

== Revistas objetivo ==
(de mayor a menor factor de impacto)

: IEEE PAMI 5.308(2010) 4.908(2011) 4.795(2012) 5.694(2013)
: Information Sciences 2.836(2010) 2.833(2011) 3.643(2012) 3.893(2013)
: International Journal of Computer Vision 5.151(2010) 3.741(2011) 3.623(2012) 3.533(2013)
: Information Fusion 1.621 (2010) 1.467(2011) 2.262(2012) 3.472(2013)
: IEEE TGARS 2.485(2010) 2.895(2011) 3.467(2012) 2.933(2013)
: IEEE J-STARS 1.140(2010) 1.489(2011) 2.874(2012) 2.827(2013)
: Pattern Recognition 2.682(2010) 2.292(2011) 2.632(2012) 2.584(2013)
: Neurocomputing 1.442 (2010) 1.580(2011) 1.634(2012) 2.005(2013)
: Machine Learning 1.967(2010) 1.587(2011) 1.454(2012) 1.689(2013)
: Image and Vision Computing 1.578 (2010) 1.723(2011) 1.959(2012) 1.581(2013)
: Computer Vision and Image Understanding 2.534 (2010) 2.485 (2011) 1.232(2012) 1.358(2013)
: Soft Computing 1.512(2010) 1.880(2011) 1.124(2012) 1.304(2013)
: Pattern Recognition Letters 1.235(2010) 1.034(2011) 1.266(2012) 1.062(2013)

== Informes internos ==
:[http://www.ehu.es/ccwintco/index.php/Jornada_GIC_random_forests_2012-01-27#distribuci.C3.B3n_de_articulos_a_presentar GIC "Random Forest and Classifier Ensembles" Seminar]
:[http://www.ehu.es/ccwintco/uploads/f/f0/HypSpec-DB.pdf Multi/Hyperspectral face image DB examples. Presentation]
:[http://www.ehu.es/ccwintco/uploads/d/d2/PFC-IonMarqu%C3%A9s.pdf Proyecto Fin de Carrera]
:[http://www.ehu.es/ccwintco/uploads/c/c2/InstruccionesLyX-PFC.pdf Instrucciones plantilla LyX Proyecto Fin de Carrera]
:[http://www.ehu.es/ccwintco/groupware/webdav.php/apps/phpbrain/420/face_Detection_openCV.pdf Face detection in Scilab/OpenCV - slides]
:[http://www.ehu.es/ccwintco/groupware/webdav.php/apps/phpbrain/420/ELM_basics.pdf Extreme Learning Machines (ELM) basics - slides]
:[http://www.ehu.es/ccwintco/groupware/index.php?menuaction=phpbrain.uikb.view_article&art_id=264 Materiales del Máster]
:[http://www.ehu.es/ccwintco/groupware/index.php?menuaction=phpbrain.uikb.view_article&art_id=460 Instrucciones y código Weka]
:[http://www.ehu.es/ccwintco/groupware/webdav.php/apps/phpbrain/460/StatMeasures_Weka.pdf Terminología estadística en Weka]
:[http://www.ehu.es/ccwintco/groupware/webdav.php/apps/phpbrain/368/ELM2011-recap.pdf ELM'2011 informe breve]

== Estado burocrático de la tesis ==

: Director: Manuel Graña

:[http://www.hezkuntza.ejgv.euskadi.net/r43-5552/es/contenidos/informacion/dib4/es_2035/bfi_c.html Beca del Gobierno Vasco].

----

[[File:Screenshot_2014-03-25_12.45.07.png | center | 700px | thumb | Word cloud, from the text of my papers.]]

----

[http://youtu.be/ti3l3wGJc5U Where the failed experiments go]

Endmember Induction Algorithms

2014-10-06T11:22:28Z

Ion.marques: /* Endmember Induction Algorithms collection */

=== Endmember Induction Algorithms toolbox ===

Download the latest Endmember Induction Algorithms (EIAs) toolbox and the documentation here:
* EIA Toolbox:
** Version 0.4: [[Media:EIA_Toolbox_reduced_v04.zip | download (1.3 MB)]]
** Version 0.3: [[Media:EIA_Toolbox_reduced_v03.zip | download (1.3 MB)]]
* Data:
** For Matlab and Scilab: [[Media:EIA_Toolbox_data.zip | download (259.2 MB)]]
** For Matlab only: [[Media:EIA_toolbox_data_matlab.zip | download (128.3 MB)]]
** For Scilab only: [[Media:EIA_toolbox_data_scilab.zip | download (130.9 MB)]]

This software is distributed under the terms of the [http://www.gnu.org/licenses/gpl.html GNU General Public License] as published by the Free Software Foundation, either version 3 of the License, or (at your option) any later version.

The here available Endmember Induction Algorithms (EIAs) toolbox has been developed with [http://www.mathworks.com/ MATLAB 7.4] and [http://www.mathworks.com/ MATLAB 8.1 (R2013a)] (licensed copy is needed to use it) and [http://www.scilab.org/ SCILAB 5.2] (open source and freely distributed).

If you are using the Endmember Induction Algorithms (EIAs) toolbox for your scientific research, please reference it as follows:

''Endmember Induction Algorithms (EIAs) toolbox''.
Grupo de Inteligencia Computacional, Universidad del País Vasco / Euskal Herriko Unibertsitatea (UPV/EHU), Spain.
http://www.ehu.es/computationalintelligence/index.php/Endmember_Induction_Algorithms

'''Copyright 2010 Grupo Inteligencia Computacional, Universidad del País Vasco / Euskal Herriko Unibertsitatea (UPV/EHU)'''.

Acknowledgements to [http://www.cise.ufl.edu/~ritter/ Prof. Gerhard Ritter] from the [http://www.cise.ufl.edu/ Department of Computer and Information Science and Engineering], University of Florida (USA); [http://www.unex.es/investigacion/grupos/hypercomp/estructura/personal/pagina_personal?listado_lineas=1&idpersonal=354 Prof. Antonio Plaza] from the [http://www.unex.es/investigacion/grupos/hypercomp Department of Technology of Computers and Communications], University of Extremadura (Spain), and coordinator of the [http://hyperinet.multimediacampus.it/ Hyper-I-Net project]; and to [https://spaces.umbc.edu/display/rssipl/Chein-I+Chang Prof. Chein-I Chang] from the [https://spaces.umbc.edu/display/rssipl/Home Remote Sensing Signal and Image Processing Laboratory], University of Maryland (USA).

=== Endmember Induction Algorithms collection ===

Here you can find separately the EIAs included in the toolbox's '''version 0.2''' and their respective bibliographical references:

* '''Endmember Induction Heuristic Algorithm (EIHA)'''
** MATLAB: [[Media:EIA_EIHA.m | download (4.7 KB)]]
** SCILAB: [[Media:EIA_EIHA.sci | download (4.6 KB)]]
M. Grana, I. Villaverde, J. O. Maldonado, and C. Hernandez
''Two lattice computing approaches for the unsupervised segmentation of hyperspectral images''
''Neurocomput.'', vol. 72, nº. 10-12, págs. 2111-2120, 2009.

* '''Incremental Strong Lattice Independent Algorithm (ILSIA)'''
** MATLAB: [[Media:EIA_ILSIA.m | download (7.4 KB)]]
** SCILAB: [[Media:EIA_ILSIA.sci | download (7.3 KB)]]
M. Grana, D. Chyzhyk, M. García-Sebastián, and C. Hernández
''Lattice independent component analysis for functional magnetic resonance imaging''
''Information Sciences'', vol. 181, pág. 1910–1928, May. 2011.

* '''Prof. Ritter's WM Algorithm (WM)'''
** MATLAB: [[Media:EIA_WM.m | download (2.4 KB)]]
** SCILAB: [[Media:EIA_WM.sci | download (2.5 KB)]]
G. X. Ritter and G. Urcid
''A lattice matrix method for hyperspectral image unmixing''
''Information Sciences'', vol. In Press, Corrected Proof, Oct. 2010.

* '''N-FINDR'''
** MATLAB: [[Media:EIA_NFINDR.m | download (3.9 KB)]]
** SCILAB: [[Media:EIA_NFINDR.sci | download (3.9 KB)]]
Winter, M. E.
''N-FINDR: an algorithm for fast autonomous spectral endmember determination in hyperspectral data''
presented at the ''Imaging Spectrometry V'', Denver, CO, USA, 1999, vol. 3753, págs. 266-275.

* '''Fast Iterative PPI (FIPPI)'''
** MATLAB: [[Media:EIA_FIPPI.m | download (3.7 KB)]]
** SCILAB: [[Media:EIA_FIPPI.sci | download (3.7 KB)]]
Chang, C.-I. and Plaza, A.
''A fast iterative algorithm for implementation of pixel purity index''
''Geoscience and Remote Sensing Letters, IEEE'', vol. 3, nº. 1, págs. 63-67, 2006.

* '''Automatic Target Generation Process (ATGP)'''
** MATLAB: [[Media:EIA_ATGP.m | download (3.8 KB)]]
** SCILAB: [[Media:EIA_ATGP.sci | download (4.0 KB)]]
A. Plaza and C.-I. Chang
''Impact of Initialization on Design of Endmember Extraction Algorithms''
''Geoscience and Remote Sensing, IEEE Transactions on'', vol. 44, nº. 11, págs. 3397-3407, 2006.

* '''Convex Cone Analysis (CCA)'''
** MATLAB: [[Media:EIA_CCA.m | download (3.4 KB)]]
** SCILAB: [[Media:EIA_CCA.sci | download (3.6 KB)]]
Ifarraguerri, A. and C.-I. Chang
''Multispectral and hyperspectral image analysis with convex cones''
''Geoscience and Remote Sensing, IEEE Transactions on'', vol. 37, nº. 2, págs. 756-770, 1999.

=== Additional functions ===
Some of the algorithms require additional methods:

* '''Lattice Associative Memories (LAMs)'''
** MATLAB: [[Media:EIA_LAM.m | download (3.1 KB)]]
** SCILAB: [[Media:EIA_LAM.sci | download (3.2 KB)]]

* '''Chebyshev distance'''
** MATLAB: [[Media:EIA_CHEBYSHEV.m | download (2.0 KB)]]
** SCILAB: [[Media:EIA_CHEBYSHEV.sci | download (2.1 KB)]]

Some of the algorithms require as input the number of endmembers to search. If unknown, HFC virtual dimensionality algorithm can be used:

* '''HFC method'''
** MATLAB: [[Media:EIA_HFC.m | download (3.2 KB)]]
** SCILAB: [[Media:EIA_HFC.sci | download (3.4 KB)]]
Chang, C.-I. and Du, Q.
''Estimation of number of spectrally distinct signal sources in hyperspectral imagery''
''Geoscience and Remote Sensing, IEEE Transactions on'', vol. 42, nº. 3, págs. 608-619, 2004.

=== Data's spatial dimensionality-based launchers ===

Here you can find launchers for the EIA toolbox which treat data in base to their spatial dimensionality. This launchers are divided into 1D, 2D and 3D.

* '''1D Launcher''': 1-spatial data is defined as a matrix where first dimension represents the spectral information and second dimension the spatial. Examples of 1-spatial data are contingency matrix where each sample (spatial dimensionality) is an N-dimensional feature vector (spectral dimensionality).
** MATLAB: [[Media:EIA_1D.m | download (7.9 KB)]]
** SCILAB: [[Media:EIA_1D.sci | download (7.4 KB)]]

* '''2D Launcher''': 2-spatial data is defined as a cube where first dimension represents the spectral information and, second and third dimensions are the spatial ones. Examples of 2-spatial data are images where each pixel (spatial dimensionality) is an N-dimensional feature vector (spectral dimensionality). For binaries or grey-scale images N==1. For RGB images N==3. For hyperspectral images N is high.
** MATLAB: [[Media:EIA_2D.m | download (8.1 KB)]]
** SCILAB: [[Media:EIA_2D.sci | download (7.7 KB)]]

* '''3D Launcher''': 3-spatial data is defined as an hypercube where first dimension represents the spectral information and, second, third and fourth dimensions are the spatial ones. Examples of 3-spatial data are hyperspectral MRI images where each voxel (spatial dimensionality) is an N-dimensional feature vector (spectral dimensionality).
** MATLAB: [[Media:EIA_3D.m | download (8.1 KB)]]
** SCILAB: [[Media:EIA_3D.sci | download (7.7 KB)]]

=== Loading hyperspectral data ===

* [[Media:loadHypercubesMatlab.pdf | How to load hyperspectral images with Matlab]]

Endmember Induction Algorithms

2014-10-06T11:22:09Z

Ion.marques: /* Endmember Induction Algorithms collection */

=== Endmember Induction Algorithms toolbox ===

Download the latest Endmember Induction Algorithms (EIAs) toolbox and the documentation here:
* EIA Toolbox:
** Version 0.4: [[Media:EIA_Toolbox_reduced_v04.zip | download (1.3 MB)]]
** Version 0.3: [[Media:EIA_Toolbox_reduced_v03.zip | download (1.3 MB)]]
* Data:
** For Matlab and Scilab: [[Media:EIA_Toolbox_data.zip | download (259.2 MB)]]
** For Matlab only: [[Media:EIA_toolbox_data_matlab.zip | download (128.3 MB)]]
** For Scilab only: [[Media:EIA_toolbox_data_scilab.zip | download (130.9 MB)]]

This software is distributed under the terms of the [http://www.gnu.org/licenses/gpl.html GNU General Public License] as published by the Free Software Foundation, either version 3 of the License, or (at your option) any later version.

The here available Endmember Induction Algorithms (EIAs) toolbox has been developed with [http://www.mathworks.com/ MATLAB 7.4] and [http://www.mathworks.com/ MATLAB 8.1 (R2013a)] (licensed copy is needed to use it) and [http://www.scilab.org/ SCILAB 5.2] (open source and freely distributed).

If you are using the Endmember Induction Algorithms (EIAs) toolbox for your scientific research, please reference it as follows:

''Endmember Induction Algorithms (EIAs) toolbox''.
Grupo de Inteligencia Computacional, Universidad del País Vasco / Euskal Herriko Unibertsitatea (UPV/EHU), Spain.
http://www.ehu.es/computationalintelligence/index.php/Endmember_Induction_Algorithms

'''Copyright 2010 Grupo Inteligencia Computacional, Universidad del País Vasco / Euskal Herriko Unibertsitatea (UPV/EHU)'''.

Acknowledgements to [http://www.cise.ufl.edu/~ritter/ Prof. Gerhard Ritter] from the [http://www.cise.ufl.edu/ Department of Computer and Information Science and Engineering], University of Florida (USA); [http://www.unex.es/investigacion/grupos/hypercomp/estructura/personal/pagina_personal?listado_lineas=1&idpersonal=354 Prof. Antonio Plaza] from the [http://www.unex.es/investigacion/grupos/hypercomp Department of Technology of Computers and Communications], University of Extremadura (Spain), and coordinator of the [http://hyperinet.multimediacampus.it/ Hyper-I-Net project]; and to [https://spaces.umbc.edu/display/rssipl/Chein-I+Chang Prof. Chein-I Chang] from the [https://spaces.umbc.edu/display/rssipl/Home Remote Sensing Signal and Image Processing Laboratory], University of Maryland (USA).

=== Endmember Induction Algorithms collection ===

Here you can find separately the EIAs included in the toolbox's version 0.2 and their respective bibliographical references:

* '''Endmember Induction Heuristic Algorithm (EIHA)'''
** MATLAB: [[Media:EIA_EIHA.m | download (4.7 KB)]]
** SCILAB: [[Media:EIA_EIHA.sci | download (4.6 KB)]]
M. Grana, I. Villaverde, J. O. Maldonado, and C. Hernandez
''Two lattice computing approaches for the unsupervised segmentation of hyperspectral images''
''Neurocomput.'', vol. 72, nº. 10-12, págs. 2111-2120, 2009.

* '''Incremental Strong Lattice Independent Algorithm (ILSIA)'''
** MATLAB: [[Media:EIA_ILSIA.m | download (7.4 KB)]]
** SCILAB: [[Media:EIA_ILSIA.sci | download (7.3 KB)]]
M. Grana, D. Chyzhyk, M. García-Sebastián, and C. Hernández
''Lattice independent component analysis for functional magnetic resonance imaging''
''Information Sciences'', vol. 181, pág. 1910–1928, May. 2011.

* '''Prof. Ritter's WM Algorithm (WM)'''
** MATLAB: [[Media:EIA_WM.m | download (2.4 KB)]]
** SCILAB: [[Media:EIA_WM.sci | download (2.5 KB)]]
G. X. Ritter and G. Urcid
''A lattice matrix method for hyperspectral image unmixing''
''Information Sciences'', vol. In Press, Corrected Proof, Oct. 2010.

* '''N-FINDR'''
** MATLAB: [[Media:EIA_NFINDR.m | download (3.9 KB)]]
** SCILAB: [[Media:EIA_NFINDR.sci | download (3.9 KB)]]
Winter, M. E.
''N-FINDR: an algorithm for fast autonomous spectral endmember determination in hyperspectral data''
presented at the ''Imaging Spectrometry V'', Denver, CO, USA, 1999, vol. 3753, págs. 266-275.

* '''Fast Iterative PPI (FIPPI)'''
** MATLAB: [[Media:EIA_FIPPI.m | download (3.7 KB)]]
** SCILAB: [[Media:EIA_FIPPI.sci | download (3.7 KB)]]
Chang, C.-I. and Plaza, A.
''A fast iterative algorithm for implementation of pixel purity index''
''Geoscience and Remote Sensing Letters, IEEE'', vol. 3, nº. 1, págs. 63-67, 2006.

* '''Automatic Target Generation Process (ATGP)'''
** MATLAB: [[Media:EIA_ATGP.m | download (3.8 KB)]]
** SCILAB: [[Media:EIA_ATGP.sci | download (4.0 KB)]]
A. Plaza and C.-I. Chang
''Impact of Initialization on Design of Endmember Extraction Algorithms''
''Geoscience and Remote Sensing, IEEE Transactions on'', vol. 44, nº. 11, págs. 3397-3407, 2006.

* '''Convex Cone Analysis (CCA)'''
** MATLAB: [[Media:EIA_CCA.m | download (3.4 KB)]]
** SCILAB: [[Media:EIA_CCA.sci | download (3.6 KB)]]
Ifarraguerri, A. and C.-I. Chang
''Multispectral and hyperspectral image analysis with convex cones''
''Geoscience and Remote Sensing, IEEE Transactions on'', vol. 37, nº. 2, págs. 756-770, 1999.

=== Additional functions ===
Some of the algorithms require additional methods:

* '''Lattice Associative Memories (LAMs)'''
** MATLAB: [[Media:EIA_LAM.m | download (3.1 KB)]]
** SCILAB: [[Media:EIA_LAM.sci | download (3.2 KB)]]

* '''Chebyshev distance'''
** MATLAB: [[Media:EIA_CHEBYSHEV.m | download (2.0 KB)]]
** SCILAB: [[Media:EIA_CHEBYSHEV.sci | download (2.1 KB)]]

Some of the algorithms require as input the number of endmembers to search. If unknown, HFC virtual dimensionality algorithm can be used:

* '''HFC method'''
** MATLAB: [[Media:EIA_HFC.m | download (3.2 KB)]]
** SCILAB: [[Media:EIA_HFC.sci | download (3.4 KB)]]
Chang, C.-I. and Du, Q.
''Estimation of number of spectrally distinct signal sources in hyperspectral imagery''
''Geoscience and Remote Sensing, IEEE Transactions on'', vol. 42, nº. 3, págs. 608-619, 2004.

=== Data's spatial dimensionality-based launchers ===

Here you can find launchers for the EIA toolbox which treat data in base to their spatial dimensionality. This launchers are divided into 1D, 2D and 3D.

* '''1D Launcher''': 1-spatial data is defined as a matrix where first dimension represents the spectral information and second dimension the spatial. Examples of 1-spatial data are contingency matrix where each sample (spatial dimensionality) is an N-dimensional feature vector (spectral dimensionality).
** MATLAB: [[Media:EIA_1D.m | download (7.9 KB)]]
** SCILAB: [[Media:EIA_1D.sci | download (7.4 KB)]]

* '''2D Launcher''': 2-spatial data is defined as a cube where first dimension represents the spectral information and, second and third dimensions are the spatial ones. Examples of 2-spatial data are images where each pixel (spatial dimensionality) is an N-dimensional feature vector (spectral dimensionality). For binaries or grey-scale images N==1. For RGB images N==3. For hyperspectral images N is high.
** MATLAB: [[Media:EIA_2D.m | download (8.1 KB)]]
** SCILAB: [[Media:EIA_2D.sci | download (7.7 KB)]]

* '''3D Launcher''': 3-spatial data is defined as an hypercube where first dimension represents the spectral information and, second, third and fourth dimensions are the spatial ones. Examples of 3-spatial data are hyperspectral MRI images where each voxel (spatial dimensionality) is an N-dimensional feature vector (spectral dimensionality).
** MATLAB: [[Media:EIA_3D.m | download (8.1 KB)]]
** SCILAB: [[Media:EIA_3D.sci | download (7.7 KB)]]

=== Loading hyperspectral data ===

* [[Media:loadHypercubesMatlab.pdf | How to load hyperspectral images with Matlab]]

Endmember Induction Algorithms

2014-10-06T11:21:09Z

Ion.marques: /* Endmember Induction Algorithms toolbox */

=== Endmember Induction Algorithms toolbox ===

Download the latest Endmember Induction Algorithms (EIAs) toolbox and the documentation here:
* EIA Toolbox:
** Version 0.4: [[Media:EIA_Toolbox_reduced_v04.zip | download (1.3 MB)]]
** Version 0.3: [[Media:EIA_Toolbox_reduced_v03.zip | download (1.3 MB)]]
* Data:
** For Matlab and Scilab: [[Media:EIA_Toolbox_data.zip | download (259.2 MB)]]
** For Matlab only: [[Media:EIA_toolbox_data_matlab.zip | download (128.3 MB)]]
** For Scilab only: [[Media:EIA_toolbox_data_scilab.zip | download (130.9 MB)]]

This software is distributed under the terms of the [http://www.gnu.org/licenses/gpl.html GNU General Public License] as published by the Free Software Foundation, either version 3 of the License, or (at your option) any later version.

The here available Endmember Induction Algorithms (EIAs) toolbox has been developed with [http://www.mathworks.com/ MATLAB 7.4] and [http://www.mathworks.com/ MATLAB 8.1 (R2013a)] (licensed copy is needed to use it) and [http://www.scilab.org/ SCILAB 5.2] (open source and freely distributed).

If you are using the Endmember Induction Algorithms (EIAs) toolbox for your scientific research, please reference it as follows:

''Endmember Induction Algorithms (EIAs) toolbox''.
Grupo de Inteligencia Computacional, Universidad del País Vasco / Euskal Herriko Unibertsitatea (UPV/EHU), Spain.
http://www.ehu.es/computationalintelligence/index.php/Endmember_Induction_Algorithms

'''Copyright 2010 Grupo Inteligencia Computacional, Universidad del País Vasco / Euskal Herriko Unibertsitatea (UPV/EHU)'''.

Acknowledgements to [http://www.cise.ufl.edu/~ritter/ Prof. Gerhard Ritter] from the [http://www.cise.ufl.edu/ Department of Computer and Information Science and Engineering], University of Florida (USA); [http://www.unex.es/investigacion/grupos/hypercomp/estructura/personal/pagina_personal?listado_lineas=1&idpersonal=354 Prof. Antonio Plaza] from the [http://www.unex.es/investigacion/grupos/hypercomp Department of Technology of Computers and Communications], University of Extremadura (Spain), and coordinator of the [http://hyperinet.multimediacampus.it/ Hyper-I-Net project]; and to [https://spaces.umbc.edu/display/rssipl/Chein-I+Chang Prof. Chein-I Chang] from the [https://spaces.umbc.edu/display/rssipl/Home Remote Sensing Signal and Image Processing Laboratory], University of Maryland (USA).

=== Endmember Induction Algorithms collection ===

Here you can find separately the EIAs included in the toolbox and their respective bibliographical references:

* '''Endmember Induction Heuristic Algorithm (EIHA)'''
** MATLAB: [[Media:EIA_EIHA.m | download (4.7 KB)]]
** SCILAB: [[Media:EIA_EIHA.sci | download (4.6 KB)]]
M. Grana, I. Villaverde, J. O. Maldonado, and C. Hernandez
''Two lattice computing approaches for the unsupervised segmentation of hyperspectral images''
''Neurocomput.'', vol. 72, nº. 10-12, págs. 2111-2120, 2009.

* '''Incremental Strong Lattice Independent Algorithm (ILSIA)'''
** MATLAB: [[Media:EIA_ILSIA.m | download (7.4 KB)]]
** SCILAB: [[Media:EIA_ILSIA.sci | download (7.3 KB)]]
M. Grana, D. Chyzhyk, M. García-Sebastián, and C. Hernández
''Lattice independent component analysis for functional magnetic resonance imaging''
''Information Sciences'', vol. 181, pág. 1910–1928, May. 2011.

* '''Prof. Ritter's WM Algorithm (WM)'''
** MATLAB: [[Media:EIA_WM.m | download (2.4 KB)]]
** SCILAB: [[Media:EIA_WM.sci | download (2.5 KB)]]
G. X. Ritter and G. Urcid
''A lattice matrix method for hyperspectral image unmixing''
''Information Sciences'', vol. In Press, Corrected Proof, Oct. 2010.

* '''N-FINDR'''
** MATLAB: [[Media:EIA_NFINDR.m | download (3.9 KB)]]
** SCILAB: [[Media:EIA_NFINDR.sci | download (3.9 KB)]]
Winter, M. E.
''N-FINDR: an algorithm for fast autonomous spectral endmember determination in hyperspectral data''
presented at the ''Imaging Spectrometry V'', Denver, CO, USA, 1999, vol. 3753, págs. 266-275.

* '''Fast Iterative PPI (FIPPI)'''
** MATLAB: [[Media:EIA_FIPPI.m | download (3.7 KB)]]
** SCILAB: [[Media:EIA_FIPPI.sci | download (3.7 KB)]]
Chang, C.-I. and Plaza, A.
''A fast iterative algorithm for implementation of pixel purity index''
''Geoscience and Remote Sensing Letters, IEEE'', vol. 3, nº. 1, págs. 63-67, 2006.

* '''Automatic Target Generation Process (ATGP)'''
** MATLAB: [[Media:EIA_ATGP.m | download (3.8 KB)]]
** SCILAB: [[Media:EIA_ATGP.sci | download (4.0 KB)]]
A. Plaza and C.-I. Chang
''Impact of Initialization on Design of Endmember Extraction Algorithms''
''Geoscience and Remote Sensing, IEEE Transactions on'', vol. 44, nº. 11, págs. 3397-3407, 2006.

* '''Convex Cone Analysis (CCA)'''
** MATLAB: [[Media:EIA_CCA.m | download (3.4 KB)]]
** SCILAB: [[Media:EIA_CCA.sci | download (3.6 KB)]]
Ifarraguerri, A. and C.-I. Chang
''Multispectral and hyperspectral image analysis with convex cones''
''Geoscience and Remote Sensing, IEEE Transactions on'', vol. 37, nº. 2, págs. 756-770, 1999.

=== Additional functions ===
Some of the algorithms require additional methods:

* '''Lattice Associative Memories (LAMs)'''
** MATLAB: [[Media:EIA_LAM.m | download (3.1 KB)]]
** SCILAB: [[Media:EIA_LAM.sci | download (3.2 KB)]]

* '''Chebyshev distance'''
** MATLAB: [[Media:EIA_CHEBYSHEV.m | download (2.0 KB)]]
** SCILAB: [[Media:EIA_CHEBYSHEV.sci | download (2.1 KB)]]

Some of the algorithms require as input the number of endmembers to search. If unknown, HFC virtual dimensionality algorithm can be used:

* '''HFC method'''
** MATLAB: [[Media:EIA_HFC.m | download (3.2 KB)]]
** SCILAB: [[Media:EIA_HFC.sci | download (3.4 KB)]]
Chang, C.-I. and Du, Q.
''Estimation of number of spectrally distinct signal sources in hyperspectral imagery''
''Geoscience and Remote Sensing, IEEE Transactions on'', vol. 42, nº. 3, págs. 608-619, 2004.

=== Data's spatial dimensionality-based launchers ===

Here you can find launchers for the EIA toolbox which treat data in base to their spatial dimensionality. This launchers are divided into 1D, 2D and 3D.

* '''1D Launcher''': 1-spatial data is defined as a matrix where first dimension represents the spectral information and second dimension the spatial. Examples of 1-spatial data are contingency matrix where each sample (spatial dimensionality) is an N-dimensional feature vector (spectral dimensionality).
** MATLAB: [[Media:EIA_1D.m | download (7.9 KB)]]
** SCILAB: [[Media:EIA_1D.sci | download (7.4 KB)]]

* '''2D Launcher''': 2-spatial data is defined as a cube where first dimension represents the spectral information and, second and third dimensions are the spatial ones. Examples of 2-spatial data are images where each pixel (spatial dimensionality) is an N-dimensional feature vector (spectral dimensionality). For binaries or grey-scale images N==1. For RGB images N==3. For hyperspectral images N is high.
** MATLAB: [[Media:EIA_2D.m | download (8.1 KB)]]
** SCILAB: [[Media:EIA_2D.sci | download (7.7 KB)]]

* '''3D Launcher''': 3-spatial data is defined as an hypercube where first dimension represents the spectral information and, second, third and fourth dimensions are the spatial ones. Examples of 3-spatial data are hyperspectral MRI images where each voxel (spatial dimensionality) is an N-dimensional feature vector (spectral dimensionality).
** MATLAB: [[Media:EIA_3D.m | download (8.1 KB)]]
** SCILAB: [[Media:EIA_3D.sci | download (7.7 KB)]]

=== Loading hyperspectral data ===

* [[Media:loadHypercubesMatlab.pdf | How to load hyperspectral images with Matlab]]

Endmember Induction Algorithms

2014-10-06T11:10:40Z

Ion.marques: /* Endmember Induction Algorithms toolbox */

=== Endmember Induction Algorithms toolbox ===

Download the latest Endmember Induction Algorithms (EIAs) toolbox and the documentation here:
* EIA Toolbox:
** Version 0.4: [[Media:EIA_Toolbox_reduced_v04.zip | download (1.3 MB)]]
** Version 0.3: [[Media:EIA_Toolbox_reduced_v03.zip | download (1.3 MB)]]
* Data:
** For Matlab and Scilab: [[Media:EIA_Toolbox_data.zip | download (259.2 MB)]]
** For Matlab only: [[Media:EIA_toolbox_data_matlab.zip | download (128.3 MB)]]
** For Scilab only: [[Media:EIA_toolbox_data_scilab.zip | download (130.9 MB)]]

This software is distributed under the terms of the [http://www.gnu.org/licenses/gpl.html GNU General Public License] as published by the Free Software Foundation, either version 3 of the License, or (at your option) any later version.

The here available Endmember Induction Algorithms (EIAs) toolbox has been developed with [http://www.mathworks.com/ MATLAB 7.4] and [http://www.mathworks.com/ MATLAB 8.1 (R2013b)] (licensed copy is needed to use it) and [http://www.scilab.org/ SCILAB 5.2] (open source and freely distributed).

If you are using the Endmember Induction Algorithms (EIAs) toolbox for your scientific research, please reference it as follows:

''Endmember Induction Algorithms (EIAs) toolbox''.
Grupo de Inteligencia Computacional, Universidad del País Vasco / Euskal Herriko Unibertsitatea (UPV/EHU), Spain.
http://www.ehu.es/computationalintelligence/index.php/Endmember_Induction_Algorithms

'''Copyright 2010 Grupo Inteligencia Computacional, Universidad del País Vasco / Euskal Herriko Unibertsitatea (UPV/EHU)'''.

Acknowledgements to [http://www.cise.ufl.edu/~ritter/ Prof. Gerhard Ritter] from the [http://www.cise.ufl.edu/ Department of Computer and Information Science and Engineering], University of Florida (USA); [http://www.unex.es/investigacion/grupos/hypercomp/estructura/personal/pagina_personal?listado_lineas=1&idpersonal=354 Prof. Antonio Plaza] from the [http://www.unex.es/investigacion/grupos/hypercomp Department of Technology of Computers and Communications], University of Extremadura (Spain), and coordinator of the [http://hyperinet.multimediacampus.it/ Hyper-I-Net project]; and to [https://spaces.umbc.edu/display/rssipl/Chein-I+Chang Prof. Chein-I Chang] from the [https://spaces.umbc.edu/display/rssipl/Home Remote Sensing Signal and Image Processing Laboratory], University of Maryland (USA).

=== Endmember Induction Algorithms collection ===

Here you can find separately the EIAs included in the toolbox and their respective bibliographical references:

* '''Endmember Induction Heuristic Algorithm (EIHA)'''
** MATLAB: [[Media:EIA_EIHA.m | download (4.7 KB)]]
** SCILAB: [[Media:EIA_EIHA.sci | download (4.6 KB)]]
M. Grana, I. Villaverde, J. O. Maldonado, and C. Hernandez
''Two lattice computing approaches for the unsupervised segmentation of hyperspectral images''
''Neurocomput.'', vol. 72, nº. 10-12, págs. 2111-2120, 2009.

* '''Incremental Strong Lattice Independent Algorithm (ILSIA)'''
** MATLAB: [[Media:EIA_ILSIA.m | download (7.4 KB)]]
** SCILAB: [[Media:EIA_ILSIA.sci | download (7.3 KB)]]
M. Grana, D. Chyzhyk, M. García-Sebastián, and C. Hernández
''Lattice independent component analysis for functional magnetic resonance imaging''
''Information Sciences'', vol. 181, pág. 1910–1928, May. 2011.

* '''Prof. Ritter's WM Algorithm (WM)'''
** MATLAB: [[Media:EIA_WM.m | download (2.4 KB)]]
** SCILAB: [[Media:EIA_WM.sci | download (2.5 KB)]]
G. X. Ritter and G. Urcid
''A lattice matrix method for hyperspectral image unmixing''
''Information Sciences'', vol. In Press, Corrected Proof, Oct. 2010.

* '''N-FINDR'''
** MATLAB: [[Media:EIA_NFINDR.m | download (3.9 KB)]]
** SCILAB: [[Media:EIA_NFINDR.sci | download (3.9 KB)]]
Winter, M. E.
''N-FINDR: an algorithm for fast autonomous spectral endmember determination in hyperspectral data''
presented at the ''Imaging Spectrometry V'', Denver, CO, USA, 1999, vol. 3753, págs. 266-275.

* '''Fast Iterative PPI (FIPPI)'''
** MATLAB: [[Media:EIA_FIPPI.m | download (3.7 KB)]]
** SCILAB: [[Media:EIA_FIPPI.sci | download (3.7 KB)]]
Chang, C.-I. and Plaza, A.
''A fast iterative algorithm for implementation of pixel purity index''
''Geoscience and Remote Sensing Letters, IEEE'', vol. 3, nº. 1, págs. 63-67, 2006.

* '''Automatic Target Generation Process (ATGP)'''
** MATLAB: [[Media:EIA_ATGP.m | download (3.8 KB)]]
** SCILAB: [[Media:EIA_ATGP.sci | download (4.0 KB)]]
A. Plaza and C.-I. Chang
''Impact of Initialization on Design of Endmember Extraction Algorithms''
''Geoscience and Remote Sensing, IEEE Transactions on'', vol. 44, nº. 11, págs. 3397-3407, 2006.

* '''Convex Cone Analysis (CCA)'''
** MATLAB: [[Media:EIA_CCA.m | download (3.4 KB)]]
** SCILAB: [[Media:EIA_CCA.sci | download (3.6 KB)]]
Ifarraguerri, A. and C.-I. Chang
''Multispectral and hyperspectral image analysis with convex cones''
''Geoscience and Remote Sensing, IEEE Transactions on'', vol. 37, nº. 2, págs. 756-770, 1999.

=== Additional functions ===
Some of the algorithms require additional methods:

* '''Lattice Associative Memories (LAMs)'''
** MATLAB: [[Media:EIA_LAM.m | download (3.1 KB)]]
** SCILAB: [[Media:EIA_LAM.sci | download (3.2 KB)]]

* '''Chebyshev distance'''
** MATLAB: [[Media:EIA_CHEBYSHEV.m | download (2.0 KB)]]
** SCILAB: [[Media:EIA_CHEBYSHEV.sci | download (2.1 KB)]]

Some of the algorithms require as input the number of endmembers to search. If unknown, HFC virtual dimensionality algorithm can be used:

* '''HFC method'''
** MATLAB: [[Media:EIA_HFC.m | download (3.2 KB)]]
** SCILAB: [[Media:EIA_HFC.sci | download (3.4 KB)]]
Chang, C.-I. and Du, Q.
''Estimation of number of spectrally distinct signal sources in hyperspectral imagery''
''Geoscience and Remote Sensing, IEEE Transactions on'', vol. 42, nº. 3, págs. 608-619, 2004.

=== Data's spatial dimensionality-based launchers ===

Here you can find launchers for the EIA toolbox which treat data in base to their spatial dimensionality. This launchers are divided into 1D, 2D and 3D.

* '''1D Launcher''': 1-spatial data is defined as a matrix where first dimension represents the spectral information and second dimension the spatial. Examples of 1-spatial data are contingency matrix where each sample (spatial dimensionality) is an N-dimensional feature vector (spectral dimensionality).
** MATLAB: [[Media:EIA_1D.m | download (7.9 KB)]]
** SCILAB: [[Media:EIA_1D.sci | download (7.4 KB)]]

* '''2D Launcher''': 2-spatial data is defined as a cube where first dimension represents the spectral information and, second and third dimensions are the spatial ones. Examples of 2-spatial data are images where each pixel (spatial dimensionality) is an N-dimensional feature vector (spectral dimensionality). For binaries or grey-scale images N==1. For RGB images N==3. For hyperspectral images N is high.
** MATLAB: [[Media:EIA_2D.m | download (8.1 KB)]]
** SCILAB: [[Media:EIA_2D.sci | download (7.7 KB)]]

* '''3D Launcher''': 3-spatial data is defined as an hypercube where first dimension represents the spectral information and, second, third and fourth dimensions are the spatial ones. Examples of 3-spatial data are hyperspectral MRI images where each voxel (spatial dimensionality) is an N-dimensional feature vector (spectral dimensionality).
** MATLAB: [[Media:EIA_3D.m | download (8.1 KB)]]
** SCILAB: [[Media:EIA_3D.sci | download (7.7 KB)]]

=== Loading hyperspectral data ===

* [[Media:loadHypercubesMatlab.pdf | How to load hyperspectral images with Matlab]]

Archivo:EIA Toolbox reduced v04.zip

2014-10-06T11:09:50Z

Ion.marques:

Usuario:Ion.marques

2014-10-03T11:55:20Z

Ion.marques: /* 2014 */

== Ion Marqués ==

* Contact: ion.marques_at_ehu.es
* Postal address:
: Att: Ion Marqués
: Grupo de Inteligencia Computacional
: Facultad de Informática
: Universidad del País Vasco (UPV/EHU)
: Paseo Manuel Lardizabal 1, 20018 Donostia-San Sebastián (Spain)

== Studies ==

* Engineer in Computer Science (June 2010) - Universidad del País Vasco (UPV/EHU)
* [http://www.kisa.ehu.es/ Masters Degree in Computational Engineering and Intelligent Systems] (2010/2011) - Universidad del País Vasco (UPV/EHU).
** Awarded Best Student Prize for MSc in Computational Engineering and Intelligent Systems 2010/2011.

* Currently:
: 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).

== Working experience / Grants ==

* March 2014 - ongoing: Visiting PhD student at
: Electrical & Computer Engineering, University of Texas at El Paso (USA).

* January 2011 - ongoing: [http://www.hezkuntza.ejgv.euskadi.net/r43-5552/es/contenidos/informacion/dib4/es_2035/bfi_c.html Beca predoctoral / Predoctoral fellowship] granted by
: Gobierno Vasco / Basque Government at
: Universidad del País Vasco (UPV/EHU), [http://www.ehu.es/ccwintco/ Computational Intelligence Group] (Spain).

* November 2012 - February 2013: Research Assistant Internship at
: School of Electrical & Electronic Engineering , Nanyang Technological University (Singapore).

* August 2010 - December 2010: Personal Investigador Contratado / Hired researcher at
: Universidad del País Vasco (UPV/EHU), [http://www.ehu.es/ccwintco/ Computational Intelligence Group] (Spain).
: Project: University-industry. Study of the state of the art in biometric recognition.

* July 2008 - October 2008: IT technician and database administrator at
: Festival de San Sebastián International Film Festival (Spain).

* July 2007 - September 2007: Prácticas en empresa / Internship:
: Festival de San Sebastián International Film Festival - UPV/EHU (Spain).
: IT technician, database administration.

== Publications ==
====2014====

* Ion Marques, Manuel Graña, Anna Kaminska-Chuchmala, Bruno Apolloni
: "An Experiment of Subconscious Intelligent Social Computing on household appliances"
: Neurocomputing, accepted
: JCR(2013) 2.005

* Borja Ayerdi, Ion Marqués and Manuel Graña
: "Spatially regularized semisupervised Ensembles of Extreme Learning Machines for hyperspectral image segmentation"
: Neurocomputing, In Press [http://dx.doi.org/10.1016/j.neucom.2014.01.068 Doi]
: JCR(2013) 2.005

* Ion Marques, Manuel Graña
: "Hybrid Sparse Linear and Lattice Method for Hyperspectral Image Unmixing"
: Proceedings of HAIS 2014, Salamanca, Spain, June 11-13, 2014.
: Lecture Notes in Computer Science Volume 8480, pp 266-273 [http://dx.doi.org/10.1007/978-3-319-07617-1_24 Doi]

====2013====

* Iñigo Barandiaran, Odei Maiz, Ion Marqués and Manuel Grana
: "ELM for Retinal Vessel Classiﬁcation"
: Proceedings of ELM2013, Beijing, China.
: Adaptation, Learning, and Optimization, vol 16, Pages 135-143 [http://dx.doi.org/10.1007/978-3-319-04741-6_10 Doi]

* Borja Fernandez-Gauna, Ion Marqués, Manuel Graña
: "Undesired State-Action Prediction in Multi-Agent Reinforcement Learning. Application to Multicomponent Robotic System control."
: Information Sciences vol 232, Pages 309–324 [http://dx.doi.org/10.1016/j.ins.2012.12.021 Doi]
: JCR(2011) 2.833 JCR(2013) 3.893

* Ion Marqués, Manuel Graña
: "Greedy sparsification WM algorithm for endmember induction in hyperspectral images."
: Proceedings of the [http://www.iwinac.uned.es/iwinac2013/ IWINAC 2013], Mallorca, Spain. June 10-13, 2013.
: LNCS vol 7931, Pages 336-344 [http://link.springer.com/chapter/10.1007/978-3-642-38622-0_35 Link]

* Manuel Graña, Ion Marqués, Alexandre Savio, Bruno Apolloni.
: "A domestic application of Intelligent Social Computing: the SandS project."
: Proceedings of the [http://soco13.usal.es SOCO 2013], Salamanca, Spain. September 11-13, 2013.
: AISC vol 239, Pages 221-228 [http://link.springer.com/chapter/10.1007/978-3-319-01854-6_23 Link]

====2012====

* Ion Marqués, Manuel Graña.
: "Fusion of lattice independent and linear features improving face identification."
: Neurocomputing, Vol. 114, pp. 80-85. [10.1016/j.neucom.2012.06.045 Doi]
: JCR (2011) 1.580 JCR(2013) 2.005

* Ion Marqués, Manuel Graña.
: "Image security and biometrics: A review." [[media: imarques-HAIS2012.pdf|Slides]]
: Proceedings of the [http://hais.usal.es/ HAIS 2012], Salamanca, Spain. March 28-30, 2012.
: LNCS, 2012, vol. 7209, part II, pp. 436-447, [http://dx.doi.org/10.1007/978-3-642-28931-6_42 Doi]

* Ion Marques, Manuel Graña
: "Face recognition with Lattice Independent Component Analysis and Extreme Learning Machines." [http://www.ehu.es/ccwintco/groupware/webdav.php/apps/phpbrain/368/presentation-ELM2011.pdf Slides]
: Soft Computing, Vol. 16, Num. 9 (2012), pp.1525-1537,[http://dx.doi.org/10.1007/s00500-012-0826-4 Doi]
: JCR (2011) 1.880 JCR(2013) 1.304

====2011====

* Ion Marqués, Manuel Graña.
: "Experiments on Lattice Independent Component Analysis for Face Recognition." [[Media:presentation-IWINAC11.pdf | Slides]]
: Proceedings of the [http://www.iwinac.uned.es/iwinac2011/ IWINAC 2011], La Palma, Spain. May 30-June 3, 2011.
: Lecture Notes in Computer Science, 2011, vol. 6678, pp.286-294, [http://dx.doi.org/10.1007/978-3-642-21326-7_31 Doi].

====2010====

* Ion Marqués, Manuel Graña
: "Face processing for security: a short review." [[Media:presentation-CISIS10.pdf | Slides]]
: Proceedings of the [http://gicap.ubu.es/cisis2010/home/home.shtml CISIS 2010], León, Spain, November 11-12, 2010.
: Advances in Intelligent and Soft Computing, 2010, vol. 85, pp. 89-96, [http://dx.doi.org/10.1007/978-3-642-16626-6_10 Doi]

== Conferences ==
* Co-organized [http://kes2012.kesinternational.org/ KES 2012].
* Session chair at International Symposium on Extreme Learning Machines (ELM'2011), Hangzhou, China.
* Attended [http://gicap.ubu.es/cisis2013/ CISIS] (2010), [http://hais.usal.es/ HAIS] (2010 and 2012), [http://iwinac.uned.es IWINAC] (2011 and 2013), [http://soco.usal.es/ SOCO] (2013), [http://kes2012.kesinternational.org/ KES] (2012), in Spain; [http://www.ntu.edu.sg/home/egbhuang/ ELM] (2011 and 2013) in China; [http://www.ntu.edu.sg/home/egbhuang/ ELM] (2012) in Singapore; [http://www.fi-dublin.eu/ Future Internet Assembly] (2013) in Ireland.

== Research Areas ==
* Face recognition
* Facial expression analysis
* Hyperspectral imaging
* Lattice computing
* Extreme Learning Machines

== Bookmarks ==

==== General ====
:[http://ieeexplore.ieee.org/Xplore/dynhome.jsp?tag=1 IEEE Xplore]
:[http://ieeexplore.ieee.org.ezlibproxy1.ntu.edu.sg/ IEEE Xplore - NTU login]
:[http://www.springerlink.com/ SpringerLink]
:[http://ezlibproxy1.ntu.edu.sg/login?url=http://link.springer.com/ SpringerLink - NTU login]
:[http://www.sciencedirect.com/ ScienceDirect]
:[http://ezlibproxy1.ntu.edu.sg/login?url=http://www.sciencedirect.com ScienceDirect - NTU login]
:[http://www.wikicfp.com/ WikiCFP : Call For Papers of Conferences, Workshops and Journals]
:[http://www.accesowok.fecyt.es/login/ ISI Web of Knowledge - UPV/EHU login]
:[http://ezlibproxy1.ntu.edu.sg/login?url=http://webofknowledge.com ISI Web of Knowledge - NTU login]
:[http://www.arc.gov.au/era/era_journal_list.htm Ranked Outlets - Australian Research Council (ARC)]
:[http://www.informatik.uni-trier.de/~ley/db/index.html DBLP Bibliography]
:[https://www.educacion.es/teseo/irGestionarConsulta.do Teseo]
:[http://www.biblioteka.ehu.es/p207-content/es/contenidos/enlace/biblioteca_internet/es_biblione/biblioteca_internet.html Biblioteka EHU - Recursos temáticos en Internet]

==== Software ====
:[http://www.scilab.org/ Scilab]
:[http://sivp.sourceforge.net/ SIVC (image processing tool) for Scilab]
:[http://photobatch.stani.be/ Phatch - Photo Batch Processor]
:[https://github.com/davvil/pdfpc PDFPC] A presenter console with multi-monitor support for PDF files

== Code (Matlab) ==

==== Feature Extraction ====
:[http://www.ehu.es/ccwintco/groupware/webdav.php/apps/phpbrain/368/xPCA-LDA_2011-09-30.zip PCA, 2DPCA, 2D2PCA, B2DPCA, kernel-PCA.]
:[http://www.ehu.es/ccwintco/groupware/webdav.php/apps/phpbrain/368/xPCA-LDA_2011-09-30.zip LDA with PCA, 2DPCA, 2D2PCA, B2DPCA or kernel-PCA preprocess.]
:[http://www.ehu.es/ccwintco/groupware/webdav.php/apps/phpbrain/368/trasFaceDetection-code-2011-04-28.zip PCA, ICAs, LDA and LICA.]
:[http://www.ehu.es/ccwintco/index.php/Endmember_Induction_Algorithms_(EIAs)_for_MATLAB_and_SCILAB Endmember Induction Algorithms]
==== Classifiers ====
:[http://www.ehu.es/ccwintco/groupware/webdav.php/apps/phpbrain/368/code_ELMs_2011-07-08.zip ELM, ELM with ridge regression, kernel-ELM and 1-NN.]
==== SandS project ====
:[http://www.ehu.es/ccwintco/uploads/3/3b/SandS_DB_2014-03-26.zip Data base, plus the generating code.]

== Revistas objetivo ==
(de mayor a menor factor de impacto)

: IEEE PAMI 5.308(2010) 4.908(2011) 4.795(2012) 5.694(2013)
: Information Sciences 2.836(2010) 2.833(2011) 3.643(2012) 3.893(2013)
: International Journal of Computer Vision 5.151(2010) 3.741(2011) 3.623(2012) 3.533(2013)
: Information Fusion 1.621 (2010) 1.467(2011) 2.262(2012) 3.472(2013)
: IEEE TGARS 2.485(2010) 2.895(2011) 3.467(2012) 2.933(2013)
: IEEE J-STARS 1.140(2010) 1.489(2011) 2.874(2012) 2.827(2013)
: Pattern Recognition 2.682(2010) 2.292(2011) 2.632(2012) 2.584(2013)
: Neurocomputing 1.442 (2010) 1.580(2011) 1.634(2012) 2.005(2013)
: Machine Learning 1.967(2010) 1.587(2011) 1.454(2012) 1.689(2013)
: Image and Vision Computing 1.578 (2010) 1.723(2011) 1.959(2012) 1.581(2013)
: Computer Vision and Image Understanding 2.534 (2010) 2.485 (2011) 1.232(2012) 1.358(2013)
: Soft Computing 1.512(2010) 1.880(2011) 1.124(2012) 1.304(2013)
: Pattern Recognition Letters 1.235(2010) 1.034(2011) 1.266(2012) 1.062(2013)

== Informes internos ==
:[http://www.ehu.es/ccwintco/index.php/Jornada_GIC_random_forests_2012-01-27#distribuci.C3.B3n_de_articulos_a_presentar GIC "Random Forest and Classifier Ensembles" Seminar]
:[http://www.ehu.es/ccwintco/uploads/f/f0/HypSpec-DB.pdf Multi/Hyperspectral face image DB examples. Presentation]
:[http://www.ehu.es/ccwintco/uploads/d/d2/PFC-IonMarqu%C3%A9s.pdf Proyecto Fin de Carrera]
:[http://www.ehu.es/ccwintco/uploads/c/c2/InstruccionesLyX-PFC.pdf Instrucciones plantilla LyX Proyecto Fin de Carrera]
:[http://www.ehu.es/ccwintco/groupware/webdav.php/apps/phpbrain/420/face_Detection_openCV.pdf Face detection in Scilab/OpenCV - slides]
:[http://www.ehu.es/ccwintco/groupware/webdav.php/apps/phpbrain/420/ELM_basics.pdf Extreme Learning Machines (ELM) basics - slides]
:[http://www.ehu.es/ccwintco/groupware/index.php?menuaction=phpbrain.uikb.view_article&art_id=264 Materiales del Máster]
:[http://www.ehu.es/ccwintco/groupware/index.php?menuaction=phpbrain.uikb.view_article&art_id=460 Instrucciones y código Weka]
:[http://www.ehu.es/ccwintco/groupware/webdav.php/apps/phpbrain/460/StatMeasures_Weka.pdf Terminología estadística en Weka]
:[http://www.ehu.es/ccwintco/groupware/webdav.php/apps/phpbrain/368/ELM2011-recap.pdf ELM'2011 informe breve]

== Estado burocrático de la tesis ==

: Director: Manuel Graña

:[http://www.hezkuntza.ejgv.euskadi.net/r43-5552/es/contenidos/informacion/dib4/es_2035/bfi_c.html Beca del Gobierno Vasco].

----

[[File:Screenshot_2014-03-25_12.45.07.png | center | 700px | thumb | Word cloud, from the text of my papers.]]

----

[http://youtu.be/ti3l3wGJc5U Where the failed experiments go]

Usuario:Ion.marques

2014-10-03T11:52:28Z

Ion.marques: /* 2013 */

== Ion Marqués ==

* Contact: ion.marques_at_ehu.es
* Postal address:
: Att: Ion Marqués
: Grupo de Inteligencia Computacional
: Facultad de Informática
: Universidad del País Vasco (UPV/EHU)
: Paseo Manuel Lardizabal 1, 20018 Donostia-San Sebastián (Spain)

== Studies ==

* Engineer in Computer Science (June 2010) - Universidad del País Vasco (UPV/EHU)
* [http://www.kisa.ehu.es/ Masters Degree in Computational Engineering and Intelligent Systems] (2010/2011) - Universidad del País Vasco (UPV/EHU).
** Awarded Best Student Prize for MSc in Computational Engineering and Intelligent Systems 2010/2011.

* Currently:
: 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).

== Working experience / Grants ==

* March 2014 - ongoing: Visiting PhD student at
: Electrical & Computer Engineering, University of Texas at El Paso (USA).

* January 2011 - ongoing: [http://www.hezkuntza.ejgv.euskadi.net/r43-5552/es/contenidos/informacion/dib4/es_2035/bfi_c.html Beca predoctoral / Predoctoral fellowship] granted by
: Gobierno Vasco / Basque Government at
: Universidad del País Vasco (UPV/EHU), [http://www.ehu.es/ccwintco/ Computational Intelligence Group] (Spain).

* November 2012 - February 2013: Research Assistant Internship at
: School of Electrical & Electronic Engineering , Nanyang Technological University (Singapore).

* August 2010 - December 2010: Personal Investigador Contratado / Hired researcher at
: Universidad del País Vasco (UPV/EHU), [http://www.ehu.es/ccwintco/ Computational Intelligence Group] (Spain).
: Project: University-industry. Study of the state of the art in biometric recognition.

* July 2008 - October 2008: IT technician and database administrator at
: Festival de San Sebastián International Film Festival (Spain).

* July 2007 - September 2007: Prácticas en empresa / Internship:
: Festival de San Sebastián International Film Festival - UPV/EHU (Spain).
: IT technician, database administration.

== Publications ==
====2014====

* Ion Marques, Manuel Graña, Anna Kaminska-Chuchmala, Bruno Apolloni
: "An Experiment of Subconscious Intelligent Social Computing on household appliances"
: Neurocomputing, accepted
: JCR(2013) 2.005

* Borja Ayerdi, Ion Marqués and Manuel Grana
: "Spatially regularized semisupervised Ensembles of Extreme Learning Machines for hyperspectral image segmentation"
: Neurocomputing, In Press [http://dx.doi.org/10.1016/j.neucom.2014.01.068 Doi]
: JCR(2013) 2.005

====2013====

* Iñigo Barandiaran, Odei Maiz, Ion Marqués and Manuel Grana
: "ELM for Retinal Vessel Classiﬁcation"
: Proceedings of ELM2013, Beijing, China.
: Adaptation, Learning, and Optimization, vol 16, Pages 135-143 [http://dx.doi.org/10.1007/978-3-319-04741-6_10 Doi]

* Borja Fernandez-Gauna, Ion Marqués, Manuel Graña
: "Undesired State-Action Prediction in Multi-Agent Reinforcement Learning. Application to Multicomponent Robotic System control."
: Information Sciences vol 232, Pages 309–324 [http://dx.doi.org/10.1016/j.ins.2012.12.021 Doi]
: JCR(2011) 2.833 JCR(2013) 3.893

* Ion Marqués, Manuel Graña
: "Greedy sparsification WM algorithm for endmember induction in hyperspectral images."
: Proceedings of the [http://www.iwinac.uned.es/iwinac2013/ IWINAC 2013], Mallorca, Spain. June 10-13, 2013.
: LNCS vol 7931, Pages 336-344 [http://link.springer.com/chapter/10.1007/978-3-642-38622-0_35 Link]

* Manuel Graña, Ion Marqués, Alexandre Savio, Bruno Apolloni.
: "A domestic application of Intelligent Social Computing: the SandS project."
: Proceedings of the [http://soco13.usal.es SOCO 2013], Salamanca, Spain. September 11-13, 2013.
: AISC vol 239, Pages 221-228 [http://link.springer.com/chapter/10.1007/978-3-319-01854-6_23 Link]

====2012====

* Ion Marqués, Manuel Graña.
: "Fusion of lattice independent and linear features improving face identification."
: Neurocomputing, Vol. 114, pp. 80-85. [10.1016/j.neucom.2012.06.045 Doi]
: JCR (2011) 1.580 JCR(2013) 2.005

* Ion Marqués, Manuel Graña.
: "Image security and biometrics: A review." [[media: imarques-HAIS2012.pdf|Slides]]
: Proceedings of the [http://hais.usal.es/ HAIS 2012], Salamanca, Spain. March 28-30, 2012.
: LNCS, 2012, vol. 7209, part II, pp. 436-447, [http://dx.doi.org/10.1007/978-3-642-28931-6_42 Doi]

* Ion Marques, Manuel Graña
: "Face recognition with Lattice Independent Component Analysis and Extreme Learning Machines." [http://www.ehu.es/ccwintco/groupware/webdav.php/apps/phpbrain/368/presentation-ELM2011.pdf Slides]
: Soft Computing, Vol. 16, Num. 9 (2012), pp.1525-1537,[http://dx.doi.org/10.1007/s00500-012-0826-4 Doi]
: JCR (2011) 1.880 JCR(2013) 1.304

====2011====

* Ion Marqués, Manuel Graña.
: "Experiments on Lattice Independent Component Analysis for Face Recognition." [[Media:presentation-IWINAC11.pdf | Slides]]
: Proceedings of the [http://www.iwinac.uned.es/iwinac2011/ IWINAC 2011], La Palma, Spain. May 30-June 3, 2011.
: Lecture Notes in Computer Science, 2011, vol. 6678, pp.286-294, [http://dx.doi.org/10.1007/978-3-642-21326-7_31 Doi].

====2010====

* Ion Marqués, Manuel Graña
: "Face processing for security: a short review." [[Media:presentation-CISIS10.pdf | Slides]]
: Proceedings of the [http://gicap.ubu.es/cisis2010/home/home.shtml CISIS 2010], León, Spain, November 11-12, 2010.
: Advances in Intelligent and Soft Computing, 2010, vol. 85, pp. 89-96, [http://dx.doi.org/10.1007/978-3-642-16626-6_10 Doi]

== Conferences ==
* Co-organized [http://kes2012.kesinternational.org/ KES 2012].
* Session chair at International Symposium on Extreme Learning Machines (ELM'2011), Hangzhou, China.
* Attended [http://gicap.ubu.es/cisis2013/ CISIS] (2010), [http://hais.usal.es/ HAIS] (2010 and 2012), [http://iwinac.uned.es IWINAC] (2011 and 2013), [http://soco.usal.es/ SOCO] (2013), [http://kes2012.kesinternational.org/ KES] (2012), in Spain; [http://www.ntu.edu.sg/home/egbhuang/ ELM] (2011 and 2013) in China; [http://www.ntu.edu.sg/home/egbhuang/ ELM] (2012) in Singapore; [http://www.fi-dublin.eu/ Future Internet Assembly] (2013) in Ireland.

== Research Areas ==
* Face recognition
* Facial expression analysis
* Hyperspectral imaging
* Lattice computing
* Extreme Learning Machines

== Bookmarks ==

==== General ====
:[http://ieeexplore.ieee.org/Xplore/dynhome.jsp?tag=1 IEEE Xplore]
:[http://ieeexplore.ieee.org.ezlibproxy1.ntu.edu.sg/ IEEE Xplore - NTU login]
:[http://www.springerlink.com/ SpringerLink]
:[http://ezlibproxy1.ntu.edu.sg/login?url=http://link.springer.com/ SpringerLink - NTU login]
:[http://www.sciencedirect.com/ ScienceDirect]
:[http://ezlibproxy1.ntu.edu.sg/login?url=http://www.sciencedirect.com ScienceDirect - NTU login]
:[http://www.wikicfp.com/ WikiCFP : Call For Papers of Conferences, Workshops and Journals]
:[http://www.accesowok.fecyt.es/login/ ISI Web of Knowledge - UPV/EHU login]
:[http://ezlibproxy1.ntu.edu.sg/login?url=http://webofknowledge.com ISI Web of Knowledge - NTU login]
:[http://www.arc.gov.au/era/era_journal_list.htm Ranked Outlets - Australian Research Council (ARC)]
:[http://www.informatik.uni-trier.de/~ley/db/index.html DBLP Bibliography]
:[https://www.educacion.es/teseo/irGestionarConsulta.do Teseo]
:[http://www.biblioteka.ehu.es/p207-content/es/contenidos/enlace/biblioteca_internet/es_biblione/biblioteca_internet.html Biblioteka EHU - Recursos temáticos en Internet]

==== Software ====
:[http://www.scilab.org/ Scilab]
:[http://sivp.sourceforge.net/ SIVC (image processing tool) for Scilab]
:[http://photobatch.stani.be/ Phatch - Photo Batch Processor]
:[https://github.com/davvil/pdfpc PDFPC] A presenter console with multi-monitor support for PDF files

== Code (Matlab) ==

==== Feature Extraction ====
:[http://www.ehu.es/ccwintco/groupware/webdav.php/apps/phpbrain/368/xPCA-LDA_2011-09-30.zip PCA, 2DPCA, 2D2PCA, B2DPCA, kernel-PCA.]
:[http://www.ehu.es/ccwintco/groupware/webdav.php/apps/phpbrain/368/xPCA-LDA_2011-09-30.zip LDA with PCA, 2DPCA, 2D2PCA, B2DPCA or kernel-PCA preprocess.]
:[http://www.ehu.es/ccwintco/groupware/webdav.php/apps/phpbrain/368/trasFaceDetection-code-2011-04-28.zip PCA, ICAs, LDA and LICA.]
:[http://www.ehu.es/ccwintco/index.php/Endmember_Induction_Algorithms_(EIAs)_for_MATLAB_and_SCILAB Endmember Induction Algorithms]
==== Classifiers ====
:[http://www.ehu.es/ccwintco/groupware/webdav.php/apps/phpbrain/368/code_ELMs_2011-07-08.zip ELM, ELM with ridge regression, kernel-ELM and 1-NN.]
==== SandS project ====
:[http://www.ehu.es/ccwintco/uploads/3/3b/SandS_DB_2014-03-26.zip Data base, plus the generating code.]

== Revistas objetivo ==
(de mayor a menor factor de impacto)

: IEEE PAMI 5.308(2010) 4.908(2011) 4.795(2012) 5.694(2013)
: Information Sciences 2.836(2010) 2.833(2011) 3.643(2012) 3.893(2013)
: International Journal of Computer Vision 5.151(2010) 3.741(2011) 3.623(2012) 3.533(2013)
: Information Fusion 1.621 (2010) 1.467(2011) 2.262(2012) 3.472(2013)
: IEEE TGARS 2.485(2010) 2.895(2011) 3.467(2012) 2.933(2013)
: IEEE J-STARS 1.140(2010) 1.489(2011) 2.874(2012) 2.827(2013)
: Pattern Recognition 2.682(2010) 2.292(2011) 2.632(2012) 2.584(2013)
: Neurocomputing 1.442 (2010) 1.580(2011) 1.634(2012) 2.005(2013)
: Machine Learning 1.967(2010) 1.587(2011) 1.454(2012) 1.689(2013)
: Image and Vision Computing 1.578 (2010) 1.723(2011) 1.959(2012) 1.581(2013)
: Computer Vision and Image Understanding 2.534 (2010) 2.485 (2011) 1.232(2012) 1.358(2013)
: Soft Computing 1.512(2010) 1.880(2011) 1.124(2012) 1.304(2013)
: Pattern Recognition Letters 1.235(2010) 1.034(2011) 1.266(2012) 1.062(2013)

== Informes internos ==
:[http://www.ehu.es/ccwintco/index.php/Jornada_GIC_random_forests_2012-01-27#distribuci.C3.B3n_de_articulos_a_presentar GIC "Random Forest and Classifier Ensembles" Seminar]
:[http://www.ehu.es/ccwintco/uploads/f/f0/HypSpec-DB.pdf Multi/Hyperspectral face image DB examples. Presentation]
:[http://www.ehu.es/ccwintco/uploads/d/d2/PFC-IonMarqu%C3%A9s.pdf Proyecto Fin de Carrera]
:[http://www.ehu.es/ccwintco/uploads/c/c2/InstruccionesLyX-PFC.pdf Instrucciones plantilla LyX Proyecto Fin de Carrera]
:[http://www.ehu.es/ccwintco/groupware/webdav.php/apps/phpbrain/420/face_Detection_openCV.pdf Face detection in Scilab/OpenCV - slides]
:[http://www.ehu.es/ccwintco/groupware/webdav.php/apps/phpbrain/420/ELM_basics.pdf Extreme Learning Machines (ELM) basics - slides]
:[http://www.ehu.es/ccwintco/groupware/index.php?menuaction=phpbrain.uikb.view_article&art_id=264 Materiales del Máster]
:[http://www.ehu.es/ccwintco/groupware/index.php?menuaction=phpbrain.uikb.view_article&art_id=460 Instrucciones y código Weka]
:[http://www.ehu.es/ccwintco/groupware/webdav.php/apps/phpbrain/460/StatMeasures_Weka.pdf Terminología estadística en Weka]
:[http://www.ehu.es/ccwintco/groupware/webdav.php/apps/phpbrain/368/ELM2011-recap.pdf ELM'2011 informe breve]

== Estado burocrático de la tesis ==

: Director: Manuel Graña

:[http://www.hezkuntza.ejgv.euskadi.net/r43-5552/es/contenidos/informacion/dib4/es_2035/bfi_c.html Beca del Gobierno Vasco].

----

[[File:Screenshot_2014-03-25_12.45.07.png | center | 700px | thumb | Word cloud, from the text of my papers.]]

----

[http://youtu.be/ti3l3wGJc5U Where the failed experiments go]

Usuario:Ion.marques

2014-10-03T11:43:17Z

Ion.marques: /* 2012 */

== Ion Marqués ==

* Contact: ion.marques_at_ehu.es
* Postal address:
: Att: Ion Marqués
: Grupo de Inteligencia Computacional
: Facultad de Informática
: Universidad del País Vasco (UPV/EHU)
: Paseo Manuel Lardizabal 1, 20018 Donostia-San Sebastián (Spain)

== Studies ==

* Engineer in Computer Science (June 2010) - Universidad del País Vasco (UPV/EHU)
* [http://www.kisa.ehu.es/ Masters Degree in Computational Engineering and Intelligent Systems] (2010/2011) - Universidad del País Vasco (UPV/EHU).
** Awarded Best Student Prize for MSc in Computational Engineering and Intelligent Systems 2010/2011.

* Currently:
: 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).

== Working experience / Grants ==

* March 2014 - ongoing: Visiting PhD student at
: Electrical & Computer Engineering, University of Texas at El Paso (USA).

* January 2011 - ongoing: [http://www.hezkuntza.ejgv.euskadi.net/r43-5552/es/contenidos/informacion/dib4/es_2035/bfi_c.html Beca predoctoral / Predoctoral fellowship] granted by
: Gobierno Vasco / Basque Government at
: Universidad del País Vasco (UPV/EHU), [http://www.ehu.es/ccwintco/ Computational Intelligence Group] (Spain).

* November 2012 - February 2013: Research Assistant Internship at
: School of Electrical & Electronic Engineering , Nanyang Technological University (Singapore).

* August 2010 - December 2010: Personal Investigador Contratado / Hired researcher at
: Universidad del País Vasco (UPV/EHU), [http://www.ehu.es/ccwintco/ Computational Intelligence Group] (Spain).
: Project: University-industry. Study of the state of the art in biometric recognition.

* July 2008 - October 2008: IT technician and database administrator at
: Festival de San Sebastián International Film Festival (Spain).

* July 2007 - September 2007: Prácticas en empresa / Internship:
: Festival de San Sebastián International Film Festival - UPV/EHU (Spain).
: IT technician, database administration.

== Publications ==
====2014====

* Ion Marques, Manuel Graña, Anna Kaminska-Chuchmala, Bruno Apolloni
: "An Experiment of Subconscious Intelligent Social Computing on household appliances"
: Neurocomputing, accepted
: JCR(2013) 2.005

* Borja Ayerdi, Ion Marqués and Manuel Grana
: "Spatially regularized semisupervised Ensembles of Extreme Learning Machines for hyperspectral image segmentation"
: Neurocomputing, In Press [http://dx.doi.org/10.1016/j.neucom.2014.01.068 Doi]
: JCR(2013) 2.005

====2013====

* Iñigo Barandiaran, Odei Maiz, Ion Marqués and Manuel Grana
: "ELM for Retinal Vessel Classiﬁcation"
: Proceedings of ELM2013, Springer-Verlag

* Borja Fernandez-Gauna, Ion Marqués, Manuel Graña
: "Undesired State-Action Prediction in Multi-Agent Reinforcement Learning. Application to Multicomponent Robotic System control."
: Information Sciences Volume 232, Pages 309–324 [http://dx.doi.org/10.1016/j.ins.2012.12.021 Doi]
: JCR(2011) 2.833 JCR(2013) 3.893

* Ion Marqués, Manuel Graña
: "Greedy sparsification WM algorithm for endmember induction in hyperspectral images."
: Proceedings of the [http://www.iwinac.uned.es/iwinac2013/ IWINAC 2013], Mallorca, Spain. June 10-13, 2013.
: LNCS vol 7931, Pages 336-344 [http://link.springer.com/chapter/10.1007/978-3-642-38622-0_35 Link]

* Manuel Graña, Ion Marqués, Alexandre Savio, Bruno Apolloni.
: "A domestic application of Intelligent Social Computing: the SandS project."
: Proceedings of the [http://soco13.usal.es SOCO 2013], Salamanca, Spain. September 11-13, 2013.
: AISC vol 239, Pages 221-228 [http://link.springer.com/chapter/10.1007/978-3-319-01854-6_23 Link]

====2012====

* Ion Marqués, Manuel Graña.
: "Fusion of lattice independent and linear features improving face identification."
: Neurocomputing, Vol. 114, pp. 80-85. [10.1016/j.neucom.2012.06.045 Doi]
: JCR (2011) 1.580 JCR(2013) 2.005

* Ion Marqués, Manuel Graña.
: "Image security and biometrics: A review." [[media: imarques-HAIS2012.pdf|Slides]]
: Proceedings of the [http://hais.usal.es/ HAIS 2012], Salamanca, Spain. March 28-30, 2012.
: LNCS, 2012, vol. 7209, part II, pp. 436-447, [http://dx.doi.org/10.1007/978-3-642-28931-6_42 Doi]

* Ion Marques, Manuel Graña
: "Face recognition with Lattice Independent Component Analysis and Extreme Learning Machines." [http://www.ehu.es/ccwintco/groupware/webdav.php/apps/phpbrain/368/presentation-ELM2011.pdf Slides]
: Soft Computing, Vol. 16, Num. 9 (2012), pp.1525-1537,[http://dx.doi.org/10.1007/s00500-012-0826-4 Doi]
: JCR (2011) 1.880 JCR(2013) 1.304

====2011====

* Ion Marqués, Manuel Graña.
: "Experiments on Lattice Independent Component Analysis for Face Recognition." [[Media:presentation-IWINAC11.pdf | Slides]]
: Proceedings of the [http://www.iwinac.uned.es/iwinac2011/ IWINAC 2011], La Palma, Spain. May 30-June 3, 2011.
: Lecture Notes in Computer Science, 2011, vol. 6678, pp.286-294, [http://dx.doi.org/10.1007/978-3-642-21326-7_31 Doi].

====2010====

* Ion Marqués, Manuel Graña
: "Face processing for security: a short review." [[Media:presentation-CISIS10.pdf | Slides]]
: Proceedings of the [http://gicap.ubu.es/cisis2010/home/home.shtml CISIS 2010], León, Spain, November 11-12, 2010.
: Advances in Intelligent and Soft Computing, 2010, vol. 85, pp. 89-96, [http://dx.doi.org/10.1007/978-3-642-16626-6_10 Doi]

== Conferences ==
* Co-organized [http://kes2012.kesinternational.org/ KES 2012].
* Session chair at International Symposium on Extreme Learning Machines (ELM'2011), Hangzhou, China.
* Attended [http://gicap.ubu.es/cisis2013/ CISIS] (2010), [http://hais.usal.es/ HAIS] (2010 and 2012), [http://iwinac.uned.es IWINAC] (2011 and 2013), [http://soco.usal.es/ SOCO] (2013), [http://kes2012.kesinternational.org/ KES] (2012), in Spain; [http://www.ntu.edu.sg/home/egbhuang/ ELM] (2011 and 2013) in China; [http://www.ntu.edu.sg/home/egbhuang/ ELM] (2012) in Singapore; [http://www.fi-dublin.eu/ Future Internet Assembly] (2013) in Ireland.

== Research Areas ==
* Face recognition
* Facial expression analysis
* Hyperspectral imaging
* Lattice computing
* Extreme Learning Machines

== Bookmarks ==

==== General ====
:[http://ieeexplore.ieee.org/Xplore/dynhome.jsp?tag=1 IEEE Xplore]
:[http://ieeexplore.ieee.org.ezlibproxy1.ntu.edu.sg/ IEEE Xplore - NTU login]
:[http://www.springerlink.com/ SpringerLink]
:[http://ezlibproxy1.ntu.edu.sg/login?url=http://link.springer.com/ SpringerLink - NTU login]
:[http://www.sciencedirect.com/ ScienceDirect]
:[http://ezlibproxy1.ntu.edu.sg/login?url=http://www.sciencedirect.com ScienceDirect - NTU login]
:[http://www.wikicfp.com/ WikiCFP : Call For Papers of Conferences, Workshops and Journals]
:[http://www.accesowok.fecyt.es/login/ ISI Web of Knowledge - UPV/EHU login]
:[http://ezlibproxy1.ntu.edu.sg/login?url=http://webofknowledge.com ISI Web of Knowledge - NTU login]
:[http://www.arc.gov.au/era/era_journal_list.htm Ranked Outlets - Australian Research Council (ARC)]
:[http://www.informatik.uni-trier.de/~ley/db/index.html DBLP Bibliography]
:[https://www.educacion.es/teseo/irGestionarConsulta.do Teseo]
:[http://www.biblioteka.ehu.es/p207-content/es/contenidos/enlace/biblioteca_internet/es_biblione/biblioteca_internet.html Biblioteka EHU - Recursos temáticos en Internet]

==== Software ====
:[http://www.scilab.org/ Scilab]
:[http://sivp.sourceforge.net/ SIVC (image processing tool) for Scilab]
:[http://photobatch.stani.be/ Phatch - Photo Batch Processor]
:[https://github.com/davvil/pdfpc PDFPC] A presenter console with multi-monitor support for PDF files

== Code (Matlab) ==

==== Feature Extraction ====
:[http://www.ehu.es/ccwintco/groupware/webdav.php/apps/phpbrain/368/xPCA-LDA_2011-09-30.zip PCA, 2DPCA, 2D2PCA, B2DPCA, kernel-PCA.]
:[http://www.ehu.es/ccwintco/groupware/webdav.php/apps/phpbrain/368/xPCA-LDA_2011-09-30.zip LDA with PCA, 2DPCA, 2D2PCA, B2DPCA or kernel-PCA preprocess.]
:[http://www.ehu.es/ccwintco/groupware/webdav.php/apps/phpbrain/368/trasFaceDetection-code-2011-04-28.zip PCA, ICAs, LDA and LICA.]
:[http://www.ehu.es/ccwintco/index.php/Endmember_Induction_Algorithms_(EIAs)_for_MATLAB_and_SCILAB Endmember Induction Algorithms]
==== Classifiers ====
:[http://www.ehu.es/ccwintco/groupware/webdav.php/apps/phpbrain/368/code_ELMs_2011-07-08.zip ELM, ELM with ridge regression, kernel-ELM and 1-NN.]
==== SandS project ====
:[http://www.ehu.es/ccwintco/uploads/3/3b/SandS_DB_2014-03-26.zip Data base, plus the generating code.]

== Revistas objetivo ==
(de mayor a menor factor de impacto)

: IEEE PAMI 5.308(2010) 4.908(2011) 4.795(2012) 5.694(2013)
: Information Sciences 2.836(2010) 2.833(2011) 3.643(2012) 3.893(2013)
: International Journal of Computer Vision 5.151(2010) 3.741(2011) 3.623(2012) 3.533(2013)
: Information Fusion 1.621 (2010) 1.467(2011) 2.262(2012) 3.472(2013)
: IEEE TGARS 2.485(2010) 2.895(2011) 3.467(2012) 2.933(2013)
: IEEE J-STARS 1.140(2010) 1.489(2011) 2.874(2012) 2.827(2013)
: Pattern Recognition 2.682(2010) 2.292(2011) 2.632(2012) 2.584(2013)
: Neurocomputing 1.442 (2010) 1.580(2011) 1.634(2012) 2.005(2013)
: Machine Learning 1.967(2010) 1.587(2011) 1.454(2012) 1.689(2013)
: Image and Vision Computing 1.578 (2010) 1.723(2011) 1.959(2012) 1.581(2013)
: Computer Vision and Image Understanding 2.534 (2010) 2.485 (2011) 1.232(2012) 1.358(2013)
: Soft Computing 1.512(2010) 1.880(2011) 1.124(2012) 1.304(2013)
: Pattern Recognition Letters 1.235(2010) 1.034(2011) 1.266(2012) 1.062(2013)

== Informes internos ==
:[http://www.ehu.es/ccwintco/index.php/Jornada_GIC_random_forests_2012-01-27#distribuci.C3.B3n_de_articulos_a_presentar GIC "Random Forest and Classifier Ensembles" Seminar]
:[http://www.ehu.es/ccwintco/uploads/f/f0/HypSpec-DB.pdf Multi/Hyperspectral face image DB examples. Presentation]
:[http://www.ehu.es/ccwintco/uploads/d/d2/PFC-IonMarqu%C3%A9s.pdf Proyecto Fin de Carrera]
:[http://www.ehu.es/ccwintco/uploads/c/c2/InstruccionesLyX-PFC.pdf Instrucciones plantilla LyX Proyecto Fin de Carrera]
:[http://www.ehu.es/ccwintco/groupware/webdav.php/apps/phpbrain/420/face_Detection_openCV.pdf Face detection in Scilab/OpenCV - slides]
:[http://www.ehu.es/ccwintco/groupware/webdav.php/apps/phpbrain/420/ELM_basics.pdf Extreme Learning Machines (ELM) basics - slides]
:[http://www.ehu.es/ccwintco/groupware/index.php?menuaction=phpbrain.uikb.view_article&art_id=264 Materiales del Máster]
:[http://www.ehu.es/ccwintco/groupware/index.php?menuaction=phpbrain.uikb.view_article&art_id=460 Instrucciones y código Weka]
:[http://www.ehu.es/ccwintco/groupware/webdav.php/apps/phpbrain/460/StatMeasures_Weka.pdf Terminología estadística en Weka]
:[http://www.ehu.es/ccwintco/groupware/webdav.php/apps/phpbrain/368/ELM2011-recap.pdf ELM'2011 informe breve]

== Estado burocrático de la tesis ==

: Director: Manuel Graña

:[http://www.hezkuntza.ejgv.euskadi.net/r43-5552/es/contenidos/informacion/dib4/es_2035/bfi_c.html Beca del Gobierno Vasco].

----

[[File:Screenshot_2014-03-25_12.45.07.png | center | 700px | thumb | Word cloud, from the text of my papers.]]

----

[http://youtu.be/ti3l3wGJc5U Where the failed experiments go]

Archivo:EIA Toolbox reduced v03.zip

2014-09-24T16:45:50Z

Ion.marques: subió una nueva versión de «Archivo:EIA Toolbox reduced v03.zip»

Archivo:EIA Toolbox reduced v03.zip

2014-09-24T16:44:58Z

Ion.marques: subió una nueva versión de «Archivo:EIA Toolbox reduced v03.zip»

Archivo:EIA Toolbox reduced v03.zip

2014-09-21T11:42:46Z

Ion.marques: subió una nueva versión de «Archivo:EIA Toolbox reduced v03.zip»

Usuario:Ion.marques

2014-09-19T16:08:09Z

Ion.marques: /* Revistas objetivo */

== Ion Marqués ==

* Contact: ion.marques_at_ehu.es
* Postal address:
: Att: Ion Marqués
: Grupo de Inteligencia Computacional
: Facultad de Informática
: Universidad del País Vasco (UPV/EHU)
: Paseo Manuel Lardizabal 1, 20018 Donostia-San Sebastián (Spain)

== Studies ==

* Engineer in Computer Science (June 2010) - Universidad del País Vasco (UPV/EHU)
* [http://www.kisa.ehu.es/ Masters Degree in Computational Engineering and Intelligent Systems] (2010/2011) - Universidad del País Vasco (UPV/EHU).
** Awarded Best Student Prize for MSc in Computational Engineering and Intelligent Systems 2010/2011.

* Currently:
: 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).

== Working experience / Grants ==

* March 2014 - ongoing: Visiting PhD student at
: Electrical & Computer Engineering, University of Texas at El Paso (USA).

* January 2011 - ongoing: [http://www.hezkuntza.ejgv.euskadi.net/r43-5552/es/contenidos/informacion/dib4/es_2035/bfi_c.html Beca predoctoral / Predoctoral fellowship] granted by
: Gobierno Vasco / Basque Government at
: Universidad del País Vasco (UPV/EHU), [http://www.ehu.es/ccwintco/ Computational Intelligence Group] (Spain).

* November 2012 - February 2013: Research Assistant Internship at
: School of Electrical & Electronic Engineering , Nanyang Technological University (Singapore).

* August 2010 - December 2010: Personal Investigador Contratado / Hired researcher at
: Universidad del País Vasco (UPV/EHU), [http://www.ehu.es/ccwintco/ Computational Intelligence Group] (Spain).
: Project: University-industry. Study of the state of the art in biometric recognition.

* July 2008 - October 2008: IT technician and database administrator at
: Festival de San Sebastián International Film Festival (Spain).

* July 2007 - September 2007: Prácticas en empresa / Internship:
: Festival de San Sebastián International Film Festival - UPV/EHU (Spain).
: IT technician, database administration.

== Publications ==
====2014====

* Ion Marques, Manuel Graña, Anna Kaminska-Chuchmala, Bruno Apolloni
: "An Experiment of Subconscious Intelligent Social Computing on household appliances"
: Neurocomputing, accepted
: JCR(2013) 2.005

* Borja Ayerdi, Ion Marqués and Manuel Grana
: "Spatially regularized semisupervised Ensembles of Extreme Learning Machines for hyperspectral image segmentation"
: Neurocomputing, In Press [http://dx.doi.org/10.1016/j.neucom.2014.01.068 Doi]
: JCR(2013) 2.005

====2013====

* Iñigo Barandiaran, Odei Maiz, Ion Marqués and Manuel Grana
: "ELM for Retinal Vessel Classiﬁcation"
: Proceedings of ELM2013, Springer-Verlag

* Borja Fernandez-Gauna, Ion Marqués, Manuel Graña
: "Undesired State-Action Prediction in Multi-Agent Reinforcement Learning. Application to Multicomponent Robotic System control."
: Information Sciences Volume 232, Pages 309–324 [http://dx.doi.org/10.1016/j.ins.2012.12.021 Doi]
: JCR(2011) 2.833 JCR(2013) 3.893

* Ion Marqués, Manuel Graña
: "Greedy sparsification WM algorithm for endmember induction in hyperspectral images."
: Proceedings of the [http://www.iwinac.uned.es/iwinac2013/ IWINAC 2013], Mallorca, Spain. June 10-13, 2013.
: LNCS vol 7931, Pages 336-344 [http://link.springer.com/chapter/10.1007/978-3-642-38622-0_35 Link]

* Manuel Graña, Ion Marqués, Alexandre Savio, Bruno Apolloni.
: "A domestic application of Intelligent Social Computing: the SandS project."
: Proceedings of the [http://soco13.usal.es SOCO 2013], Salamanca, Spain. September 11-13, 2013.
: AISC vol 239, Pages 221-228 [http://link.springer.com/chapter/10.1007/978-3-319-01854-6_23 Link]

====2012====

* Ion Marqués, Manuel Graña.
: "Fusion of lattice independent and linear features improving face identification."
: Neurocomputing, Vol. 114, pp. 80-85. [http://dx.doi.org/10.1007/978-3-642-28931-6_42 Doi]
: JCR (2011) 1.580 JCR(2013) 2.005

* Ion Marqués, Manuel Graña.
: "Image security and biometrics: A review." [[media: imarques-HAIS2012.pdf|Slides]]
: Proceedings of the [http://hais.usal.es/ HAIS 2012], Salamanca, Spain. March 28-30, 2012.
: LNCS, 2012, vol. 7209, part II, pp. 436-447, [http://dx.doi.org/10.1007/978-3-642-28931-6_42 Doi]

* Ion Marques, Manuel Graña
: "Face recognition with Lattice Independent Component Analysis and Extreme Learning Machines." [http://www.ehu.es/ccwintco/groupware/webdav.php/apps/phpbrain/368/presentation-ELM2011.pdf Slides]
: Soft Computing, Vol. 16, Num. 9 (2012), pp.1525-1537,[http://dx.doi.org/10.1007/s00500-012-0826-4 Doi]
: JCR (2011) 1.880 JCR(2013) 1.304

====2011====

* Ion Marqués, Manuel Graña.
: "Experiments on Lattice Independent Component Analysis for Face Recognition." [[Media:presentation-IWINAC11.pdf | Slides]]
: Proceedings of the [http://www.iwinac.uned.es/iwinac2011/ IWINAC 2011], La Palma, Spain. May 30-June 3, 2011.
: Lecture Notes in Computer Science, 2011, vol. 6678, pp.286-294, [http://dx.doi.org/10.1007/978-3-642-21326-7_31 Doi].

====2010====

* Ion Marqués, Manuel Graña
: "Face processing for security: a short review." [[Media:presentation-CISIS10.pdf | Slides]]
: Proceedings of the [http://gicap.ubu.es/cisis2010/home/home.shtml CISIS 2010], León, Spain, November 11-12, 2010.
: Advances in Intelligent and Soft Computing, 2010, vol. 85, pp. 89-96, [http://dx.doi.org/10.1007/978-3-642-16626-6_10 Doi]

== Conferences ==
* Co-organized [http://kes2012.kesinternational.org/ KES 2012].
* Session chair at International Symposium on Extreme Learning Machines (ELM'2011), Hangzhou, China.
* Attended [http://gicap.ubu.es/cisis2013/ CISIS] (2010), [http://hais.usal.es/ HAIS] (2010 and 2012), [http://iwinac.uned.es IWINAC] (2011 and 2013), [http://soco.usal.es/ SOCO] (2013), [http://kes2012.kesinternational.org/ KES] (2012), in Spain; [http://www.ntu.edu.sg/home/egbhuang/ ELM] (2011 and 2013) in China; [http://www.ntu.edu.sg/home/egbhuang/ ELM] (2012) in Singapore; [http://www.fi-dublin.eu/ Future Internet Assembly] (2013) in Ireland.

== Research Areas ==
* Face recognition
* Facial expression analysis
* Hyperspectral imaging
* Lattice computing
* Extreme Learning Machines

== Bookmarks ==

==== General ====
:[http://ieeexplore.ieee.org/Xplore/dynhome.jsp?tag=1 IEEE Xplore]
:[http://ieeexplore.ieee.org.ezlibproxy1.ntu.edu.sg/ IEEE Xplore - NTU login]
:[http://www.springerlink.com/ SpringerLink]
:[http://ezlibproxy1.ntu.edu.sg/login?url=http://link.springer.com/ SpringerLink - NTU login]
:[http://www.sciencedirect.com/ ScienceDirect]
:[http://ezlibproxy1.ntu.edu.sg/login?url=http://www.sciencedirect.com ScienceDirect - NTU login]
:[http://www.wikicfp.com/ WikiCFP : Call For Papers of Conferences, Workshops and Journals]
:[http://www.accesowok.fecyt.es/login/ ISI Web of Knowledge - UPV/EHU login]
:[http://ezlibproxy1.ntu.edu.sg/login?url=http://webofknowledge.com ISI Web of Knowledge - NTU login]
:[http://www.arc.gov.au/era/era_journal_list.htm Ranked Outlets - Australian Research Council (ARC)]
:[http://www.informatik.uni-trier.de/~ley/db/index.html DBLP Bibliography]
:[https://www.educacion.es/teseo/irGestionarConsulta.do Teseo]
:[http://www.biblioteka.ehu.es/p207-content/es/contenidos/enlace/biblioteca_internet/es_biblione/biblioteca_internet.html Biblioteka EHU - Recursos temáticos en Internet]

==== Software ====
:[http://www.scilab.org/ Scilab]
:[http://sivp.sourceforge.net/ SIVC (image processing tool) for Scilab]
:[http://photobatch.stani.be/ Phatch - Photo Batch Processor]
:[https://github.com/davvil/pdfpc PDFPC] A presenter console with multi-monitor support for PDF files

== Code (Matlab) ==

==== Feature Extraction ====
:[http://www.ehu.es/ccwintco/groupware/webdav.php/apps/phpbrain/368/xPCA-LDA_2011-09-30.zip PCA, 2DPCA, 2D2PCA, B2DPCA, kernel-PCA.]
:[http://www.ehu.es/ccwintco/groupware/webdav.php/apps/phpbrain/368/xPCA-LDA_2011-09-30.zip LDA with PCA, 2DPCA, 2D2PCA, B2DPCA or kernel-PCA preprocess.]
:[http://www.ehu.es/ccwintco/groupware/webdav.php/apps/phpbrain/368/trasFaceDetection-code-2011-04-28.zip PCA, ICAs, LDA and LICA.]
:[http://www.ehu.es/ccwintco/index.php/Endmember_Induction_Algorithms_(EIAs)_for_MATLAB_and_SCILAB Endmember Induction Algorithms]
==== Classifiers ====
:[http://www.ehu.es/ccwintco/groupware/webdav.php/apps/phpbrain/368/code_ELMs_2011-07-08.zip ELM, ELM with ridge regression, kernel-ELM and 1-NN.]
==== SandS project ====
:[http://www.ehu.es/ccwintco/uploads/3/3b/SandS_DB_2014-03-26.zip Data base, plus the generating code.]

== Revistas objetivo ==
(de mayor a menor factor de impacto)

: IEEE PAMI 5.308(2010) 4.908(2011) 4.795(2012) 5.694(2013)
: Information Sciences 2.836(2010) 2.833(2011) 3.643(2012) 3.893(2013)
: International Journal of Computer Vision 5.151(2010) 3.741(2011) 3.623(2012) 3.533(2013)
: Information Fusion 1.621 (2010) 1.467(2011) 2.262(2012) 3.472(2013)
: IEEE TGARS 2.485(2010) 2.895(2011) 3.467(2012) 2.933(2013)
: IEEE J-STARS 1.140(2010) 1.489(2011) 2.874(2012) 2.827(2013)
: Pattern Recognition 2.682(2010) 2.292(2011) 2.632(2012) 2.584(2013)
: Neurocomputing 1.442 (2010) 1.580(2011) 1.634(2012) 2.005(2013)
: Machine Learning 1.967(2010) 1.587(2011) 1.454(2012) 1.689(2013)
: Image and Vision Computing 1.578 (2010) 1.723(2011) 1.959(2012) 1.581(2013)
: Computer Vision and Image Understanding 2.534 (2010) 2.485 (2011) 1.232(2012) 1.358(2013)
: Soft Computing 1.512(2010) 1.880(2011) 1.124(2012) 1.304(2013)
: Pattern Recognition Letters 1.235(2010) 1.034(2011) 1.266(2012) 1.062(2013)

== Informes internos ==
:[http://www.ehu.es/ccwintco/index.php/Jornada_GIC_random_forests_2012-01-27#distribuci.C3.B3n_de_articulos_a_presentar GIC "Random Forest and Classifier Ensembles" Seminar]
:[http://www.ehu.es/ccwintco/uploads/f/f0/HypSpec-DB.pdf Multi/Hyperspectral face image DB examples. Presentation]
:[http://www.ehu.es/ccwintco/uploads/d/d2/PFC-IonMarqu%C3%A9s.pdf Proyecto Fin de Carrera]
:[http://www.ehu.es/ccwintco/uploads/c/c2/InstruccionesLyX-PFC.pdf Instrucciones plantilla LyX Proyecto Fin de Carrera]
:[http://www.ehu.es/ccwintco/groupware/webdav.php/apps/phpbrain/420/face_Detection_openCV.pdf Face detection in Scilab/OpenCV - slides]
:[http://www.ehu.es/ccwintco/groupware/webdav.php/apps/phpbrain/420/ELM_basics.pdf Extreme Learning Machines (ELM) basics - slides]
:[http://www.ehu.es/ccwintco/groupware/index.php?menuaction=phpbrain.uikb.view_article&art_id=264 Materiales del Máster]
:[http://www.ehu.es/ccwintco/groupware/index.php?menuaction=phpbrain.uikb.view_article&art_id=460 Instrucciones y código Weka]
:[http://www.ehu.es/ccwintco/groupware/webdav.php/apps/phpbrain/460/StatMeasures_Weka.pdf Terminología estadística en Weka]
:[http://www.ehu.es/ccwintco/groupware/webdav.php/apps/phpbrain/368/ELM2011-recap.pdf ELM'2011 informe breve]

== Estado burocrático de la tesis ==

: Director: Manuel Graña

:[http://www.hezkuntza.ejgv.euskadi.net/r43-5552/es/contenidos/informacion/dib4/es_2035/bfi_c.html Beca del Gobierno Vasco].

----

[[File:Screenshot_2014-03-25_12.45.07.png | center | 700px | thumb | Word cloud, from the text of my papers.]]

----

[http://youtu.be/ti3l3wGJc5U Where the failed experiments go]

Usuario:Ion.marques

2014-09-19T15:41:02Z

Ion.marques: /* Publications */

== Ion Marqués ==

* Contact: ion.marques_at_ehu.es
* Postal address:
: Att: Ion Marqués
: Grupo de Inteligencia Computacional
: Facultad de Informática
: Universidad del País Vasco (UPV/EHU)
: Paseo Manuel Lardizabal 1, 20018 Donostia-San Sebastián (Spain)

== Studies ==

* Engineer in Computer Science (June 2010) - Universidad del País Vasco (UPV/EHU)
* [http://www.kisa.ehu.es/ Masters Degree in Computational Engineering and Intelligent Systems] (2010/2011) - Universidad del País Vasco (UPV/EHU).
** Awarded Best Student Prize for MSc in Computational Engineering and Intelligent Systems 2010/2011.

* Currently:
: 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).

== Working experience / Grants ==

* March 2014 - ongoing: Visiting PhD student at
: Electrical & Computer Engineering, University of Texas at El Paso (USA).

* January 2011 - ongoing: [http://www.hezkuntza.ejgv.euskadi.net/r43-5552/es/contenidos/informacion/dib4/es_2035/bfi_c.html Beca predoctoral / Predoctoral fellowship] granted by
: Gobierno Vasco / Basque Government at
: Universidad del País Vasco (UPV/EHU), [http://www.ehu.es/ccwintco/ Computational Intelligence Group] (Spain).

* November 2012 - February 2013: Research Assistant Internship at
: School of Electrical & Electronic Engineering , Nanyang Technological University (Singapore).

* August 2010 - December 2010: Personal Investigador Contratado / Hired researcher at
: Universidad del País Vasco (UPV/EHU), [http://www.ehu.es/ccwintco/ Computational Intelligence Group] (Spain).
: Project: University-industry. Study of the state of the art in biometric recognition.

* July 2008 - October 2008: IT technician and database administrator at
: Festival de San Sebastián International Film Festival (Spain).

* July 2007 - September 2007: Prácticas en empresa / Internship:
: Festival de San Sebastián International Film Festival - UPV/EHU (Spain).
: IT technician, database administration.

== Publications ==
====2014====

* Ion Marques, Manuel Graña, Anna Kaminska-Chuchmala, Bruno Apolloni
: "An Experiment of Subconscious Intelligent Social Computing on household appliances"
: Neurocomputing, accepted
: JCR(2013) 2.005

* Borja Ayerdi, Ion Marqués and Manuel Grana
: "Spatially regularized semisupervised Ensembles of Extreme Learning Machines for hyperspectral image segmentation"
: Neurocomputing, In Press [http://dx.doi.org/10.1016/j.neucom.2014.01.068 Doi]
: JCR(2013) 2.005

====2013====

* Iñigo Barandiaran, Odei Maiz, Ion Marqués and Manuel Grana
: "ELM for Retinal Vessel Classiﬁcation"
: Proceedings of ELM2013, Springer-Verlag

* Borja Fernandez-Gauna, Ion Marqués, Manuel Graña
: "Undesired State-Action Prediction in Multi-Agent Reinforcement Learning. Application to Multicomponent Robotic System control."
: Information Sciences Volume 232, Pages 309–324 [http://dx.doi.org/10.1016/j.ins.2012.12.021 Doi]
: JCR(2011) 2.833 JCR(2013) 3.893

* Ion Marqués, Manuel Graña
: "Greedy sparsification WM algorithm for endmember induction in hyperspectral images."
: Proceedings of the [http://www.iwinac.uned.es/iwinac2013/ IWINAC 2013], Mallorca, Spain. June 10-13, 2013.
: LNCS vol 7931, Pages 336-344 [http://link.springer.com/chapter/10.1007/978-3-642-38622-0_35 Link]

* Manuel Graña, Ion Marqués, Alexandre Savio, Bruno Apolloni.
: "A domestic application of Intelligent Social Computing: the SandS project."
: Proceedings of the [http://soco13.usal.es SOCO 2013], Salamanca, Spain. September 11-13, 2013.
: AISC vol 239, Pages 221-228 [http://link.springer.com/chapter/10.1007/978-3-319-01854-6_23 Link]

====2012====

* Ion Marqués, Manuel Graña.
: "Fusion of lattice independent and linear features improving face identification."
: Neurocomputing, Vol. 114, pp. 80-85. [http://dx.doi.org/10.1007/978-3-642-28931-6_42 Doi]
: JCR (2011) 1.580 JCR(2013) 2.005

* Ion Marqués, Manuel Graña.
: "Image security and biometrics: A review." [[media: imarques-HAIS2012.pdf|Slides]]
: Proceedings of the [http://hais.usal.es/ HAIS 2012], Salamanca, Spain. March 28-30, 2012.
: LNCS, 2012, vol. 7209, part II, pp. 436-447, [http://dx.doi.org/10.1007/978-3-642-28931-6_42 Doi]

* Ion Marques, Manuel Graña
: "Face recognition with Lattice Independent Component Analysis and Extreme Learning Machines." [http://www.ehu.es/ccwintco/groupware/webdav.php/apps/phpbrain/368/presentation-ELM2011.pdf Slides]
: Soft Computing, Vol. 16, Num. 9 (2012), pp.1525-1537,[http://dx.doi.org/10.1007/s00500-012-0826-4 Doi]
: JCR (2011) 1.880 JCR(2013) 1.304

====2011====

* Ion Marqués, Manuel Graña.
: "Experiments on Lattice Independent Component Analysis for Face Recognition." [[Media:presentation-IWINAC11.pdf | Slides]]
: Proceedings of the [http://www.iwinac.uned.es/iwinac2011/ IWINAC 2011], La Palma, Spain. May 30-June 3, 2011.
: Lecture Notes in Computer Science, 2011, vol. 6678, pp.286-294, [http://dx.doi.org/10.1007/978-3-642-21326-7_31 Doi].

====2010====

* Ion Marqués, Manuel Graña
: "Face processing for security: a short review." [[Media:presentation-CISIS10.pdf | Slides]]
: Proceedings of the [http://gicap.ubu.es/cisis2010/home/home.shtml CISIS 2010], León, Spain, November 11-12, 2010.
: Advances in Intelligent and Soft Computing, 2010, vol. 85, pp. 89-96, [http://dx.doi.org/10.1007/978-3-642-16626-6_10 Doi]

== Conferences ==
* Co-organized [http://kes2012.kesinternational.org/ KES 2012].
* Session chair at International Symposium on Extreme Learning Machines (ELM'2011), Hangzhou, China.
* Attended [http://gicap.ubu.es/cisis2013/ CISIS] (2010), [http://hais.usal.es/ HAIS] (2010 and 2012), [http://iwinac.uned.es IWINAC] (2011 and 2013), [http://soco.usal.es/ SOCO] (2013), [http://kes2012.kesinternational.org/ KES] (2012), in Spain; [http://www.ntu.edu.sg/home/egbhuang/ ELM] (2011 and 2013) in China; [http://www.ntu.edu.sg/home/egbhuang/ ELM] (2012) in Singapore; [http://www.fi-dublin.eu/ Future Internet Assembly] (2013) in Ireland.

== Research Areas ==
* Face recognition
* Facial expression analysis
* Hyperspectral imaging
* Lattice computing
* Extreme Learning Machines

== Bookmarks ==

==== General ====
:[http://ieeexplore.ieee.org/Xplore/dynhome.jsp?tag=1 IEEE Xplore]
:[http://ieeexplore.ieee.org.ezlibproxy1.ntu.edu.sg/ IEEE Xplore - NTU login]
:[http://www.springerlink.com/ SpringerLink]
:[http://ezlibproxy1.ntu.edu.sg/login?url=http://link.springer.com/ SpringerLink - NTU login]
:[http://www.sciencedirect.com/ ScienceDirect]
:[http://ezlibproxy1.ntu.edu.sg/login?url=http://www.sciencedirect.com ScienceDirect - NTU login]
:[http://www.wikicfp.com/ WikiCFP : Call For Papers of Conferences, Workshops and Journals]
:[http://www.accesowok.fecyt.es/login/ ISI Web of Knowledge - UPV/EHU login]
:[http://ezlibproxy1.ntu.edu.sg/login?url=http://webofknowledge.com ISI Web of Knowledge - NTU login]
:[http://www.arc.gov.au/era/era_journal_list.htm Ranked Outlets - Australian Research Council (ARC)]
:[http://www.informatik.uni-trier.de/~ley/db/index.html DBLP Bibliography]
:[https://www.educacion.es/teseo/irGestionarConsulta.do Teseo]
:[http://www.biblioteka.ehu.es/p207-content/es/contenidos/enlace/biblioteca_internet/es_biblione/biblioteca_internet.html Biblioteka EHU - Recursos temáticos en Internet]

==== Software ====
:[http://www.scilab.org/ Scilab]
:[http://sivp.sourceforge.net/ SIVC (image processing tool) for Scilab]
:[http://photobatch.stani.be/ Phatch - Photo Batch Processor]
:[https://github.com/davvil/pdfpc PDFPC] A presenter console with multi-monitor support for PDF files

== Code (Matlab) ==

==== Feature Extraction ====
:[http://www.ehu.es/ccwintco/groupware/webdav.php/apps/phpbrain/368/xPCA-LDA_2011-09-30.zip PCA, 2DPCA, 2D2PCA, B2DPCA, kernel-PCA.]
:[http://www.ehu.es/ccwintco/groupware/webdav.php/apps/phpbrain/368/xPCA-LDA_2011-09-30.zip LDA with PCA, 2DPCA, 2D2PCA, B2DPCA or kernel-PCA preprocess.]
:[http://www.ehu.es/ccwintco/groupware/webdav.php/apps/phpbrain/368/trasFaceDetection-code-2011-04-28.zip PCA, ICAs, LDA and LICA.]
:[http://www.ehu.es/ccwintco/index.php/Endmember_Induction_Algorithms_(EIAs)_for_MATLAB_and_SCILAB Endmember Induction Algorithms]
==== Classifiers ====
:[http://www.ehu.es/ccwintco/groupware/webdav.php/apps/phpbrain/368/code_ELMs_2011-07-08.zip ELM, ELM with ridge regression, kernel-ELM and 1-NN.]
==== SandS project ====
:[http://www.ehu.es/ccwintco/uploads/3/3b/SandS_DB_2014-03-26.zip Data base, plus the generating code.]

== Revistas objetivo ==
(de menor a mayor factor de impacto)

: Computer Vision and Image Understanding 2.534 (2010) 2.485 (2011) 1.232(2012)
: Pattern Recognition Letters 1.235(2010) 1.034(2011) 1.266(2012)
: Machine Learning 1.967(2010) 1.587(2011) 1.454(2012)
: Neurocomputing 1.442 (2010) 1.580(2011) 1.634(2012)
: Image and Vision Computing 1.578 (2010) 1.723(2011) 1.959(2012)
: Information Fusion 1.621 (2010) 1.467(2011) 2.262(2012)
: Soft Computing 1.512(2010) 1.880(2011) 1.124(2012)
: Pattern Recognition 2.682(2010) 2.292(2011) 2.632(2012)
: IEEE J-STARS 1.140(2010) 1.489(2011) 2.874(2012)
: IEEE TGARS 2.485(2010) 2.895(2011) 3.467(2012)
: Information Sciences 2.836(2010) 2.833(2011) 3.643(2012)
: International Journal of Computer Vision 5.151(2010) 3.741(2011) 3.623(2012)
: IEEE PAMI 5.308(2010) 4.908(2011) 4.795(2012)

== Informes internos ==
:[http://www.ehu.es/ccwintco/index.php/Jornada_GIC_random_forests_2012-01-27#distribuci.C3.B3n_de_articulos_a_presentar GIC "Random Forest and Classifier Ensembles" Seminar]
:[http://www.ehu.es/ccwintco/uploads/f/f0/HypSpec-DB.pdf Multi/Hyperspectral face image DB examples. Presentation]
:[http://www.ehu.es/ccwintco/uploads/d/d2/PFC-IonMarqu%C3%A9s.pdf Proyecto Fin de Carrera]
:[http://www.ehu.es/ccwintco/uploads/c/c2/InstruccionesLyX-PFC.pdf Instrucciones plantilla LyX Proyecto Fin de Carrera]
:[http://www.ehu.es/ccwintco/groupware/webdav.php/apps/phpbrain/420/face_Detection_openCV.pdf Face detection in Scilab/OpenCV - slides]
:[http://www.ehu.es/ccwintco/groupware/webdav.php/apps/phpbrain/420/ELM_basics.pdf Extreme Learning Machines (ELM) basics - slides]
:[http://www.ehu.es/ccwintco/groupware/index.php?menuaction=phpbrain.uikb.view_article&art_id=264 Materiales del Máster]
:[http://www.ehu.es/ccwintco/groupware/index.php?menuaction=phpbrain.uikb.view_article&art_id=460 Instrucciones y código Weka]
:[http://www.ehu.es/ccwintco/groupware/webdav.php/apps/phpbrain/460/StatMeasures_Weka.pdf Terminología estadística en Weka]
:[http://www.ehu.es/ccwintco/groupware/webdav.php/apps/phpbrain/368/ELM2011-recap.pdf ELM'2011 informe breve]

== Estado burocrático de la tesis ==

: Director: Manuel Graña

:[http://www.hezkuntza.ejgv.euskadi.net/r43-5552/es/contenidos/informacion/dib4/es_2035/bfi_c.html Beca del Gobierno Vasco].

----

[[File:Screenshot_2014-03-25_12.45.07.png | center | 700px | thumb | Word cloud, from the text of my papers.]]

----

[http://youtu.be/ti3l3wGJc5U Where the failed experiments go]

Endmember Induction Algorithms

2014-09-19T14:55:26Z

Ion.marques: /* Endmember Induction Algorithms toolbox */

=== Endmember Induction Algorithms toolbox ===

Download the latest Endmember Induction Algorithms (EIAs) toolbox and the documentation here:
* EIA Toolbox:
** Version 0.3: [[Media:EIA_Toolbox_reduced_v03.zip | download (1.3 MB)]]
* Data:
** For Matlab and Scilab: [[Media:EIA_Toolbox_data.zip | download (259.2 MB)]]
** For Matlab only: [[Media:EIA_toolbox_data_matlab.zip | download (128.3 MB)]]
** For Scilab only: [[Media:EIA_toolbox_data_scilab.zip | download (130.9 MB)]]

This software is distributed under the terms of the [http://www.gnu.org/licenses/gpl.html GNU General Public License] as published by the Free Software Foundation, either version 3 of the License, or (at your option) any later version.

The here available Endmember Induction Algorithms (EIAs) toolbox has been developed with [http://www.mathworks.com/ MATLAB 7.4] and [http://www.mathworks.com/ MATLAB 8.1 (R2013b)] (licensed copy is needed to use it) and [http://www.scilab.org/ SCILAB 5.2] (open source and freely distributed).

If you are using the Endmember Induction Algorithms (EIAs) toolbox for your scientific research, please reference it as follows:

''Endmember Induction Algorithms (EIAs) toolbox''.
Grupo de Inteligencia Computacional, Universidad del País Vasco / Euskal Herriko Unibertsitatea (UPV/EHU), Spain.
http://www.ehu.es/computationalintelligence/index.php/Endmember_Induction_Algorithms

'''Copyright 2010 Grupo Inteligencia Computacional, Universidad del País Vasco / Euskal Herriko Unibertsitatea (UPV/EHU)'''.

Acknowledgements to [http://www.cise.ufl.edu/~ritter/ Prof. Gerhard Ritter] from the [http://www.cise.ufl.edu/ Department of Computer and Information Science and Engineering], University of Florida (USA); [http://www.unex.es/investigacion/grupos/hypercomp/estructura/personal/pagina_personal?listado_lineas=1&idpersonal=354 Prof. Antonio Plaza] from the [http://www.unex.es/investigacion/grupos/hypercomp Department of Technology of Computers and Communications], University of Extremadura (Spain), and coordinator of the [http://hyperinet.multimediacampus.it/ Hyper-I-Net project]; and to [https://spaces.umbc.edu/display/rssipl/Chein-I+Chang Prof. Chein-I Chang] from the [https://spaces.umbc.edu/display/rssipl/Home Remote Sensing Signal and Image Processing Laboratory], University of Maryland (USA).

=== Endmember Induction Algorithms collection ===

Here you can find separately the EIAs included in the toolbox and their respective bibliographical references:

* '''Endmember Induction Heuristic Algorithm (EIHA)'''
** MATLAB: [[Media:EIA_EIHA.m | download (4.7 KB)]]
** SCILAB: [[Media:EIA_EIHA.sci | download (4.6 KB)]]
M. Grana, I. Villaverde, J. O. Maldonado, and C. Hernandez
''Two lattice computing approaches for the unsupervised segmentation of hyperspectral images''
''Neurocomput.'', vol. 72, nº. 10-12, págs. 2111-2120, 2009.

* '''Incremental Strong Lattice Independent Algorithm (ILSIA)'''
** MATLAB: [[Media:EIA_ILSIA.m | download (7.4 KB)]]
** SCILAB: [[Media:EIA_ILSIA.sci | download (7.3 KB)]]
M. Grana, D. Chyzhyk, M. García-Sebastián, and C. Hernández
''Lattice independent component analysis for functional magnetic resonance imaging''
''Information Sciences'', vol. 181, pág. 1910–1928, May. 2011.

* '''Prof. Ritter's WM Algorithm (WM)'''
** MATLAB: [[Media:EIA_WM.m | download (2.4 KB)]]
** SCILAB: [[Media:EIA_WM.sci | download (2.5 KB)]]
G. X. Ritter and G. Urcid
''A lattice matrix method for hyperspectral image unmixing''
''Information Sciences'', vol. In Press, Corrected Proof, Oct. 2010.

* '''N-FINDR'''
** MATLAB: [[Media:EIA_NFINDR.m | download (3.9 KB)]]
** SCILAB: [[Media:EIA_NFINDR.sci | download (3.9 KB)]]
Winter, M. E.
''N-FINDR: an algorithm for fast autonomous spectral endmember determination in hyperspectral data''
presented at the ''Imaging Spectrometry V'', Denver, CO, USA, 1999, vol. 3753, págs. 266-275.

* '''Fast Iterative PPI (FIPPI)'''
** MATLAB: [[Media:EIA_FIPPI.m | download (3.7 KB)]]
** SCILAB: [[Media:EIA_FIPPI.sci | download (3.7 KB)]]
Chang, C.-I. and Plaza, A.
''A fast iterative algorithm for implementation of pixel purity index''
''Geoscience and Remote Sensing Letters, IEEE'', vol. 3, nº. 1, págs. 63-67, 2006.

* '''Automatic Target Generation Process (ATGP)'''
** MATLAB: [[Media:EIA_ATGP.m | download (3.8 KB)]]
** SCILAB: [[Media:EIA_ATGP.sci | download (4.0 KB)]]
A. Plaza and C.-I. Chang
''Impact of Initialization on Design of Endmember Extraction Algorithms''
''Geoscience and Remote Sensing, IEEE Transactions on'', vol. 44, nº. 11, págs. 3397-3407, 2006.

* '''Convex Cone Analysis (CCA)'''
** MATLAB: [[Media:EIA_CCA.m | download (3.4 KB)]]
** SCILAB: [[Media:EIA_CCA.sci | download (3.6 KB)]]
Ifarraguerri, A. and C.-I. Chang
''Multispectral and hyperspectral image analysis with convex cones''
''Geoscience and Remote Sensing, IEEE Transactions on'', vol. 37, nº. 2, págs. 756-770, 1999.

=== Additional functions ===
Some of the algorithms require additional methods:

* '''Lattice Associative Memories (LAMs)'''
** MATLAB: [[Media:EIA_LAM.m | download (3.1 KB)]]
** SCILAB: [[Media:EIA_LAM.sci | download (3.2 KB)]]

* '''Chebyshev distance'''
** MATLAB: [[Media:EIA_CHEBYSHEV.m | download (2.0 KB)]]
** SCILAB: [[Media:EIA_CHEBYSHEV.sci | download (2.1 KB)]]

Some of the algorithms require as input the number of endmembers to search. If unknown, HFC virtual dimensionality algorithm can be used:

* '''HFC method'''
** MATLAB: [[Media:EIA_HFC.m | download (3.2 KB)]]
** SCILAB: [[Media:EIA_HFC.sci | download (3.4 KB)]]
Chang, C.-I. and Du, Q.
''Estimation of number of spectrally distinct signal sources in hyperspectral imagery''
''Geoscience and Remote Sensing, IEEE Transactions on'', vol. 42, nº. 3, págs. 608-619, 2004.

=== Data's spatial dimensionality-based launchers ===

Here you can find launchers for the EIA toolbox which treat data in base to their spatial dimensionality. This launchers are divided into 1D, 2D and 3D.

* '''1D Launcher''': 1-spatial data is defined as a matrix where first dimension represents the spectral information and second dimension the spatial. Examples of 1-spatial data are contingency matrix where each sample (spatial dimensionality) is an N-dimensional feature vector (spectral dimensionality).
** MATLAB: [[Media:EIA_1D.m | download (7.9 KB)]]
** SCILAB: [[Media:EIA_1D.sci | download (7.4 KB)]]

* '''2D Launcher''': 2-spatial data is defined as a cube where first dimension represents the spectral information and, second and third dimensions are the spatial ones. Examples of 2-spatial data are images where each pixel (spatial dimensionality) is an N-dimensional feature vector (spectral dimensionality). For binaries or grey-scale images N==1. For RGB images N==3. For hyperspectral images N is high.
** MATLAB: [[Media:EIA_2D.m | download (8.1 KB)]]
** SCILAB: [[Media:EIA_2D.sci | download (7.7 KB)]]

* '''3D Launcher''': 3-spatial data is defined as an hypercube where first dimension represents the spectral information and, second, third and fourth dimensions are the spatial ones. Examples of 3-spatial data are hyperspectral MRI images where each voxel (spatial dimensionality) is an N-dimensional feature vector (spectral dimensionality).
** MATLAB: [[Media:EIA_3D.m | download (8.1 KB)]]
** SCILAB: [[Media:EIA_3D.sci | download (7.7 KB)]]

=== Loading hyperspectral data ===

* [[Media:loadHypercubesMatlab.pdf | How to load hyperspectral images with Matlab]]

Archivo:EIA Toolbox reduced v03.zip

2014-09-19T14:54:28Z

Ion.marques: subió una nueva versión de «Archivo:EIA Toolbox reduced v03.zip»

Archivo:EIA Toolbox reduced v03.zip

2014-09-19T14:52:47Z

Ion.marques:

Usuario:Ion.marques

2014-08-26T12:55:13Z

Ion.marques: /* 2013 */

== Ion Marqués ==

* Contact: ion.marques_at_ehu.es
* Postal address:
: Att: Ion Marqués
: Grupo de Inteligencia Computacional
: Facultad de Informática
: Universidad del País Vasco (UPV/EHU)
: Paseo Manuel Lardizabal 1, 20018 Donostia-San Sebastián (Spain)

== Studies ==

* Engineer in Computer Science (June 2010) - Universidad del País Vasco (UPV/EHU)
* [http://www.kisa.ehu.es/ Masters Degree in Computational Engineering and Intelligent Systems] (2010/2011) - Universidad del País Vasco (UPV/EHU).
** Awarded Best Student Prize for MSc in Computational Engineering and Intelligent Systems 2010/2011.

* Currently:
: 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).

== Working experience / Grants ==

* March 2014 - ongoing: Visiting PhD student at
: Electrical & Computer Engineering, University of Texas at El Paso (USA).

* January 2011 - ongoing: [http://www.hezkuntza.ejgv.euskadi.net/r43-5552/es/contenidos/informacion/dib4/es_2035/bfi_c.html Beca predoctoral / Predoctoral fellowship] granted by
: Gobierno Vasco / Basque Government at
: Universidad del País Vasco (UPV/EHU), [http://www.ehu.es/ccwintco/ Computational Intelligence Group] (Spain).

* November 2012 - February 2013: Research Assistant Internship at
: School of Electrical & Electronic Engineering , Nanyang Technological University (Singapore).

* August 2010 - December 2010: Personal Investigador Contratado / Hired researcher at
: Universidad del País Vasco (UPV/EHU), [http://www.ehu.es/ccwintco/ Computational Intelligence Group] (Spain).
: Project: University-industry. Study of the state of the art in biometric recognition.

* July 2008 - October 2008: IT technician and database administrator at
: Festival de San Sebastián International Film Festival (Spain).

* July 2007 - September 2007: Prácticas en empresa / Internship:
: Festival de San Sebastián International Film Festival - UPV/EHU (Spain).
: IT technician, database administration.

== Publications ==
====2014====

* Ion Marques, Manuel Graña, Anna Kaminska-Chuchmala, Bruno Apolloni
: "An Experiment of Subconscious Intelligent Social Computing on household appliances"
: Neurocomputing

====2013====

* Iñigo Barandiaran, Odei Maiz, Ion Marqués and Manuel Grana
: "ELM for Retinal Vessel Classiﬁcation"
: Proceedings of ELM2013, Springer-Verlag

* Borja Ayerdi, Ion Marqués and Manuel Grana
: "Spatially regularized semisupervised Ensembles of Extreme Learning Machines for hyperspectral image segmentation"
: Neurocomputing

* Borja Fernandez-Gauna, Ion Marqués, Manuel Graña
: "Undesired State-Action Prediction in Multi-Agent Reinforcement Learning. Application to Multicomponent Robotic System control."
: Information Sciences Volume 232, Pages 309–324 [http://dx.doi.org/10.1016/j.ins.2012.12.021 Doi]
: JCR(2011) 2.833

* Ion Marqués, Manuel Graña
: "Greedy sparsification WM algorithm for endmember induction in hyperspectral images."
: Proceedings of the [http://www.iwinac.uned.es/iwinac2013/ IWINAC 2013], Mallorca, Spain. June 10-13, 2013.
: LNCS vol 7931, Pages 336-344 [http://link.springer.com/chapter/10.1007/978-3-642-38622-0_35 Link]

* Manuel Graña, Ion Marqués, Alexandre Savio, Bruno Apolloni.
: "A domestic application of Intelligent Social Computing: the SandS project."
: Proceedings of the [http://soco13.usal.es SOCO 2013], Salamanca, Spain. September 11-13, 2013.
: AISC vol 239, Pages 221-228 [http://link.springer.com/chapter/10.1007/978-3-319-01854-6_23 Link]

====2012====

* Ion Marqués, Manuel Graña.
: "Fusion of lattice independent and linear features improving face identification."
: Neurocomputing, Vol. 114, pp. 80-85. [http://dx.doi.org/10.1007/978-3-642-28931-6_42 Doi]
: JCR (2011) 1.580

* Ion Marqués, Manuel Graña.
: "Image security and biometrics: A review." [[media: imarques-HAIS2012.pdf|Slides]]
: Proceedings of the [http://hais.usal.es/ HAIS 2012], Salamanca, Spain. March 28-30, 2012.
: LNCS, 2012, vol. 7209, part II, pp. 436-447, [http://dx.doi.org/10.1007/978-3-642-28931-6_42 Doi]

* Ion Marques, Manuel Graña
: "Face recognition with Lattice Independent Component Analysis and Extreme Learning Machines." [http://www.ehu.es/ccwintco/groupware/webdav.php/apps/phpbrain/368/presentation-ELM2011.pdf Slides]
: Soft Computing, Vol. 16, Num. 9 (2012), pp.1525-1537,[http://dx.doi.org/10.1007/s00500-012-0826-4 Doi]
: JCR (2011) 1.880

====2011====

* Ion Marqués, Manuel Graña.
: "Experiments on Lattice Independent Component Analysis for Face Recognition." [[Media:presentation-IWINAC11.pdf | Slides]]
: Proceedings of the [http://www.iwinac.uned.es/iwinac2011/ IWINAC 2011], La Palma, Spain. May 30-June 3, 2011.
: Lecture Notes in Computer Science, 2011, vol. 6678, pp.286-294, [http://dx.doi.org/10.1007/978-3-642-21326-7_31 Doi].

====2010====

* Ion Marqués, Manuel Graña
: "Face processing for security: a short review." [[Media:presentation-CISIS10.pdf | Slides]]
: Proceedings of the [http://gicap.ubu.es/cisis2010/home/home.shtml CISIS 2010], León, Spain, November 11-12, 2010.
: Advances in Intelligent and Soft Computing, 2010, vol. 85, pp. 89-96, [http://dx.doi.org/10.1007/978-3-642-16626-6_10 Doi]

== Conferences ==
* Co-organized [http://kes2012.kesinternational.org/ KES 2012].
* Session chair at International Symposium on Extreme Learning Machines (ELM'2011), Hangzhou, China.
* Attended [http://gicap.ubu.es/cisis2013/ CISIS] (2010), [http://hais.usal.es/ HAIS] (2010 and 2012), [http://iwinac.uned.es IWINAC] (2011 and 2013), [http://soco.usal.es/ SOCO] (2013), [http://kes2012.kesinternational.org/ KES] (2012), in Spain; [http://www.ntu.edu.sg/home/egbhuang/ ELM] (2011 and 2013) in China; [http://www.ntu.edu.sg/home/egbhuang/ ELM] (2012) in Singapore; [http://www.fi-dublin.eu/ Future Internet Assembly] (2013) in Ireland.

== Research Areas ==
* Face recognition
* Facial expression analysis
* Hyperspectral imaging
* Lattice computing
* Extreme Learning Machines

== Bookmarks ==

==== General ====
:[http://ieeexplore.ieee.org/Xplore/dynhome.jsp?tag=1 IEEE Xplore]
:[http://ieeexplore.ieee.org.ezlibproxy1.ntu.edu.sg/ IEEE Xplore - NTU login]
:[http://www.springerlink.com/ SpringerLink]
:[http://ezlibproxy1.ntu.edu.sg/login?url=http://link.springer.com/ SpringerLink - NTU login]
:[http://www.sciencedirect.com/ ScienceDirect]
:[http://ezlibproxy1.ntu.edu.sg/login?url=http://www.sciencedirect.com ScienceDirect - NTU login]
:[http://www.wikicfp.com/ WikiCFP : Call For Papers of Conferences, Workshops and Journals]
:[http://www.accesowok.fecyt.es/login/ ISI Web of Knowledge - UPV/EHU login]
:[http://ezlibproxy1.ntu.edu.sg/login?url=http://webofknowledge.com ISI Web of Knowledge - NTU login]
:[http://www.arc.gov.au/era/era_journal_list.htm Ranked Outlets - Australian Research Council (ARC)]
:[http://www.informatik.uni-trier.de/~ley/db/index.html DBLP Bibliography]
:[https://www.educacion.es/teseo/irGestionarConsulta.do Teseo]
:[http://www.biblioteka.ehu.es/p207-content/es/contenidos/enlace/biblioteca_internet/es_biblione/biblioteca_internet.html Biblioteka EHU - Recursos temáticos en Internet]

==== Software ====
:[http://www.scilab.org/ Scilab]
:[http://sivp.sourceforge.net/ SIVC (image processing tool) for Scilab]
:[http://photobatch.stani.be/ Phatch - Photo Batch Processor]
:[https://github.com/davvil/pdfpc PDFPC] A presenter console with multi-monitor support for PDF files

== Code (Matlab) ==

==== Feature Extraction ====
:[http://www.ehu.es/ccwintco/groupware/webdav.php/apps/phpbrain/368/xPCA-LDA_2011-09-30.zip PCA, 2DPCA, 2D2PCA, B2DPCA, kernel-PCA.]
:[http://www.ehu.es/ccwintco/groupware/webdav.php/apps/phpbrain/368/xPCA-LDA_2011-09-30.zip LDA with PCA, 2DPCA, 2D2PCA, B2DPCA or kernel-PCA preprocess.]
:[http://www.ehu.es/ccwintco/groupware/webdav.php/apps/phpbrain/368/trasFaceDetection-code-2011-04-28.zip PCA, ICAs, LDA and LICA.]
:[http://www.ehu.es/ccwintco/index.php/Endmember_Induction_Algorithms_(EIAs)_for_MATLAB_and_SCILAB Endmember Induction Algorithms]
==== Classifiers ====
:[http://www.ehu.es/ccwintco/groupware/webdav.php/apps/phpbrain/368/code_ELMs_2011-07-08.zip ELM, ELM with ridge regression, kernel-ELM and 1-NN.]
==== SandS project ====
:[http://www.ehu.es/ccwintco/uploads/3/3b/SandS_DB_2014-03-26.zip Data base, plus the generating code.]

== Revistas objetivo ==
(de menor a mayor factor de impacto)

: Computer Vision and Image Understanding 2.534 (2010) 2.485 (2011) 1.232(2012)
: Pattern Recognition Letters 1.235(2010) 1.034(2011) 1.266(2012)
: Machine Learning 1.967(2010) 1.587(2011) 1.454(2012)
: Neurocomputing 1.442 (2010) 1.580(2011) 1.634(2012)
: Image and Vision Computing 1.578 (2010) 1.723(2011) 1.959(2012)
: Information Fusion 1.621 (2010) 1.467(2011) 2.262(2012)
: Soft Computing 1.512(2010) 1.880(2011) 1.124(2012)
: Pattern Recognition 2.682(2010) 2.292(2011) 2.632(2012)
: IEEE J-STARS 1.140(2010) 1.489(2011) 2.874(2012)
: IEEE TGARS 2.485(2010) 2.895(2011) 3.467(2012)
: Information Sciences 2.836(2010) 2.833(2011) 3.643(2012)
: International Journal of Computer Vision 5.151(2010) 3.741(2011) 3.623(2012)
: IEEE PAMI 5.308(2010) 4.908(2011) 4.795(2012)

== Informes internos ==
:[http://www.ehu.es/ccwintco/index.php/Jornada_GIC_random_forests_2012-01-27#distribuci.C3.B3n_de_articulos_a_presentar GIC "Random Forest and Classifier Ensembles" Seminar]
:[http://www.ehu.es/ccwintco/uploads/f/f0/HypSpec-DB.pdf Multi/Hyperspectral face image DB examples. Presentation]
:[http://www.ehu.es/ccwintco/uploads/d/d2/PFC-IonMarqu%C3%A9s.pdf Proyecto Fin de Carrera]
:[http://www.ehu.es/ccwintco/uploads/c/c2/InstruccionesLyX-PFC.pdf Instrucciones plantilla LyX Proyecto Fin de Carrera]
:[http://www.ehu.es/ccwintco/groupware/webdav.php/apps/phpbrain/420/face_Detection_openCV.pdf Face detection in Scilab/OpenCV - slides]
:[http://www.ehu.es/ccwintco/groupware/webdav.php/apps/phpbrain/420/ELM_basics.pdf Extreme Learning Machines (ELM) basics - slides]
:[http://www.ehu.es/ccwintco/groupware/index.php?menuaction=phpbrain.uikb.view_article&art_id=264 Materiales del Máster]
:[http://www.ehu.es/ccwintco/groupware/index.php?menuaction=phpbrain.uikb.view_article&art_id=460 Instrucciones y código Weka]
:[http://www.ehu.es/ccwintco/groupware/webdav.php/apps/phpbrain/460/StatMeasures_Weka.pdf Terminología estadística en Weka]
:[http://www.ehu.es/ccwintco/groupware/webdav.php/apps/phpbrain/368/ELM2011-recap.pdf ELM'2011 informe breve]

== Estado burocrático de la tesis ==

: Director: Manuel Graña

:[http://www.hezkuntza.ejgv.euskadi.net/r43-5552/es/contenidos/informacion/dib4/es_2035/bfi_c.html Beca del Gobierno Vasco].

----

[[File:Screenshot_2014-03-25_12.45.07.png | center | 700px | thumb | Word cloud, from the text of my papers.]]

----

[http://youtu.be/ti3l3wGJc5U Where the failed experiments go]

Usuario:Ion.marques

2014-04-01T15:16:03Z

Ion.marques: /* 2012 */

== Ion Marqués ==

* Contact: ion.marques_at_ehu.es
* Postal address:
: Att: Ion Marqués
: Grupo de Inteligencia Computacional
: Facultad de Informática
: Universidad del País Vasco (UPV/EHU)
: Paseo Manuel Lardizabal 1, 20018 Donostia-San Sebastián (Spain)

== Studies ==

* Engineer in Computer Science (June 2010) - Universidad del País Vasco (UPV/EHU)
* [http://www.kisa.ehu.es/ Masters Degree in Computational Engineering and Intelligent Systems] (2010/2011) - Universidad del País Vasco (UPV/EHU).
** Awarded Best Student Prize for MSc in Computational Engineering and Intelligent Systems 2010/2011.

* Currently:
: 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).

== Working experience / Grants ==

* March 2014 - ongoing: Visiting PhD student at
: Electrical & Computer Engineering, University of Texas at El Paso (USA).

* January 2011 - ongoing: [http://www.hezkuntza.ejgv.euskadi.net/r43-5552/es/contenidos/informacion/dib4/es_2035/bfi_c.html Beca predoctoral / Predoctoral fellowship] granted by
: Gobierno Vasco / Basque Government at
: Universidad del País Vasco (UPV/EHU), [http://www.ehu.es/ccwintco/ Computational Intelligence Group] (Spain).

* November 2012 - February 2013: Research Assistant Internship at
: School of Electrical & Electronic Engineering , Nanyang Technological University (Singapore).

* August 2010 - December 2010: Personal Investigador Contratado / Hired researcher at
: Universidad del País Vasco (UPV/EHU), [http://www.ehu.es/ccwintco/ Computational Intelligence Group] (Spain).
: Project: University-industry. Study of the state of the art in biometric recognition.

* July 2008 - October 2008: IT technician and database administrator at
: Festival de San Sebastián International Film Festival (Spain).

* July 2007 - September 2007: Prácticas en empresa / Internship:
: Festival de San Sebastián International Film Festival - UPV/EHU (Spain).
: IT technician, database administration.

== Publications ==
====2014====

* Ion Marques, Manuel Graña, Anna Kaminska-Chuchmala, Bruno Apolloni
: "An Experiment of Subconscious Intelligent Social Computing on household appliances"
: Neurocomputing

====2013====

* Iñigo Barandiaran, Odei Maiz, Ion Marqués and Manuel Grana
: "ELM for Retinal Vessel Classiﬁcation"
: Proceedings of ELM2013, Springer-Verlag

* Borja Ayerdi, Ion Marqués and Manuel Grana
: "Spectral-spatial semi-supervised hyperspectral image segmentation using Ensembles of Extreme Learning Machines"
: Neurocomputing

* Borja Fernandez-Gauna, Ion Marqués, Manuel Graña
: "Undesired State-Action Prediction in Multi-Agent Reinforcement Learning. Application to Multicomponent Robotic System control."
: Information Sciences Volume 232, Pages 309–324 [http://dx.doi.org/10.1016/j.ins.2012.12.021 Doi]
: JCR(2011) 2.833

* Ion Marqués, Manuel Graña
: "Greedy sparsification WM algorithm for endmember induction in hyperspectral images."
: Proceedings of the [http://www.iwinac.uned.es/iwinac2013/ IWINAC 2013], Mallorca, Spain. June 10-13, 2013.
: LNCS vol 7931, Pages 336-344 [http://link.springer.com/chapter/10.1007/978-3-642-38622-0_35 Link]

* Manuel Graña, Ion Marqués, Alexandre Savio, Bruno Apolloni.
: "A domestic application of Intelligent Social Computing: the SandS project."
: Proceedings of the [http://soco13.usal.es SOCO 2013], Salamanca, Spain. September 11-13, 2013.
: AISC vol 239, Pages 221-228 [http://link.springer.com/chapter/10.1007/978-3-319-01854-6_23 Link]

====2012====

* Ion Marqués, Manuel Graña.
: "Fusion of lattice independent and linear features improving face identification."
: Neurocomputing, Vol. 114, pp. 80-85. [http://dx.doi.org/10.1007/978-3-642-28931-6_42 Doi]
: JCR (2011) 1.580

* Ion Marqués, Manuel Graña.
: "Image security and biometrics: A review." [[media: imarques-HAIS2012.pdf|Slides]]
: Proceedings of the [http://hais.usal.es/ HAIS 2012], Salamanca, Spain. March 28-30, 2012.
: LNCS, 2012, vol. 7209, part II, pp. 436-447, [http://dx.doi.org/10.1007/978-3-642-28931-6_42 Doi]

* Ion Marques, Manuel Graña
: "Face recognition with Lattice Independent Component Analysis and Extreme Learning Machines." [http://www.ehu.es/ccwintco/groupware/webdav.php/apps/phpbrain/368/presentation-ELM2011.pdf Slides]
: Soft Computing, Vol. 16, Num. 9 (2012), pp.1525-1537,[http://dx.doi.org/10.1007/s00500-012-0826-4 Doi]
: JCR (2011) 1.880

====2011====

* Ion Marqués, Manuel Graña.
: "Experiments on Lattice Independent Component Analysis for Face Recognition." [[Media:presentation-IWINAC11.pdf | Slides]]
: Proceedings of the [http://www.iwinac.uned.es/iwinac2011/ IWINAC 2011], La Palma, Spain. May 30-June 3, 2011.
: Lecture Notes in Computer Science, 2011, vol. 6678, pp.286-294, [http://dx.doi.org/10.1007/978-3-642-21326-7_31 Doi].

====2010====

* Ion Marqués, Manuel Graña
: "Face processing for security: a short review." [[Media:presentation-CISIS10.pdf | Slides]]
: Proceedings of the [http://gicap.ubu.es/cisis2010/home/home.shtml CISIS 2010], León, Spain, November 11-12, 2010.
: Advances in Intelligent and Soft Computing, 2010, vol. 85, pp. 89-96, [http://dx.doi.org/10.1007/978-3-642-16626-6_10 Doi]

== Conferences ==
* Co-organized [http://kes2012.kesinternational.org/ KES 2012].
* Session chair at International Symposium on Extreme Learning Machines (ELM'2011), Hangzhou, China.
* Attended [http://gicap.ubu.es/cisis2013/ CISIS] (2010), [http://hais.usal.es/ HAIS] (2010 and 2012), [http://iwinac.uned.es IWINAC] (2011 and 2013), [http://soco.usal.es/ SOCO] (2013), [http://kes2012.kesinternational.org/ KES] (2012), in Spain; [http://www.ntu.edu.sg/home/egbhuang/ ELM] (2011 and 2013) in China; [http://www.ntu.edu.sg/home/egbhuang/ ELM] (2012) in Singapore; [http://www.fi-dublin.eu/ Future Internet Assembly] (2013) in Ireland.

== Research Areas ==
* Face recognition
* Facial expression analysis
* Hyperspectral imaging
* Lattice computing
* Extreme Learning Machines

== Bookmarks ==

==== General ====
:[http://ieeexplore.ieee.org/Xplore/dynhome.jsp?tag=1 IEEE Xplore]
:[http://ieeexplore.ieee.org.ezlibproxy1.ntu.edu.sg/ IEEE Xplore - NTU login]
:[http://www.springerlink.com/ SpringerLink]
:[http://ezlibproxy1.ntu.edu.sg/login?url=http://link.springer.com/ SpringerLink - NTU login]
:[http://www.sciencedirect.com/ ScienceDirect]
:[http://ezlibproxy1.ntu.edu.sg/login?url=http://www.sciencedirect.com ScienceDirect - NTU login]
:[http://www.wikicfp.com/ WikiCFP : Call For Papers of Conferences, Workshops and Journals]
:[http://www.accesowok.fecyt.es/login/ ISI Web of Knowledge - UPV/EHU login]
:[http://ezlibproxy1.ntu.edu.sg/login?url=http://webofknowledge.com ISI Web of Knowledge - NTU login]
:[http://www.arc.gov.au/era/era_journal_list.htm Ranked Outlets - Australian Research Council (ARC)]
:[http://www.informatik.uni-trier.de/~ley/db/index.html DBLP Bibliography]
:[https://www.educacion.es/teseo/irGestionarConsulta.do Teseo]
:[http://www.biblioteka.ehu.es/p207-content/es/contenidos/enlace/biblioteca_internet/es_biblione/biblioteca_internet.html Biblioteka EHU - Recursos temáticos en Internet]

==== Software ====
:[http://www.scilab.org/ Scilab]
:[http://sivp.sourceforge.net/ SIVC (image processing tool) for Scilab]
:[http://photobatch.stani.be/ Phatch - Photo Batch Processor]
:[https://github.com/davvil/pdfpc PDFPC] A presenter console with multi-monitor support for PDF files

== Code (Matlab) ==

==== Feature Extraction ====
:[http://www.ehu.es/ccwintco/groupware/webdav.php/apps/phpbrain/368/xPCA-LDA_2011-09-30.zip PCA, 2DPCA, 2D2PCA, B2DPCA, kernel-PCA.]
:[http://www.ehu.es/ccwintco/groupware/webdav.php/apps/phpbrain/368/xPCA-LDA_2011-09-30.zip LDA with PCA, 2DPCA, 2D2PCA, B2DPCA or kernel-PCA preprocess.]
:[http://www.ehu.es/ccwintco/groupware/webdav.php/apps/phpbrain/368/trasFaceDetection-code-2011-04-28.zip PCA, ICAs, LDA and LICA.]
:[http://www.ehu.es/ccwintco/index.php/Endmember_Induction_Algorithms_(EIAs)_for_MATLAB_and_SCILAB Endmember Induction Algorithms]
==== Classifiers ====
:[http://www.ehu.es/ccwintco/groupware/webdav.php/apps/phpbrain/368/code_ELMs_2011-07-08.zip ELM, ELM with ridge regression, kernel-ELM and 1-NN.]
==== SandS project ====
:[http://www.ehu.es/ccwintco/uploads/3/3b/SandS_DB_2014-03-26.zip Data base, plus the generating code.]

== Revistas objetivo ==
(de menor a mayor factor de impacto)

: Computer Vision and Image Understanding 2.534 (2010) 2.485 (2011) 1.232(2012)
: Pattern Recognition Letters 1.235(2010) 1.034(2011) 1.266(2012)
: Machine Learning 1.967(2010) 1.587(2011) 1.454(2012)
: Neurocomputing 1.442 (2010) 1.580(2011) 1.634(2012)
: Image and Vision Computing 1.578 (2010) 1.723(2011) 1.959(2012)
: Information Fusion 1.621 (2010) 1.467(2011) 2.262(2012)
: Soft Computing 1.512(2010) 1.880(2011) 1.124(2012)
: Pattern Recognition 2.682(2010) 2.292(2011) 2.632(2012)
: IEEE J-STARS 1.140(2010) 1.489(2011) 2.874(2012)
: IEEE TGARS 2.485(2010) 2.895(2011) 3.467(2012)
: Information Sciences 2.836(2010) 2.833(2011) 3.643(2012)
: International Journal of Computer Vision 5.151(2010) 3.741(2011) 3.623(2012)
: IEEE PAMI 5.308(2010) 4.908(2011) 4.795(2012)

== Informes internos ==
:[http://www.ehu.es/ccwintco/index.php/Jornada_GIC_random_forests_2012-01-27#distribuci.C3.B3n_de_articulos_a_presentar GIC "Random Forest and Classifier Ensembles" Seminar]
:[http://www.ehu.es/ccwintco/uploads/f/f0/HypSpec-DB.pdf Multi/Hyperspectral face image DB examples. Presentation]
:[http://www.ehu.es/ccwintco/uploads/d/d2/PFC-IonMarqu%C3%A9s.pdf Proyecto Fin de Carrera]
:[http://www.ehu.es/ccwintco/uploads/c/c2/InstruccionesLyX-PFC.pdf Instrucciones plantilla LyX Proyecto Fin de Carrera]
:[http://www.ehu.es/ccwintco/groupware/webdav.php/apps/phpbrain/420/face_Detection_openCV.pdf Face detection in Scilab/OpenCV - slides]
:[http://www.ehu.es/ccwintco/groupware/webdav.php/apps/phpbrain/420/ELM_basics.pdf Extreme Learning Machines (ELM) basics - slides]
:[http://www.ehu.es/ccwintco/groupware/index.php?menuaction=phpbrain.uikb.view_article&art_id=264 Materiales del Máster]
:[http://www.ehu.es/ccwintco/groupware/index.php?menuaction=phpbrain.uikb.view_article&art_id=460 Instrucciones y código Weka]
:[http://www.ehu.es/ccwintco/groupware/webdav.php/apps/phpbrain/460/StatMeasures_Weka.pdf Terminología estadística en Weka]
:[http://www.ehu.es/ccwintco/groupware/webdav.php/apps/phpbrain/368/ELM2011-recap.pdf ELM'2011 informe breve]

== Estado burocrático de la tesis ==

: Director: Manuel Graña

:[http://www.hezkuntza.ejgv.euskadi.net/r43-5552/es/contenidos/informacion/dib4/es_2035/bfi_c.html Beca del Gobierno Vasco].

----

[[File:Screenshot_2014-03-25_12.45.07.png | center | 700px | thumb | Word cloud, from the text of my papers.]]

----

[http://youtu.be/ti3l3wGJc5U Where the failed experiments go]

Usuario:Ion.marques

2014-03-27T00:39:08Z

Ion.marques: /* Estado burocrático de la tesis */

== Ion Marqués ==

* Contact: ion.marques_at_ehu.es
* Postal address:
: Att: Ion Marqués
: Grupo de Inteligencia Computacional
: Facultad de Informática
: Universidad del País Vasco (UPV/EHU)
: Paseo Manuel Lardizabal 1, 20018 Donostia-San Sebastián (Spain)

== Studies ==

* Engineer in Computer Science (June 2010) - Universidad del País Vasco (UPV/EHU)
* [http://www.kisa.ehu.es/ Masters Degree in Computational Engineering and Intelligent Systems] (2010/2011) - Universidad del País Vasco (UPV/EHU).
** Awarded Best Student Prize for MSc in Computational Engineering and Intelligent Systems 2010/2011.

* Currently:
: 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).

== Working experience / Grants ==

* March 2014 - ongoing: Visiting PhD student at
: Electrical & Computer Engineering, University of Texas at El Paso (USA).

* January 2011 - ongoing: [http://www.hezkuntza.ejgv.euskadi.net/r43-5552/es/contenidos/informacion/dib4/es_2035/bfi_c.html Beca predoctoral / Predoctoral fellowship] granted by
: Gobierno Vasco / Basque Government at
: Universidad del País Vasco (UPV/EHU), [http://www.ehu.es/ccwintco/ Computational Intelligence Group] (Spain).

* November 2012 - February 2013: Research Assistant Internship at
: School of Electrical & Electronic Engineering , Nanyang Technological University (Singapore).

* August 2010 - December 2010: Personal Investigador Contratado / Hired researcher at
: Universidad del País Vasco (UPV/EHU), [http://www.ehu.es/ccwintco/ Computational Intelligence Group] (Spain).
: Project: University-industry. Study of the state of the art in biometric recognition.

* July 2008 - October 2008: IT technician and database administrator at
: Festival de San Sebastián International Film Festival (Spain).

* July 2007 - September 2007: Prácticas en empresa / Internship:
: Festival de San Sebastián International Film Festival - UPV/EHU (Spain).
: IT technician, database administration.

== Publications ==
====2014====

* Ion Marques, Manuel Graña, Anna Kaminska-Chuchmala, Bruno Apolloni
: "An Experiment of Subconscious Intelligent Social Computing on household appliances"
: Neurocomputing

====2013====

* Iñigo Barandiaran, Odei Maiz, Ion Marqués and Manuel Grana
: "ELM for Retinal Vessel Classiﬁcation"
: Proceedings of ELM2013, Springer-Verlag

* Borja Ayerdi, Ion Marqués and Manuel Grana
: "Spectral-spatial semi-supervised hyperspectral image segmentation using Ensembles of Extreme Learning Machines"
: Neurocomputing

* Borja Fernandez-Gauna, Ion Marqués, Manuel Graña
: "Undesired State-Action Prediction in Multi-Agent Reinforcement Learning. Application to Multicomponent Robotic System control."
: Information Sciences Volume 232, Pages 309–324 [http://dx.doi.org/10.1016/j.ins.2012.12.021 Doi]
: JCR(2011) 2.833

* Ion Marqués, Manuel Graña
: "Greedy sparsification WM algorithm for endmember induction in hyperspectral images."
: Proceedings of the [http://www.iwinac.uned.es/iwinac2013/ IWINAC 2013], Mallorca, Spain. June 10-13, 2013.
: LNCS vol 7931, Pages 336-344 [http://link.springer.com/chapter/10.1007/978-3-642-38622-0_35 Link]

* Manuel Graña, Ion Marqués, Alexandre Savio, Bruno Apolloni.
: "A domestic application of Intelligent Social Computing: the SandS project."
: Proceedings of the [http://soco13.usal.es SOCO 2013], Salamanca, Spain. September 11-13, 2013.
: AISC vol 239, Pages 221-228 [http://link.springer.com/chapter/10.1007/978-3-319-01854-6_23 Link]

====2012====

* Ion Marqués, Manuel Graña.
: "Fusion of lattice independent and linear features improving face identification."
: Neurocomputing, Vol. 114, pp. 80-85. [http://dx.doi.org/10.1007/978-3-642-28931-6_42 Doi]
: JCR (2011) 1.580

* Ion Marqués, Manuel Graña.
: "Image security and biometrics: A review." [[media: imarques-HAIS2012.pdf|Slides]]
: Proceedings of the [http://hais.usal.es/ HAIS 2012], Salamanca, Spain. March 28-30, 2012.
: LNCS, 2012, vol. 7209, part II, pp. 436-447, [http://dx.doi.org/10.1007/978-3-642-28931-6_42 Doi]

* Ion Marques, Manuel Graña
: "Face recognition with Lattice Independent Component Analysis and Extreme Learning Machines." [http://www.ehu.es/ccwintco/groupware/webdav.php/apps/phpbrain/368/presentation-ELM2011.pdf Slides]
: Soft Computing, Vol. 16, Num. 9 (2012), pp.1525-1537,[http://dx.doi.org/10.1007/s00500-012-0826-4 Doi]
: "Special Issue on Extreme Learning Machines [http://www.extreme-learning-machines.org/ELM2011 (ELM'2011) Hangzhou, China, December 6 – 8, 2011]".
: JCR (2011) 1.880

====2011====

* Ion Marqués, Manuel Graña.
: "Experiments on Lattice Independent Component Analysis for Face Recognition." [[Media:presentation-IWINAC11.pdf | Slides]]
: Proceedings of the [http://www.iwinac.uned.es/iwinac2011/ IWINAC 2011], La Palma, Spain. May 30-June 3, 2011.
: Lecture Notes in Computer Science, 2011, vol. 6678, pp.286-294, [http://dx.doi.org/10.1007/978-3-642-21326-7_31 Doi].

====2010====

* Ion Marqués, Manuel Graña
: "Face processing for security: a short review." [[Media:presentation-CISIS10.pdf | Slides]]
: Proceedings of the [http://gicap.ubu.es/cisis2010/home/home.shtml CISIS 2010], León, Spain, November 11-12, 2010.
: Advances in Intelligent and Soft Computing, 2010, vol. 85, pp. 89-96, [http://dx.doi.org/10.1007/978-3-642-16626-6_10 Doi]

== Conferences ==
* Co-organized [http://kes2012.kesinternational.org/ KES 2012].
* Session chair at International Symposium on Extreme Learning Machines (ELM'2011), Hangzhou, China.
* Attended [http://gicap.ubu.es/cisis2013/ CISIS] (2010), [http://hais.usal.es/ HAIS] (2010 and 2012), [http://iwinac.uned.es IWINAC] (2011 and 2013), [http://soco.usal.es/ SOCO] (2013), [http://kes2012.kesinternational.org/ KES] (2012), in Spain; [http://www.ntu.edu.sg/home/egbhuang/ ELM] (2011 and 2013) in China; [http://www.ntu.edu.sg/home/egbhuang/ ELM] (2012) in Singapore; [http://www.fi-dublin.eu/ Future Internet Assembly] (2013) in Ireland.

== Research Areas ==
* Face recognition
* Facial expression analysis
* Hyperspectral imaging
* Lattice computing
* Extreme Learning Machines

== Bookmarks ==

==== General ====
:[http://ieeexplore.ieee.org/Xplore/dynhome.jsp?tag=1 IEEE Xplore]
:[http://ieeexplore.ieee.org.ezlibproxy1.ntu.edu.sg/ IEEE Xplore - NTU login]
:[http://www.springerlink.com/ SpringerLink]
:[http://ezlibproxy1.ntu.edu.sg/login?url=http://link.springer.com/ SpringerLink - NTU login]
:[http://www.sciencedirect.com/ ScienceDirect]
:[http://ezlibproxy1.ntu.edu.sg/login?url=http://www.sciencedirect.com ScienceDirect - NTU login]
:[http://www.wikicfp.com/ WikiCFP : Call For Papers of Conferences, Workshops and Journals]
:[http://www.accesowok.fecyt.es/login/ ISI Web of Knowledge - UPV/EHU login]
:[http://ezlibproxy1.ntu.edu.sg/login?url=http://webofknowledge.com ISI Web of Knowledge - NTU login]
:[http://www.arc.gov.au/era/era_journal_list.htm Ranked Outlets - Australian Research Council (ARC)]
:[http://www.informatik.uni-trier.de/~ley/db/index.html DBLP Bibliography]
:[https://www.educacion.es/teseo/irGestionarConsulta.do Teseo]
:[http://www.biblioteka.ehu.es/p207-content/es/contenidos/enlace/biblioteca_internet/es_biblione/biblioteca_internet.html Biblioteka EHU - Recursos temáticos en Internet]

==== Software ====
:[http://www.scilab.org/ Scilab]
:[http://sivp.sourceforge.net/ SIVC (image processing tool) for Scilab]
:[http://photobatch.stani.be/ Phatch - Photo Batch Processor]
:[https://github.com/davvil/pdfpc PDFPC] A presenter console with multi-monitor support for PDF files

== Code (Matlab) ==

==== Feature Extraction ====
:[http://www.ehu.es/ccwintco/groupware/webdav.php/apps/phpbrain/368/xPCA-LDA_2011-09-30.zip PCA, 2DPCA, 2D2PCA, B2DPCA, kernel-PCA.]
:[http://www.ehu.es/ccwintco/groupware/webdav.php/apps/phpbrain/368/xPCA-LDA_2011-09-30.zip LDA with PCA, 2DPCA, 2D2PCA, B2DPCA or kernel-PCA preprocess.]
:[http://www.ehu.es/ccwintco/groupware/webdav.php/apps/phpbrain/368/trasFaceDetection-code-2011-04-28.zip PCA, ICAs, LDA and LICA.]
:[http://www.ehu.es/ccwintco/index.php/Endmember_Induction_Algorithms_(EIAs)_for_MATLAB_and_SCILAB Endmember Induction Algorithms]
==== Classifiers ====
:[http://www.ehu.es/ccwintco/groupware/webdav.php/apps/phpbrain/368/code_ELMs_2011-07-08.zip ELM, ELM with ridge regression, kernel-ELM and 1-NN.]
==== SandS project ====
:[http://www.ehu.es/ccwintco/uploads/3/3b/SandS_DB_2014-03-26.zip Data base, plus the generating code.]

== Revistas objetivo ==
(de menor a mayor factor de impacto)

: Computer Vision and Image Understanding 2.534 (2010) 2.485 (2011) 1.232(2012)
: Pattern Recognition Letters 1.235(2010) 1.034(2011) 1.266(2012)
: Machine Learning 1.967(2010) 1.587(2011) 1.454(2012)
: Neurocomputing 1.442 (2010) 1.580(2011) 1.634(2012)
: Image and Vision Computing 1.578 (2010) 1.723(2011) 1.959(2012)
: Information Fusion 1.621 (2010) 1.467(2011) 2.262(2012)
: Soft Computing 1.512(2010) 1.880(2011) 1.124(2012)
: Pattern Recognition 2.682(2010) 2.292(2011) 2.632(2012)
: IEEE J-STARS 1.140(2010) 1.489(2011) 2.874(2012)
: IEEE TGARS 2.485(2010) 2.895(2011) 3.467(2012)
: Information Sciences 2.836(2010) 2.833(2011) 3.643(2012)
: International Journal of Computer Vision 5.151(2010) 3.741(2011) 3.623(2012)
: IEEE PAMI 5.308(2010) 4.908(2011) 4.795(2012)

== Informes internos ==
:[http://www.ehu.es/ccwintco/index.php/Jornada_GIC_random_forests_2012-01-27#distribuci.C3.B3n_de_articulos_a_presentar GIC "Random Forest and Classifier Ensembles" Seminar]
:[http://www.ehu.es/ccwintco/uploads/f/f0/HypSpec-DB.pdf Multi/Hyperspectral face image DB examples. Presentation]
:[http://www.ehu.es/ccwintco/uploads/d/d2/PFC-IonMarqu%C3%A9s.pdf Proyecto Fin de Carrera]
:[http://www.ehu.es/ccwintco/uploads/c/c2/InstruccionesLyX-PFC.pdf Instrucciones plantilla LyX Proyecto Fin de Carrera]
:[http://www.ehu.es/ccwintco/groupware/webdav.php/apps/phpbrain/420/face_Detection_openCV.pdf Face detection in Scilab/OpenCV - slides]
:[http://www.ehu.es/ccwintco/groupware/webdav.php/apps/phpbrain/420/ELM_basics.pdf Extreme Learning Machines (ELM) basics - slides]
:[http://www.ehu.es/ccwintco/groupware/index.php?menuaction=phpbrain.uikb.view_article&art_id=264 Materiales del Máster]
:[http://www.ehu.es/ccwintco/groupware/index.php?menuaction=phpbrain.uikb.view_article&art_id=460 Instrucciones y código Weka]
:[http://www.ehu.es/ccwintco/groupware/webdav.php/apps/phpbrain/460/StatMeasures_Weka.pdf Terminología estadística en Weka]
:[http://www.ehu.es/ccwintco/groupware/webdav.php/apps/phpbrain/368/ELM2011-recap.pdf ELM'2011 informe breve]

== Estado burocrático de la tesis ==

: Director: Manuel Graña

:[http://www.hezkuntza.ejgv.euskadi.net/r43-5552/es/contenidos/informacion/dib4/es_2035/bfi_c.html Beca del Gobierno Vasco].

----

[[File:Screenshot_2014-03-25_12.45.07.png | center | 700px | thumb | Word cloud, from the text of my papers.]]

----

[http://youtu.be/ti3l3wGJc5U Where the failed experiments go]

Archivo:Screenshot 2014-03-25 12.45.07.png

2014-03-27T00:38:29Z

Ion.marques:

Usuario:Ion.marques

2014-03-27T00:36:44Z

Ion.marques: /* SandS project */

== Ion Marqués ==

* Contact: ion.marques_at_ehu.es
* Postal address:
: Att: Ion Marqués
: Grupo de Inteligencia Computacional
: Facultad de Informática
: Universidad del País Vasco (UPV/EHU)
: Paseo Manuel Lardizabal 1, 20018 Donostia-San Sebastián (Spain)

== Studies ==

* Engineer in Computer Science (June 2010) - Universidad del País Vasco (UPV/EHU)
* [http://www.kisa.ehu.es/ Masters Degree in Computational Engineering and Intelligent Systems] (2010/2011) - Universidad del País Vasco (UPV/EHU).
** Awarded Best Student Prize for MSc in Computational Engineering and Intelligent Systems 2010/2011.

* Currently:
: 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).

== Working experience / Grants ==

* March 2014 - ongoing: Visiting PhD student at
: Electrical & Computer Engineering, University of Texas at El Paso (USA).

* January 2011 - ongoing: [http://www.hezkuntza.ejgv.euskadi.net/r43-5552/es/contenidos/informacion/dib4/es_2035/bfi_c.html Beca predoctoral / Predoctoral fellowship] granted by
: Gobierno Vasco / Basque Government at
: Universidad del País Vasco (UPV/EHU), [http://www.ehu.es/ccwintco/ Computational Intelligence Group] (Spain).

* November 2012 - February 2013: Research Assistant Internship at
: School of Electrical & Electronic Engineering , Nanyang Technological University (Singapore).

* August 2010 - December 2010: Personal Investigador Contratado / Hired researcher at
: Universidad del País Vasco (UPV/EHU), [http://www.ehu.es/ccwintco/ Computational Intelligence Group] (Spain).
: Project: University-industry. Study of the state of the art in biometric recognition.

* July 2008 - October 2008: IT technician and database administrator at
: Festival de San Sebastián International Film Festival (Spain).

* July 2007 - September 2007: Prácticas en empresa / Internship:
: Festival de San Sebastián International Film Festival - UPV/EHU (Spain).
: IT technician, database administration.

== Publications ==
====2014====

* Ion Marques, Manuel Graña, Anna Kaminska-Chuchmala, Bruno Apolloni
: "An Experiment of Subconscious Intelligent Social Computing on household appliances"
: Neurocomputing

====2013====

* Iñigo Barandiaran, Odei Maiz, Ion Marqués and Manuel Grana
: "ELM for Retinal Vessel Classiﬁcation"
: Proceedings of ELM2013, Springer-Verlag

* Borja Ayerdi, Ion Marqués and Manuel Grana
: "Spectral-spatial semi-supervised hyperspectral image segmentation using Ensembles of Extreme Learning Machines"
: Neurocomputing

* Borja Fernandez-Gauna, Ion Marqués, Manuel Graña
: "Undesired State-Action Prediction in Multi-Agent Reinforcement Learning. Application to Multicomponent Robotic System control."
: Information Sciences Volume 232, Pages 309–324 [http://dx.doi.org/10.1016/j.ins.2012.12.021 Doi]
: JCR(2011) 2.833

* Ion Marqués, Manuel Graña
: "Greedy sparsification WM algorithm for endmember induction in hyperspectral images."
: Proceedings of the [http://www.iwinac.uned.es/iwinac2013/ IWINAC 2013], Mallorca, Spain. June 10-13, 2013.
: LNCS vol 7931, Pages 336-344 [http://link.springer.com/chapter/10.1007/978-3-642-38622-0_35 Link]

* Manuel Graña, Ion Marqués, Alexandre Savio, Bruno Apolloni.
: "A domestic application of Intelligent Social Computing: the SandS project."
: Proceedings of the [http://soco13.usal.es SOCO 2013], Salamanca, Spain. September 11-13, 2013.
: AISC vol 239, Pages 221-228 [http://link.springer.com/chapter/10.1007/978-3-319-01854-6_23 Link]

====2012====

* Ion Marqués, Manuel Graña.
: "Fusion of lattice independent and linear features improving face identification."
: Neurocomputing, Vol. 114, pp. 80-85. [http://dx.doi.org/10.1007/978-3-642-28931-6_42 Doi]
: JCR (2011) 1.580

* Ion Marqués, Manuel Graña.
: "Image security and biometrics: A review." [[media: imarques-HAIS2012.pdf|Slides]]
: Proceedings of the [http://hais.usal.es/ HAIS 2012], Salamanca, Spain. March 28-30, 2012.
: LNCS, 2012, vol. 7209, part II, pp. 436-447, [http://dx.doi.org/10.1007/978-3-642-28931-6_42 Doi]

* Ion Marques, Manuel Graña
: "Face recognition with Lattice Independent Component Analysis and Extreme Learning Machines." [http://www.ehu.es/ccwintco/groupware/webdav.php/apps/phpbrain/368/presentation-ELM2011.pdf Slides]
: Soft Computing, Vol. 16, Num. 9 (2012), pp.1525-1537,[http://dx.doi.org/10.1007/s00500-012-0826-4 Doi]
: "Special Issue on Extreme Learning Machines [http://www.extreme-learning-machines.org/ELM2011 (ELM'2011) Hangzhou, China, December 6 – 8, 2011]".
: JCR (2011) 1.880

====2011====

* Ion Marqués, Manuel Graña.
: "Experiments on Lattice Independent Component Analysis for Face Recognition." [[Media:presentation-IWINAC11.pdf | Slides]]
: Proceedings of the [http://www.iwinac.uned.es/iwinac2011/ IWINAC 2011], La Palma, Spain. May 30-June 3, 2011.
: Lecture Notes in Computer Science, 2011, vol. 6678, pp.286-294, [http://dx.doi.org/10.1007/978-3-642-21326-7_31 Doi].

====2010====

* Ion Marqués, Manuel Graña
: "Face processing for security: a short review." [[Media:presentation-CISIS10.pdf | Slides]]
: Proceedings of the [http://gicap.ubu.es/cisis2010/home/home.shtml CISIS 2010], León, Spain, November 11-12, 2010.
: Advances in Intelligent and Soft Computing, 2010, vol. 85, pp. 89-96, [http://dx.doi.org/10.1007/978-3-642-16626-6_10 Doi]

== Conferences ==
* Co-organized [http://kes2012.kesinternational.org/ KES 2012].
* Session chair at International Symposium on Extreme Learning Machines (ELM'2011), Hangzhou, China.
* Attended [http://gicap.ubu.es/cisis2013/ CISIS] (2010), [http://hais.usal.es/ HAIS] (2010 and 2012), [http://iwinac.uned.es IWINAC] (2011 and 2013), [http://soco.usal.es/ SOCO] (2013), [http://kes2012.kesinternational.org/ KES] (2012), in Spain; [http://www.ntu.edu.sg/home/egbhuang/ ELM] (2011 and 2013) in China; [http://www.ntu.edu.sg/home/egbhuang/ ELM] (2012) in Singapore; [http://www.fi-dublin.eu/ Future Internet Assembly] (2013) in Ireland.

== Research Areas ==
* Face recognition
* Facial expression analysis
* Hyperspectral imaging
* Lattice computing
* Extreme Learning Machines

== Bookmarks ==

==== General ====
:[http://ieeexplore.ieee.org/Xplore/dynhome.jsp?tag=1 IEEE Xplore]
:[http://ieeexplore.ieee.org.ezlibproxy1.ntu.edu.sg/ IEEE Xplore - NTU login]
:[http://www.springerlink.com/ SpringerLink]
:[http://ezlibproxy1.ntu.edu.sg/login?url=http://link.springer.com/ SpringerLink - NTU login]
:[http://www.sciencedirect.com/ ScienceDirect]
:[http://ezlibproxy1.ntu.edu.sg/login?url=http://www.sciencedirect.com ScienceDirect - NTU login]
:[http://www.wikicfp.com/ WikiCFP : Call For Papers of Conferences, Workshops and Journals]
:[http://www.accesowok.fecyt.es/login/ ISI Web of Knowledge - UPV/EHU login]
:[http://ezlibproxy1.ntu.edu.sg/login?url=http://webofknowledge.com ISI Web of Knowledge - NTU login]
:[http://www.arc.gov.au/era/era_journal_list.htm Ranked Outlets - Australian Research Council (ARC)]
:[http://www.informatik.uni-trier.de/~ley/db/index.html DBLP Bibliography]
:[https://www.educacion.es/teseo/irGestionarConsulta.do Teseo]
:[http://www.biblioteka.ehu.es/p207-content/es/contenidos/enlace/biblioteca_internet/es_biblione/biblioteca_internet.html Biblioteka EHU - Recursos temáticos en Internet]

==== Software ====
:[http://www.scilab.org/ Scilab]
:[http://sivp.sourceforge.net/ SIVC (image processing tool) for Scilab]
:[http://photobatch.stani.be/ Phatch - Photo Batch Processor]
:[https://github.com/davvil/pdfpc PDFPC] A presenter console with multi-monitor support for PDF files

== Code (Matlab) ==

==== Feature Extraction ====
:[http://www.ehu.es/ccwintco/groupware/webdav.php/apps/phpbrain/368/xPCA-LDA_2011-09-30.zip PCA, 2DPCA, 2D2PCA, B2DPCA, kernel-PCA.]
:[http://www.ehu.es/ccwintco/groupware/webdav.php/apps/phpbrain/368/xPCA-LDA_2011-09-30.zip LDA with PCA, 2DPCA, 2D2PCA, B2DPCA or kernel-PCA preprocess.]
:[http://www.ehu.es/ccwintco/groupware/webdav.php/apps/phpbrain/368/trasFaceDetection-code-2011-04-28.zip PCA, ICAs, LDA and LICA.]
:[http://www.ehu.es/ccwintco/index.php/Endmember_Induction_Algorithms_(EIAs)_for_MATLAB_and_SCILAB Endmember Induction Algorithms]
==== Classifiers ====
:[http://www.ehu.es/ccwintco/groupware/webdav.php/apps/phpbrain/368/code_ELMs_2011-07-08.zip ELM, ELM with ridge regression, kernel-ELM and 1-NN.]
==== SandS project ====
:[http://www.ehu.es/ccwintco/uploads/3/3b/SandS_DB_2014-03-26.zip Data base, plus the generating code.]

== Revistas objetivo ==
(de menor a mayor factor de impacto)

: Computer Vision and Image Understanding 2.534 (2010) 2.485 (2011) 1.232(2012)
: Pattern Recognition Letters 1.235(2010) 1.034(2011) 1.266(2012)
: Machine Learning 1.967(2010) 1.587(2011) 1.454(2012)
: Neurocomputing 1.442 (2010) 1.580(2011) 1.634(2012)
: Image and Vision Computing 1.578 (2010) 1.723(2011) 1.959(2012)
: Information Fusion 1.621 (2010) 1.467(2011) 2.262(2012)
: Soft Computing 1.512(2010) 1.880(2011) 1.124(2012)
: Pattern Recognition 2.682(2010) 2.292(2011) 2.632(2012)
: IEEE J-STARS 1.140(2010) 1.489(2011) 2.874(2012)
: IEEE TGARS 2.485(2010) 2.895(2011) 3.467(2012)
: Information Sciences 2.836(2010) 2.833(2011) 3.643(2012)
: International Journal of Computer Vision 5.151(2010) 3.741(2011) 3.623(2012)
: IEEE PAMI 5.308(2010) 4.908(2011) 4.795(2012)

== Informes internos ==
:[http://www.ehu.es/ccwintco/index.php/Jornada_GIC_random_forests_2012-01-27#distribuci.C3.B3n_de_articulos_a_presentar GIC "Random Forest and Classifier Ensembles" Seminar]
:[http://www.ehu.es/ccwintco/uploads/f/f0/HypSpec-DB.pdf Multi/Hyperspectral face image DB examples. Presentation]
:[http://www.ehu.es/ccwintco/uploads/d/d2/PFC-IonMarqu%C3%A9s.pdf Proyecto Fin de Carrera]
:[http://www.ehu.es/ccwintco/uploads/c/c2/InstruccionesLyX-PFC.pdf Instrucciones plantilla LyX Proyecto Fin de Carrera]
:[http://www.ehu.es/ccwintco/groupware/webdav.php/apps/phpbrain/420/face_Detection_openCV.pdf Face detection in Scilab/OpenCV - slides]
:[http://www.ehu.es/ccwintco/groupware/webdav.php/apps/phpbrain/420/ELM_basics.pdf Extreme Learning Machines (ELM) basics - slides]
:[http://www.ehu.es/ccwintco/groupware/index.php?menuaction=phpbrain.uikb.view_article&art_id=264 Materiales del Máster]
:[http://www.ehu.es/ccwintco/groupware/index.php?menuaction=phpbrain.uikb.view_article&art_id=460 Instrucciones y código Weka]
:[http://www.ehu.es/ccwintco/groupware/webdav.php/apps/phpbrain/460/StatMeasures_Weka.pdf Terminología estadística en Weka]
:[http://www.ehu.es/ccwintco/groupware/webdav.php/apps/phpbrain/368/ELM2011-recap.pdf ELM'2011 informe breve]

== Estado burocrático de la tesis ==

: Director: Manuel Graña

:[http://www.hezkuntza.ejgv.euskadi.net/r43-5552/es/contenidos/informacion/dib4/es_2035/bfi_c.html Beca del Gobierno Vasco].

----

[[File:wordcloud-2013-06-04.png | center | 700px | thumb | Word cloud, from the text of my papers.]]

----

[http://youtu.be/ti3l3wGJc5U Where the failed experiments go]

Archivo:SandS DB 2014-03-26.zip

2014-03-27T00:35:49Z

Ion.marques:

Usuario:Ion.marques

2014-03-27T00:34:31Z

Ion.marques: /* SandS project */

== Ion Marqués ==

* Contact: ion.marques_at_ehu.es
* Postal address:
: Att: Ion Marqués
: Grupo de Inteligencia Computacional
: Facultad de Informática
: Universidad del País Vasco (UPV/EHU)
: Paseo Manuel Lardizabal 1, 20018 Donostia-San Sebastián (Spain)

== Studies ==

* Engineer in Computer Science (June 2010) - Universidad del País Vasco (UPV/EHU)
* [http://www.kisa.ehu.es/ Masters Degree in Computational Engineering and Intelligent Systems] (2010/2011) - Universidad del País Vasco (UPV/EHU).
** Awarded Best Student Prize for MSc in Computational Engineering and Intelligent Systems 2010/2011.

* Currently:
: 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).

== Working experience / Grants ==

* March 2014 - ongoing: Visiting PhD student at
: Electrical & Computer Engineering, University of Texas at El Paso (USA).

* January 2011 - ongoing: [http://www.hezkuntza.ejgv.euskadi.net/r43-5552/es/contenidos/informacion/dib4/es_2035/bfi_c.html Beca predoctoral / Predoctoral fellowship] granted by
: Gobierno Vasco / Basque Government at
: Universidad del País Vasco (UPV/EHU), [http://www.ehu.es/ccwintco/ Computational Intelligence Group] (Spain).

* November 2012 - February 2013: Research Assistant Internship at
: School of Electrical & Electronic Engineering , Nanyang Technological University (Singapore).

* August 2010 - December 2010: Personal Investigador Contratado / Hired researcher at
: Universidad del País Vasco (UPV/EHU), [http://www.ehu.es/ccwintco/ Computational Intelligence Group] (Spain).
: Project: University-industry. Study of the state of the art in biometric recognition.

* July 2008 - October 2008: IT technician and database administrator at
: Festival de San Sebastián International Film Festival (Spain).

* July 2007 - September 2007: Prácticas en empresa / Internship:
: Festival de San Sebastián International Film Festival - UPV/EHU (Spain).
: IT technician, database administration.

== Publications ==
====2014====

* Ion Marques, Manuel Graña, Anna Kaminska-Chuchmala, Bruno Apolloni
: "An Experiment of Subconscious Intelligent Social Computing on household appliances"
: Neurocomputing

====2013====

* Iñigo Barandiaran, Odei Maiz, Ion Marqués and Manuel Grana
: "ELM for Retinal Vessel Classiﬁcation"
: Proceedings of ELM2013, Springer-Verlag

* Borja Ayerdi, Ion Marqués and Manuel Grana
: "Spectral-spatial semi-supervised hyperspectral image segmentation using Ensembles of Extreme Learning Machines"
: Neurocomputing

* Borja Fernandez-Gauna, Ion Marqués, Manuel Graña
: "Undesired State-Action Prediction in Multi-Agent Reinforcement Learning. Application to Multicomponent Robotic System control."
: Information Sciences Volume 232, Pages 309–324 [http://dx.doi.org/10.1016/j.ins.2012.12.021 Doi]
: JCR(2011) 2.833

* Ion Marqués, Manuel Graña
: "Greedy sparsification WM algorithm for endmember induction in hyperspectral images."
: Proceedings of the [http://www.iwinac.uned.es/iwinac2013/ IWINAC 2013], Mallorca, Spain. June 10-13, 2013.
: LNCS vol 7931, Pages 336-344 [http://link.springer.com/chapter/10.1007/978-3-642-38622-0_35 Link]

* Manuel Graña, Ion Marqués, Alexandre Savio, Bruno Apolloni.
: "A domestic application of Intelligent Social Computing: the SandS project."
: Proceedings of the [http://soco13.usal.es SOCO 2013], Salamanca, Spain. September 11-13, 2013.
: AISC vol 239, Pages 221-228 [http://link.springer.com/chapter/10.1007/978-3-319-01854-6_23 Link]

====2012====

* Ion Marqués, Manuel Graña.
: "Fusion of lattice independent and linear features improving face identification."
: Neurocomputing, Vol. 114, pp. 80-85. [http://dx.doi.org/10.1007/978-3-642-28931-6_42 Doi]
: JCR (2011) 1.580

* Ion Marqués, Manuel Graña.
: "Image security and biometrics: A review." [[media: imarques-HAIS2012.pdf|Slides]]
: Proceedings of the [http://hais.usal.es/ HAIS 2012], Salamanca, Spain. March 28-30, 2012.
: LNCS, 2012, vol. 7209, part II, pp. 436-447, [http://dx.doi.org/10.1007/978-3-642-28931-6_42 Doi]

* Ion Marques, Manuel Graña
: "Face recognition with Lattice Independent Component Analysis and Extreme Learning Machines." [http://www.ehu.es/ccwintco/groupware/webdav.php/apps/phpbrain/368/presentation-ELM2011.pdf Slides]
: Soft Computing, Vol. 16, Num. 9 (2012), pp.1525-1537,[http://dx.doi.org/10.1007/s00500-012-0826-4 Doi]
: "Special Issue on Extreme Learning Machines [http://www.extreme-learning-machines.org/ELM2011 (ELM'2011) Hangzhou, China, December 6 – 8, 2011]".
: JCR (2011) 1.880

====2011====

* Ion Marqués, Manuel Graña.
: "Experiments on Lattice Independent Component Analysis for Face Recognition." [[Media:presentation-IWINAC11.pdf | Slides]]
: Proceedings of the [http://www.iwinac.uned.es/iwinac2011/ IWINAC 2011], La Palma, Spain. May 30-June 3, 2011.
: Lecture Notes in Computer Science, 2011, vol. 6678, pp.286-294, [http://dx.doi.org/10.1007/978-3-642-21326-7_31 Doi].

====2010====

* Ion Marqués, Manuel Graña
: "Face processing for security: a short review." [[Media:presentation-CISIS10.pdf | Slides]]
: Proceedings of the [http://gicap.ubu.es/cisis2010/home/home.shtml CISIS 2010], León, Spain, November 11-12, 2010.
: Advances in Intelligent and Soft Computing, 2010, vol. 85, pp. 89-96, [http://dx.doi.org/10.1007/978-3-642-16626-6_10 Doi]

== Conferences ==
* Co-organized [http://kes2012.kesinternational.org/ KES 2012].
* Session chair at International Symposium on Extreme Learning Machines (ELM'2011), Hangzhou, China.
* Attended [http://gicap.ubu.es/cisis2013/ CISIS] (2010), [http://hais.usal.es/ HAIS] (2010 and 2012), [http://iwinac.uned.es IWINAC] (2011 and 2013), [http://soco.usal.es/ SOCO] (2013), [http://kes2012.kesinternational.org/ KES] (2012), in Spain; [http://www.ntu.edu.sg/home/egbhuang/ ELM] (2011 and 2013) in China; [http://www.ntu.edu.sg/home/egbhuang/ ELM] (2012) in Singapore; [http://www.fi-dublin.eu/ Future Internet Assembly] (2013) in Ireland.

== Research Areas ==
* Face recognition
* Facial expression analysis
* Hyperspectral imaging
* Lattice computing
* Extreme Learning Machines

== Bookmarks ==

==== General ====
:[http://ieeexplore.ieee.org/Xplore/dynhome.jsp?tag=1 IEEE Xplore]
:[http://ieeexplore.ieee.org.ezlibproxy1.ntu.edu.sg/ IEEE Xplore - NTU login]
:[http://www.springerlink.com/ SpringerLink]
:[http://ezlibproxy1.ntu.edu.sg/login?url=http://link.springer.com/ SpringerLink - NTU login]
:[http://www.sciencedirect.com/ ScienceDirect]
:[http://ezlibproxy1.ntu.edu.sg/login?url=http://www.sciencedirect.com ScienceDirect - NTU login]
:[http://www.wikicfp.com/ WikiCFP : Call For Papers of Conferences, Workshops and Journals]
:[http://www.accesowok.fecyt.es/login/ ISI Web of Knowledge - UPV/EHU login]
:[http://ezlibproxy1.ntu.edu.sg/login?url=http://webofknowledge.com ISI Web of Knowledge - NTU login]
:[http://www.arc.gov.au/era/era_journal_list.htm Ranked Outlets - Australian Research Council (ARC)]
:[http://www.informatik.uni-trier.de/~ley/db/index.html DBLP Bibliography]
:[https://www.educacion.es/teseo/irGestionarConsulta.do Teseo]
:[http://www.biblioteka.ehu.es/p207-content/es/contenidos/enlace/biblioteca_internet/es_biblione/biblioteca_internet.html Biblioteka EHU - Recursos temáticos en Internet]

==== Software ====
:[http://www.scilab.org/ Scilab]
:[http://sivp.sourceforge.net/ SIVC (image processing tool) for Scilab]
:[http://photobatch.stani.be/ Phatch - Photo Batch Processor]
:[https://github.com/davvil/pdfpc PDFPC] A presenter console with multi-monitor support for PDF files

== Code (Matlab) ==

==== Feature Extraction ====
:[http://www.ehu.es/ccwintco/groupware/webdav.php/apps/phpbrain/368/xPCA-LDA_2011-09-30.zip PCA, 2DPCA, 2D2PCA, B2DPCA, kernel-PCA.]
:[http://www.ehu.es/ccwintco/groupware/webdav.php/apps/phpbrain/368/xPCA-LDA_2011-09-30.zip LDA with PCA, 2DPCA, 2D2PCA, B2DPCA or kernel-PCA preprocess.]
:[http://www.ehu.es/ccwintco/groupware/webdav.php/apps/phpbrain/368/trasFaceDetection-code-2011-04-28.zip PCA, ICAs, LDA and LICA.]
:[http://www.ehu.es/ccwintco/index.php/Endmember_Induction_Algorithms_(EIAs)_for_MATLAB_and_SCILAB Endmember Induction Algorithms]
==== Classifiers ====
:[http://www.ehu.es/ccwintco/groupware/webdav.php/apps/phpbrain/368/code_ELMs_2011-07-08.zip ELM, ELM with ridge regression, kernel-ELM and 1-NN.]
==== SandS project ====
:[http://www.ehu.es/ccwintco/groupware/webdav.php/apps/phpbrain/368/SandS_DB_2014-03-26.zip Data base, plus the generating code.]

== Revistas objetivo ==
(de menor a mayor factor de impacto)

: Computer Vision and Image Understanding 2.534 (2010) 2.485 (2011) 1.232(2012)
: Pattern Recognition Letters 1.235(2010) 1.034(2011) 1.266(2012)
: Machine Learning 1.967(2010) 1.587(2011) 1.454(2012)
: Neurocomputing 1.442 (2010) 1.580(2011) 1.634(2012)
: Image and Vision Computing 1.578 (2010) 1.723(2011) 1.959(2012)
: Information Fusion 1.621 (2010) 1.467(2011) 2.262(2012)
: Soft Computing 1.512(2010) 1.880(2011) 1.124(2012)
: Pattern Recognition 2.682(2010) 2.292(2011) 2.632(2012)
: IEEE J-STARS 1.140(2010) 1.489(2011) 2.874(2012)
: IEEE TGARS 2.485(2010) 2.895(2011) 3.467(2012)
: Information Sciences 2.836(2010) 2.833(2011) 3.643(2012)
: International Journal of Computer Vision 5.151(2010) 3.741(2011) 3.623(2012)
: IEEE PAMI 5.308(2010) 4.908(2011) 4.795(2012)

== Informes internos ==
:[http://www.ehu.es/ccwintco/index.php/Jornada_GIC_random_forests_2012-01-27#distribuci.C3.B3n_de_articulos_a_presentar GIC "Random Forest and Classifier Ensembles" Seminar]
:[http://www.ehu.es/ccwintco/uploads/f/f0/HypSpec-DB.pdf Multi/Hyperspectral face image DB examples. Presentation]
:[http://www.ehu.es/ccwintco/uploads/d/d2/PFC-IonMarqu%C3%A9s.pdf Proyecto Fin de Carrera]
:[http://www.ehu.es/ccwintco/uploads/c/c2/InstruccionesLyX-PFC.pdf Instrucciones plantilla LyX Proyecto Fin de Carrera]
:[http://www.ehu.es/ccwintco/groupware/webdav.php/apps/phpbrain/420/face_Detection_openCV.pdf Face detection in Scilab/OpenCV - slides]
:[http://www.ehu.es/ccwintco/groupware/webdav.php/apps/phpbrain/420/ELM_basics.pdf Extreme Learning Machines (ELM) basics - slides]
:[http://www.ehu.es/ccwintco/groupware/index.php?menuaction=phpbrain.uikb.view_article&art_id=264 Materiales del Máster]
:[http://www.ehu.es/ccwintco/groupware/index.php?menuaction=phpbrain.uikb.view_article&art_id=460 Instrucciones y código Weka]
:[http://www.ehu.es/ccwintco/groupware/webdav.php/apps/phpbrain/460/StatMeasures_Weka.pdf Terminología estadística en Weka]
:[http://www.ehu.es/ccwintco/groupware/webdav.php/apps/phpbrain/368/ELM2011-recap.pdf ELM'2011 informe breve]

== Estado burocrático de la tesis ==

: Director: Manuel Graña

:[http://www.hezkuntza.ejgv.euskadi.net/r43-5552/es/contenidos/informacion/dib4/es_2035/bfi_c.html Beca del Gobierno Vasco].

----

[[File:wordcloud-2013-06-04.png | center | 700px | thumb | Word cloud, from the text of my papers.]]

----

[http://youtu.be/ti3l3wGJc5U Where the failed experiments go]

Usuario:Ion.marques

2014-03-27T00:33:31Z

Ion.marques: /* Code (Matlab) */

== Ion Marqués ==

* Contact: ion.marques_at_ehu.es
* Postal address:
: Att: Ion Marqués
: Grupo de Inteligencia Computacional
: Facultad de Informática
: Universidad del País Vasco (UPV/EHU)
: Paseo Manuel Lardizabal 1, 20018 Donostia-San Sebastián (Spain)

== Studies ==

* Engineer in Computer Science (June 2010) - Universidad del País Vasco (UPV/EHU)
* [http://www.kisa.ehu.es/ Masters Degree in Computational Engineering and Intelligent Systems] (2010/2011) - Universidad del País Vasco (UPV/EHU).
** Awarded Best Student Prize for MSc in Computational Engineering and Intelligent Systems 2010/2011.

* Currently:
: 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).

== Working experience / Grants ==

* March 2014 - ongoing: Visiting PhD student at
: Electrical & Computer Engineering, University of Texas at El Paso (USA).

* January 2011 - ongoing: [http://www.hezkuntza.ejgv.euskadi.net/r43-5552/es/contenidos/informacion/dib4/es_2035/bfi_c.html Beca predoctoral / Predoctoral fellowship] granted by
: Gobierno Vasco / Basque Government at
: Universidad del País Vasco (UPV/EHU), [http://www.ehu.es/ccwintco/ Computational Intelligence Group] (Spain).

* November 2012 - February 2013: Research Assistant Internship at
: School of Electrical & Electronic Engineering , Nanyang Technological University (Singapore).

* August 2010 - December 2010: Personal Investigador Contratado / Hired researcher at
: Universidad del País Vasco (UPV/EHU), [http://www.ehu.es/ccwintco/ Computational Intelligence Group] (Spain).
: Project: University-industry. Study of the state of the art in biometric recognition.

* July 2008 - October 2008: IT technician and database administrator at
: Festival de San Sebastián International Film Festival (Spain).

* July 2007 - September 2007: Prácticas en empresa / Internship:
: Festival de San Sebastián International Film Festival - UPV/EHU (Spain).
: IT technician, database administration.

== Publications ==
====2014====

* Ion Marques, Manuel Graña, Anna Kaminska-Chuchmala, Bruno Apolloni
: "An Experiment of Subconscious Intelligent Social Computing on household appliances"
: Neurocomputing

====2013====

* Iñigo Barandiaran, Odei Maiz, Ion Marqués and Manuel Grana
: "ELM for Retinal Vessel Classiﬁcation"
: Proceedings of ELM2013, Springer-Verlag

* Borja Ayerdi, Ion Marqués and Manuel Grana
: "Spectral-spatial semi-supervised hyperspectral image segmentation using Ensembles of Extreme Learning Machines"
: Neurocomputing

* Borja Fernandez-Gauna, Ion Marqués, Manuel Graña
: "Undesired State-Action Prediction in Multi-Agent Reinforcement Learning. Application to Multicomponent Robotic System control."
: Information Sciences Volume 232, Pages 309–324 [http://dx.doi.org/10.1016/j.ins.2012.12.021 Doi]
: JCR(2011) 2.833

* Ion Marqués, Manuel Graña
: "Greedy sparsification WM algorithm for endmember induction in hyperspectral images."
: Proceedings of the [http://www.iwinac.uned.es/iwinac2013/ IWINAC 2013], Mallorca, Spain. June 10-13, 2013.
: LNCS vol 7931, Pages 336-344 [http://link.springer.com/chapter/10.1007/978-3-642-38622-0_35 Link]

* Manuel Graña, Ion Marqués, Alexandre Savio, Bruno Apolloni.
: "A domestic application of Intelligent Social Computing: the SandS project."
: Proceedings of the [http://soco13.usal.es SOCO 2013], Salamanca, Spain. September 11-13, 2013.
: AISC vol 239, Pages 221-228 [http://link.springer.com/chapter/10.1007/978-3-319-01854-6_23 Link]

====2012====

* Ion Marqués, Manuel Graña.
: "Fusion of lattice independent and linear features improving face identification."
: Neurocomputing, Vol. 114, pp. 80-85. [http://dx.doi.org/10.1007/978-3-642-28931-6_42 Doi]
: JCR (2011) 1.580

* Ion Marqués, Manuel Graña.
: "Image security and biometrics: A review." [[media: imarques-HAIS2012.pdf|Slides]]
: Proceedings of the [http://hais.usal.es/ HAIS 2012], Salamanca, Spain. March 28-30, 2012.
: LNCS, 2012, vol. 7209, part II, pp. 436-447, [http://dx.doi.org/10.1007/978-3-642-28931-6_42 Doi]

* Ion Marques, Manuel Graña
: "Face recognition with Lattice Independent Component Analysis and Extreme Learning Machines." [http://www.ehu.es/ccwintco/groupware/webdav.php/apps/phpbrain/368/presentation-ELM2011.pdf Slides]
: Soft Computing, Vol. 16, Num. 9 (2012), pp.1525-1537,[http://dx.doi.org/10.1007/s00500-012-0826-4 Doi]
: "Special Issue on Extreme Learning Machines [http://www.extreme-learning-machines.org/ELM2011 (ELM'2011) Hangzhou, China, December 6 – 8, 2011]".
: JCR (2011) 1.880

====2011====

* Ion Marqués, Manuel Graña.
: "Experiments on Lattice Independent Component Analysis for Face Recognition." [[Media:presentation-IWINAC11.pdf | Slides]]
: Proceedings of the [http://www.iwinac.uned.es/iwinac2011/ IWINAC 2011], La Palma, Spain. May 30-June 3, 2011.
: Lecture Notes in Computer Science, 2011, vol. 6678, pp.286-294, [http://dx.doi.org/10.1007/978-3-642-21326-7_31 Doi].

====2010====

* Ion Marqués, Manuel Graña
: "Face processing for security: a short review." [[Media:presentation-CISIS10.pdf | Slides]]
: Proceedings of the [http://gicap.ubu.es/cisis2010/home/home.shtml CISIS 2010], León, Spain, November 11-12, 2010.
: Advances in Intelligent and Soft Computing, 2010, vol. 85, pp. 89-96, [http://dx.doi.org/10.1007/978-3-642-16626-6_10 Doi]

== Conferences ==
* Co-organized [http://kes2012.kesinternational.org/ KES 2012].
* Session chair at International Symposium on Extreme Learning Machines (ELM'2011), Hangzhou, China.
* Attended [http://gicap.ubu.es/cisis2013/ CISIS] (2010), [http://hais.usal.es/ HAIS] (2010 and 2012), [http://iwinac.uned.es IWINAC] (2011 and 2013), [http://soco.usal.es/ SOCO] (2013), [http://kes2012.kesinternational.org/ KES] (2012), in Spain; [http://www.ntu.edu.sg/home/egbhuang/ ELM] (2011 and 2013) in China; [http://www.ntu.edu.sg/home/egbhuang/ ELM] (2012) in Singapore; [http://www.fi-dublin.eu/ Future Internet Assembly] (2013) in Ireland.

== Research Areas ==
* Face recognition
* Facial expression analysis
* Hyperspectral imaging
* Lattice computing
* Extreme Learning Machines

== Bookmarks ==

==== General ====
:[http://ieeexplore.ieee.org/Xplore/dynhome.jsp?tag=1 IEEE Xplore]
:[http://ieeexplore.ieee.org.ezlibproxy1.ntu.edu.sg/ IEEE Xplore - NTU login]
:[http://www.springerlink.com/ SpringerLink]
:[http://ezlibproxy1.ntu.edu.sg/login?url=http://link.springer.com/ SpringerLink - NTU login]
:[http://www.sciencedirect.com/ ScienceDirect]
:[http://ezlibproxy1.ntu.edu.sg/login?url=http://www.sciencedirect.com ScienceDirect - NTU login]
:[http://www.wikicfp.com/ WikiCFP : Call For Papers of Conferences, Workshops and Journals]
:[http://www.accesowok.fecyt.es/login/ ISI Web of Knowledge - UPV/EHU login]
:[http://ezlibproxy1.ntu.edu.sg/login?url=http://webofknowledge.com ISI Web of Knowledge - NTU login]
:[http://www.arc.gov.au/era/era_journal_list.htm Ranked Outlets - Australian Research Council (ARC)]
:[http://www.informatik.uni-trier.de/~ley/db/index.html DBLP Bibliography]
:[https://www.educacion.es/teseo/irGestionarConsulta.do Teseo]
:[http://www.biblioteka.ehu.es/p207-content/es/contenidos/enlace/biblioteca_internet/es_biblione/biblioteca_internet.html Biblioteka EHU - Recursos temáticos en Internet]

==== Software ====
:[http://www.scilab.org/ Scilab]
:[http://sivp.sourceforge.net/ SIVC (image processing tool) for Scilab]
:[http://photobatch.stani.be/ Phatch - Photo Batch Processor]
:[https://github.com/davvil/pdfpc PDFPC] A presenter console with multi-monitor support for PDF files

== Code (Matlab) ==

==== Feature Extraction ====
:[http://www.ehu.es/ccwintco/groupware/webdav.php/apps/phpbrain/368/xPCA-LDA_2011-09-30.zip PCA, 2DPCA, 2D2PCA, B2DPCA, kernel-PCA.]
:[http://www.ehu.es/ccwintco/groupware/webdav.php/apps/phpbrain/368/xPCA-LDA_2011-09-30.zip LDA with PCA, 2DPCA, 2D2PCA, B2DPCA or kernel-PCA preprocess.]
:[http://www.ehu.es/ccwintco/groupware/webdav.php/apps/phpbrain/368/trasFaceDetection-code-2011-04-28.zip PCA, ICAs, LDA and LICA.]
:[http://www.ehu.es/ccwintco/index.php/Endmember_Induction_Algorithms_(EIAs)_for_MATLAB_and_SCILAB Endmember Induction Algorithms]
==== Classifiers ====
:[http://www.ehu.es/ccwintco/groupware/webdav.php/apps/phpbrain/368/code_ELMs_2011-07-08.zip ELM, ELM with ridge regression, kernel-ELM and 1-NN.]
==== SandS project ====
:[http://www.ehu.es/ccwintco/groupware/webdav.php/apps/phpbrain/368/SandS_DB_2014-03-26 2.zip Data base, plus the generating code.]

== Revistas objetivo ==
(de menor a mayor factor de impacto)

: Computer Vision and Image Understanding 2.534 (2010) 2.485 (2011) 1.232(2012)
: Pattern Recognition Letters 1.235(2010) 1.034(2011) 1.266(2012)
: Machine Learning 1.967(2010) 1.587(2011) 1.454(2012)
: Neurocomputing 1.442 (2010) 1.580(2011) 1.634(2012)
: Image and Vision Computing 1.578 (2010) 1.723(2011) 1.959(2012)
: Information Fusion 1.621 (2010) 1.467(2011) 2.262(2012)
: Soft Computing 1.512(2010) 1.880(2011) 1.124(2012)
: Pattern Recognition 2.682(2010) 2.292(2011) 2.632(2012)
: IEEE J-STARS 1.140(2010) 1.489(2011) 2.874(2012)
: IEEE TGARS 2.485(2010) 2.895(2011) 3.467(2012)
: Information Sciences 2.836(2010) 2.833(2011) 3.643(2012)
: International Journal of Computer Vision 5.151(2010) 3.741(2011) 3.623(2012)
: IEEE PAMI 5.308(2010) 4.908(2011) 4.795(2012)

== Informes internos ==
:[http://www.ehu.es/ccwintco/index.php/Jornada_GIC_random_forests_2012-01-27#distribuci.C3.B3n_de_articulos_a_presentar GIC "Random Forest and Classifier Ensembles" Seminar]
:[http://www.ehu.es/ccwintco/uploads/f/f0/HypSpec-DB.pdf Multi/Hyperspectral face image DB examples. Presentation]
:[http://www.ehu.es/ccwintco/uploads/d/d2/PFC-IonMarqu%C3%A9s.pdf Proyecto Fin de Carrera]
:[http://www.ehu.es/ccwintco/uploads/c/c2/InstruccionesLyX-PFC.pdf Instrucciones plantilla LyX Proyecto Fin de Carrera]
:[http://www.ehu.es/ccwintco/groupware/webdav.php/apps/phpbrain/420/face_Detection_openCV.pdf Face detection in Scilab/OpenCV - slides]
:[http://www.ehu.es/ccwintco/groupware/webdav.php/apps/phpbrain/420/ELM_basics.pdf Extreme Learning Machines (ELM) basics - slides]
:[http://www.ehu.es/ccwintco/groupware/index.php?menuaction=phpbrain.uikb.view_article&art_id=264 Materiales del Máster]
:[http://www.ehu.es/ccwintco/groupware/index.php?menuaction=phpbrain.uikb.view_article&art_id=460 Instrucciones y código Weka]
:[http://www.ehu.es/ccwintco/groupware/webdav.php/apps/phpbrain/460/StatMeasures_Weka.pdf Terminología estadística en Weka]
:[http://www.ehu.es/ccwintco/groupware/webdav.php/apps/phpbrain/368/ELM2011-recap.pdf ELM'2011 informe breve]

== Estado burocrático de la tesis ==

: Director: Manuel Graña

:[http://www.hezkuntza.ejgv.euskadi.net/r43-5552/es/contenidos/informacion/dib4/es_2035/bfi_c.html Beca del Gobierno Vasco].

----

[[File:wordcloud-2013-06-04.png | center | 700px | thumb | Word cloud, from the text of my papers.]]

----

[http://youtu.be/ti3l3wGJc5U Where the failed experiments go]

Usuario:Ion.marques

2014-03-25T00:28:51Z

Ion.marques: /* Publications */

== Ion Marqués ==

* Contact: ion.marques_at_ehu.es
* Postal address:
: Att: Ion Marqués
: Grupo de Inteligencia Computacional
: Facultad de Informática
: Universidad del País Vasco (UPV/EHU)
: Paseo Manuel Lardizabal 1, 20018 Donostia-San Sebastián (Spain)

== Studies ==

* Engineer in Computer Science (June 2010) - Universidad del País Vasco (UPV/EHU)
* [http://www.kisa.ehu.es/ Masters Degree in Computational Engineering and Intelligent Systems] (2010/2011) - Universidad del País Vasco (UPV/EHU).
** Awarded Best Student Prize for MSc in Computational Engineering and Intelligent Systems 2010/2011.

* Currently:
: 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).

== Working experience / Grants ==

* March 2014 - ongoing: Visiting PhD student at
: Electrical & Computer Engineering, University of Texas at El Paso (USA).

* January 2011 - ongoing: [http://www.hezkuntza.ejgv.euskadi.net/r43-5552/es/contenidos/informacion/dib4/es_2035/bfi_c.html Beca predoctoral / Predoctoral fellowship] granted by
: Gobierno Vasco / Basque Government at
: Universidad del País Vasco (UPV/EHU), [http://www.ehu.es/ccwintco/ Computational Intelligence Group] (Spain).

* November 2012 - February 2013: Research Assistant Internship at
: School of Electrical & Electronic Engineering , Nanyang Technological University (Singapore).

* August 2010 - December 2010: Personal Investigador Contratado / Hired researcher at
: Universidad del País Vasco (UPV/EHU), [http://www.ehu.es/ccwintco/ Computational Intelligence Group] (Spain).
: Project: University-industry. Study of the state of the art in biometric recognition.

* July 2008 - October 2008: IT technician and database administrator at
: Festival de San Sebastián International Film Festival (Spain).

* July 2007 - September 2007: Prácticas en empresa / Internship:
: Festival de San Sebastián International Film Festival - UPV/EHU (Spain).
: IT technician, database administration.

== Publications ==
====2014====

* Ion Marques, Manuel Graña, Anna Kaminska-Chuchmala, Bruno Apolloni
: "An Experiment of Subconscious Intelligent Social Computing on household appliances"
: Neurocomputing

====2013====

* Iñigo Barandiaran, Odei Maiz, Ion Marqués and Manuel Grana
: "ELM for Retinal Vessel Classiﬁcation"
: Proceedings of ELM2013, Springer-Verlag

* Borja Ayerdi, Ion Marqués and Manuel Grana
: "Spectral-spatial semi-supervised hyperspectral image segmentation using Ensembles of Extreme Learning Machines"
: Neurocomputing

* Borja Fernandez-Gauna, Ion Marqués, Manuel Graña
: "Undesired State-Action Prediction in Multi-Agent Reinforcement Learning. Application to Multicomponent Robotic System control."
: Information Sciences Volume 232, Pages 309–324 [http://dx.doi.org/10.1016/j.ins.2012.12.021 Doi]
: JCR(2011) 2.833

* Ion Marqués, Manuel Graña
: "Greedy sparsification WM algorithm for endmember induction in hyperspectral images."
: Proceedings of the [http://www.iwinac.uned.es/iwinac2013/ IWINAC 2013], Mallorca, Spain. June 10-13, 2013.
: LNCS vol 7931, Pages 336-344 [http://link.springer.com/chapter/10.1007/978-3-642-38622-0_35 Link]

* Manuel Graña, Ion Marqués, Alexandre Savio, Bruno Apolloni.
: "A domestic application of Intelligent Social Computing: the SandS project."
: Proceedings of the [http://soco13.usal.es SOCO 2013], Salamanca, Spain. September 11-13, 2013.
: AISC vol 239, Pages 221-228 [http://link.springer.com/chapter/10.1007/978-3-319-01854-6_23 Link]

====2012====

* Ion Marqués, Manuel Graña.
: "Fusion of lattice independent and linear features improving face identification."
: Neurocomputing, Vol. 114, pp. 80-85. [http://dx.doi.org/10.1007/978-3-642-28931-6_42 Doi]
: JCR (2011) 1.580

* Ion Marqués, Manuel Graña.
: "Image security and biometrics: A review." [[media: imarques-HAIS2012.pdf|Slides]]
: Proceedings of the [http://hais.usal.es/ HAIS 2012], Salamanca, Spain. March 28-30, 2012.
: LNCS, 2012, vol. 7209, part II, pp. 436-447, [http://dx.doi.org/10.1007/978-3-642-28931-6_42 Doi]

* Ion Marques, Manuel Graña
: "Face recognition with Lattice Independent Component Analysis and Extreme Learning Machines." [http://www.ehu.es/ccwintco/groupware/webdav.php/apps/phpbrain/368/presentation-ELM2011.pdf Slides]
: Soft Computing, Vol. 16, Num. 9 (2012), pp.1525-1537,[http://dx.doi.org/10.1007/s00500-012-0826-4 Doi]
: "Special Issue on Extreme Learning Machines [http://www.extreme-learning-machines.org/ELM2011 (ELM'2011) Hangzhou, China, December 6 – 8, 2011]".
: JCR (2011) 1.880

====2011====

* Ion Marqués, Manuel Graña.
: "Experiments on Lattice Independent Component Analysis for Face Recognition." [[Media:presentation-IWINAC11.pdf | Slides]]
: Proceedings of the [http://www.iwinac.uned.es/iwinac2011/ IWINAC 2011], La Palma, Spain. May 30-June 3, 2011.
: Lecture Notes in Computer Science, 2011, vol. 6678, pp.286-294, [http://dx.doi.org/10.1007/978-3-642-21326-7_31 Doi].

====2010====

* Ion Marqués, Manuel Graña
: "Face processing for security: a short review." [[Media:presentation-CISIS10.pdf | Slides]]
: Proceedings of the [http://gicap.ubu.es/cisis2010/home/home.shtml CISIS 2010], León, Spain, November 11-12, 2010.
: Advances in Intelligent and Soft Computing, 2010, vol. 85, pp. 89-96, [http://dx.doi.org/10.1007/978-3-642-16626-6_10 Doi]

== Conferences ==
* Co-organized [http://kes2012.kesinternational.org/ KES 2012].
* Session chair at International Symposium on Extreme Learning Machines (ELM'2011), Hangzhou, China.
* Attended [http://gicap.ubu.es/cisis2013/ CISIS] (2010), [http://hais.usal.es/ HAIS] (2010 and 2012), [http://iwinac.uned.es IWINAC] (2011 and 2013), [http://soco.usal.es/ SOCO] (2013), [http://kes2012.kesinternational.org/ KES] (2012), in Spain; [http://www.ntu.edu.sg/home/egbhuang/ ELM] (2011 and 2013) in China; [http://www.ntu.edu.sg/home/egbhuang/ ELM] (2012) in Singapore; [http://www.fi-dublin.eu/ Future Internet Assembly] (2013) in Ireland.

== Research Areas ==
* Face recognition
* Facial expression analysis
* Hyperspectral imaging
* Lattice computing
* Extreme Learning Machines

== Bookmarks ==

==== General ====
:[http://ieeexplore.ieee.org/Xplore/dynhome.jsp?tag=1 IEEE Xplore]
:[http://ieeexplore.ieee.org.ezlibproxy1.ntu.edu.sg/ IEEE Xplore - NTU login]
:[http://www.springerlink.com/ SpringerLink]
:[http://ezlibproxy1.ntu.edu.sg/login?url=http://link.springer.com/ SpringerLink - NTU login]
:[http://www.sciencedirect.com/ ScienceDirect]
:[http://ezlibproxy1.ntu.edu.sg/login?url=http://www.sciencedirect.com ScienceDirect - NTU login]
:[http://www.wikicfp.com/ WikiCFP : Call For Papers of Conferences, Workshops and Journals]
:[http://www.accesowok.fecyt.es/login/ ISI Web of Knowledge - UPV/EHU login]
:[http://ezlibproxy1.ntu.edu.sg/login?url=http://webofknowledge.com ISI Web of Knowledge - NTU login]
:[http://www.arc.gov.au/era/era_journal_list.htm Ranked Outlets - Australian Research Council (ARC)]
:[http://www.informatik.uni-trier.de/~ley/db/index.html DBLP Bibliography]
:[https://www.educacion.es/teseo/irGestionarConsulta.do Teseo]
:[http://www.biblioteka.ehu.es/p207-content/es/contenidos/enlace/biblioteca_internet/es_biblione/biblioteca_internet.html Biblioteka EHU - Recursos temáticos en Internet]

==== Software ====
:[http://www.scilab.org/ Scilab]
:[http://sivp.sourceforge.net/ SIVC (image processing tool) for Scilab]
:[http://photobatch.stani.be/ Phatch - Photo Batch Processor]
:[https://github.com/davvil/pdfpc PDFPC] A presenter console with multi-monitor support for PDF files

== Code (Matlab) ==

==== Feature Extraction ====
:[http://www.ehu.es/ccwintco/groupware/webdav.php/apps/phpbrain/368/xPCA-LDA_2011-09-30.zip PCA, 2DPCA, 2D2PCA, B2DPCA, kernel-PCA.]
:[http://www.ehu.es/ccwintco/groupware/webdav.php/apps/phpbrain/368/xPCA-LDA_2011-09-30.zip LDA with PCA, 2DPCA, 2D2PCA, B2DPCA or kernel-PCA preprocess.]
:[http://www.ehu.es/ccwintco/groupware/webdav.php/apps/phpbrain/368/trasFaceDetection-code-2011-04-28.zip PCA, ICAs, LDA and LICA.]
:[http://www.ehu.es/ccwintco/index.php/Endmember_Induction_Algorithms_(EIAs)_for_MATLAB_and_SCILAB Endmember Induction Algorithms]
==== Classifiers ====
:[http://www.ehu.es/ccwintco/groupware/webdav.php/apps/phpbrain/368/code_ELMs_2011-07-08.zip ELM, ELM with ridge regression, kernel-ELM and 1-NN.]

== Revistas objetivo ==
(de menor a mayor factor de impacto)

: Computer Vision and Image Understanding 2.534 (2010) 2.485 (2011) 1.232(2012)
: Pattern Recognition Letters 1.235(2010) 1.034(2011) 1.266(2012)
: Machine Learning 1.967(2010) 1.587(2011) 1.454(2012)
: Neurocomputing 1.442 (2010) 1.580(2011) 1.634(2012)
: Image and Vision Computing 1.578 (2010) 1.723(2011) 1.959(2012)
: Information Fusion 1.621 (2010) 1.467(2011) 2.262(2012)
: Soft Computing 1.512(2010) 1.880(2011) 1.124(2012)
: Pattern Recognition 2.682(2010) 2.292(2011) 2.632(2012)
: IEEE J-STARS 1.140(2010) 1.489(2011) 2.874(2012)
: IEEE TGARS 2.485(2010) 2.895(2011) 3.467(2012)
: Information Sciences 2.836(2010) 2.833(2011) 3.643(2012)
: International Journal of Computer Vision 5.151(2010) 3.741(2011) 3.623(2012)
: IEEE PAMI 5.308(2010) 4.908(2011) 4.795(2012)

== Informes internos ==
:[http://www.ehu.es/ccwintco/index.php/Jornada_GIC_random_forests_2012-01-27#distribuci.C3.B3n_de_articulos_a_presentar GIC "Random Forest and Classifier Ensembles" Seminar]
:[http://www.ehu.es/ccwintco/uploads/f/f0/HypSpec-DB.pdf Multi/Hyperspectral face image DB examples. Presentation]
:[http://www.ehu.es/ccwintco/uploads/d/d2/PFC-IonMarqu%C3%A9s.pdf Proyecto Fin de Carrera]
:[http://www.ehu.es/ccwintco/uploads/c/c2/InstruccionesLyX-PFC.pdf Instrucciones plantilla LyX Proyecto Fin de Carrera]
:[http://www.ehu.es/ccwintco/groupware/webdav.php/apps/phpbrain/420/face_Detection_openCV.pdf Face detection in Scilab/OpenCV - slides]
:[http://www.ehu.es/ccwintco/groupware/webdav.php/apps/phpbrain/420/ELM_basics.pdf Extreme Learning Machines (ELM) basics - slides]
:[http://www.ehu.es/ccwintco/groupware/index.php?menuaction=phpbrain.uikb.view_article&art_id=264 Materiales del Máster]
:[http://www.ehu.es/ccwintco/groupware/index.php?menuaction=phpbrain.uikb.view_article&art_id=460 Instrucciones y código Weka]
:[http://www.ehu.es/ccwintco/groupware/webdav.php/apps/phpbrain/460/StatMeasures_Weka.pdf Terminología estadística en Weka]
:[http://www.ehu.es/ccwintco/groupware/webdav.php/apps/phpbrain/368/ELM2011-recap.pdf ELM'2011 informe breve]

== Estado burocrático de la tesis ==

: Director: Manuel Graña

:[http://www.hezkuntza.ejgv.euskadi.net/r43-5552/es/contenidos/informacion/dib4/es_2035/bfi_c.html Beca del Gobierno Vasco].

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[[File:wordcloud-2013-06-04.png | center | 700px | thumb | Word cloud, from the text of my papers.]]

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[http://youtu.be/ti3l3wGJc5U Where the failed experiments go]

Usuario:Ion.marques

2014-03-25T00:26:12Z

Ion.marques: /* 2013 */

== Ion Marqués ==

* Contact: ion.marques_at_ehu.es
* Postal address:
: Att: Ion Marqués
: Grupo de Inteligencia Computacional
: Facultad de Informática
: Universidad del País Vasco (UPV/EHU)
: Paseo Manuel Lardizabal 1, 20018 Donostia-San Sebastián (Spain)

== Studies ==

* Engineer in Computer Science (June 2010) - Universidad del País Vasco (UPV/EHU)
* [http://www.kisa.ehu.es/ Masters Degree in Computational Engineering and Intelligent Systems] (2010/2011) - Universidad del País Vasco (UPV/EHU).
** Awarded Best Student Prize for MSc in Computational Engineering and Intelligent Systems 2010/2011.

* Currently:
: 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).

== Working experience / Grants ==

* March 2014 - ongoing: Visiting PhD student at
: Electrical & Computer Engineering, University of Texas at El Paso (USA).

* January 2011 - ongoing: [http://www.hezkuntza.ejgv.euskadi.net/r43-5552/es/contenidos/informacion/dib4/es_2035/bfi_c.html Beca predoctoral / Predoctoral fellowship] granted by
: Gobierno Vasco / Basque Government at
: Universidad del País Vasco (UPV/EHU), [http://www.ehu.es/ccwintco/ Computational Intelligence Group] (Spain).

* November 2012 - February 2013: Research Assistant Internship at
: School of Electrical & Electronic Engineering , Nanyang Technological University (Singapore).

* August 2010 - December 2010: Personal Investigador Contratado / Hired researcher at
: Universidad del País Vasco (UPV/EHU), [http://www.ehu.es/ccwintco/ Computational Intelligence Group] (Spain).
: Project: University-industry. Study of the state of the art in biometric recognition.

* July 2008 - October 2008: IT technician and database administrator at
: Festival de San Sebastián International Film Festival (Spain).

* July 2007 - September 2007: Prácticas en empresa / Internship:
: Festival de San Sebastián International Film Festival - UPV/EHU (Spain).
: IT technician, database administration.

== Publications ==
====2013====

* Iñigo Barandiaran, Odei Maiz, Ion Marqués and Manuel Grana
: "ELM for Retinal Vessel Classiﬁcation"
: Proceedings of ELM2013, Springer-Verlag

* Borja Ayerdi, Ion Marqués and Manuel Grana
: "Spectral-spatial semi-supervised hyperspectral image segmentation using Ensembles of Extreme Learning Machines"
: Neurocomputing

* Borja Fernandez-Gauna, Ion Marqués, Manuel Graña
: "Undesired State-Action Prediction in Multi-Agent Reinforcement Learning. Application to Multicomponent Robotic System control."
: Information Sciences Volume 232, Pages 309–324 [http://dx.doi.org/10.1016/j.ins.2012.12.021 Doi]
: JCR(2011) 2.833

* Ion Marqués, Manuel Graña
: "Greedy sparsification WM algorithm for endmember induction in hyperspectral images."
: Proceedings of the [http://www.iwinac.uned.es/iwinac2013/ IWINAC 2013], Mallorca, Spain. June 10-13, 2013.
: LNCS vol 7931, Pages 336-344 [http://link.springer.com/chapter/10.1007/978-3-642-38622-0_35 Link]

* Manuel Graña, Ion Marqués, Alexandre Savio, Bruno Apolloni.
: "A domestic application of Intelligent Social Computing: the SandS project."
: Proceedings of the [http://soco13.usal.es SOCO 2013], Salamanca, Spain. September 11-13, 2013.
: AISC vol 239, Pages 221-228 [http://link.springer.com/chapter/10.1007/978-3-319-01854-6_23 Link]

====2012====

* Ion Marqués, Manuel Graña.
: "Fusion of lattice independent and linear features improving face identification."
: Neurocomputing, Vol. 114, pp. 80-85. [http://dx.doi.org/10.1007/978-3-642-28931-6_42 Doi]
: JCR (2011) 1.580

* Ion Marqués, Manuel Graña.
: "Image security and biometrics: A review." [[media: imarques-HAIS2012.pdf|Slides]]
: Proceedings of the [http://hais.usal.es/ HAIS 2012], Salamanca, Spain. March 28-30, 2012.
: LNCS, 2012, vol. 7209, part II, pp. 436-447, [http://dx.doi.org/10.1007/978-3-642-28931-6_42 Doi]

* Ion Marques, Manuel Graña
: "Face recognition with Lattice Independent Component Analysis and Extreme Learning Machines." [http://www.ehu.es/ccwintco/groupware/webdav.php/apps/phpbrain/368/presentation-ELM2011.pdf Slides]
: Soft Computing, Vol. 16, Num. 9 (2012), pp.1525-1537,[http://dx.doi.org/10.1007/s00500-012-0826-4 Doi]
: "Special Issue on Extreme Learning Machines [http://www.extreme-learning-machines.org/ELM2011 (ELM'2011) Hangzhou, China, December 6 – 8, 2011]".
: JCR (2011) 1.880

====2011====

* Ion Marqués, Manuel Graña.
: "Experiments on Lattice Independent Component Analysis for Face Recognition." [[Media:presentation-IWINAC11.pdf | Slides]]
: Proceedings of the [http://www.iwinac.uned.es/iwinac2011/ IWINAC 2011], La Palma, Spain. May 30-June 3, 2011.
: Lecture Notes in Computer Science, 2011, vol. 6678, pp.286-294, [http://dx.doi.org/10.1007/978-3-642-21326-7_31 Doi].

====2010====

* Ion Marqués, Manuel Graña
: "Face processing for security: a short review." [[Media:presentation-CISIS10.pdf | Slides]]
: Proceedings of the [http://gicap.ubu.es/cisis2010/home/home.shtml CISIS 2010], León, Spain, November 11-12, 2010.
: Advances in Intelligent and Soft Computing, 2010, vol. 85, pp. 89-96, [http://dx.doi.org/10.1007/978-3-642-16626-6_10 Doi]

== Conferences ==
* Co-organized [http://kes2012.kesinternational.org/ KES 2012].
* Session chair at International Symposium on Extreme Learning Machines (ELM'2011), Hangzhou, China.
* Attended [http://gicap.ubu.es/cisis2013/ CISIS] (2010), [http://hais.usal.es/ HAIS] (2010 and 2012), [http://iwinac.uned.es IWINAC] (2011 and 2013), [http://soco.usal.es/ SOCO] (2013), [http://kes2012.kesinternational.org/ KES] (2012), in Spain; [http://www.ntu.edu.sg/home/egbhuang/ ELM] (2011 and 2013) in China; [http://www.ntu.edu.sg/home/egbhuang/ ELM] (2012) in Singapore; [http://www.fi-dublin.eu/ Future Internet Assembly] (2013) in Ireland.

== Research Areas ==
* Face recognition
* Facial expression analysis
* Hyperspectral imaging
* Lattice computing
* Extreme Learning Machines

== Bookmarks ==

==== General ====
:[http://ieeexplore.ieee.org/Xplore/dynhome.jsp?tag=1 IEEE Xplore]
:[http://ieeexplore.ieee.org.ezlibproxy1.ntu.edu.sg/ IEEE Xplore - NTU login]
:[http://www.springerlink.com/ SpringerLink]
:[http://ezlibproxy1.ntu.edu.sg/login?url=http://link.springer.com/ SpringerLink - NTU login]
:[http://www.sciencedirect.com/ ScienceDirect]
:[http://ezlibproxy1.ntu.edu.sg/login?url=http://www.sciencedirect.com ScienceDirect - NTU login]
:[http://www.wikicfp.com/ WikiCFP : Call For Papers of Conferences, Workshops and Journals]
:[http://www.accesowok.fecyt.es/login/ ISI Web of Knowledge - UPV/EHU login]
:[http://ezlibproxy1.ntu.edu.sg/login?url=http://webofknowledge.com ISI Web of Knowledge - NTU login]
:[http://www.arc.gov.au/era/era_journal_list.htm Ranked Outlets - Australian Research Council (ARC)]
:[http://www.informatik.uni-trier.de/~ley/db/index.html DBLP Bibliography]
:[https://www.educacion.es/teseo/irGestionarConsulta.do Teseo]
:[http://www.biblioteka.ehu.es/p207-content/es/contenidos/enlace/biblioteca_internet/es_biblione/biblioteca_internet.html Biblioteka EHU - Recursos temáticos en Internet]

==== Software ====
:[http://www.scilab.org/ Scilab]
:[http://sivp.sourceforge.net/ SIVC (image processing tool) for Scilab]
:[http://photobatch.stani.be/ Phatch - Photo Batch Processor]
:[https://github.com/davvil/pdfpc PDFPC] A presenter console with multi-monitor support for PDF files

== Code (Matlab) ==

==== Feature Extraction ====
:[http://www.ehu.es/ccwintco/groupware/webdav.php/apps/phpbrain/368/xPCA-LDA_2011-09-30.zip PCA, 2DPCA, 2D2PCA, B2DPCA, kernel-PCA.]
:[http://www.ehu.es/ccwintco/groupware/webdav.php/apps/phpbrain/368/xPCA-LDA_2011-09-30.zip LDA with PCA, 2DPCA, 2D2PCA, B2DPCA or kernel-PCA preprocess.]
:[http://www.ehu.es/ccwintco/groupware/webdav.php/apps/phpbrain/368/trasFaceDetection-code-2011-04-28.zip PCA, ICAs, LDA and LICA.]
:[http://www.ehu.es/ccwintco/index.php/Endmember_Induction_Algorithms_(EIAs)_for_MATLAB_and_SCILAB Endmember Induction Algorithms]
==== Classifiers ====
:[http://www.ehu.es/ccwintco/groupware/webdav.php/apps/phpbrain/368/code_ELMs_2011-07-08.zip ELM, ELM with ridge regression, kernel-ELM and 1-NN.]

== Revistas objetivo ==
(de menor a mayor factor de impacto)

: Computer Vision and Image Understanding 2.534 (2010) 2.485 (2011) 1.232(2012)
: Pattern Recognition Letters 1.235(2010) 1.034(2011) 1.266(2012)
: Machine Learning 1.967(2010) 1.587(2011) 1.454(2012)
: Neurocomputing 1.442 (2010) 1.580(2011) 1.634(2012)
: Image and Vision Computing 1.578 (2010) 1.723(2011) 1.959(2012)
: Information Fusion 1.621 (2010) 1.467(2011) 2.262(2012)
: Soft Computing 1.512(2010) 1.880(2011) 1.124(2012)
: Pattern Recognition 2.682(2010) 2.292(2011) 2.632(2012)
: IEEE J-STARS 1.140(2010) 1.489(2011) 2.874(2012)
: IEEE TGARS 2.485(2010) 2.895(2011) 3.467(2012)
: Information Sciences 2.836(2010) 2.833(2011) 3.643(2012)
: International Journal of Computer Vision 5.151(2010) 3.741(2011) 3.623(2012)
: IEEE PAMI 5.308(2010) 4.908(2011) 4.795(2012)

== Informes internos ==
:[http://www.ehu.es/ccwintco/index.php/Jornada_GIC_random_forests_2012-01-27#distribuci.C3.B3n_de_articulos_a_presentar GIC "Random Forest and Classifier Ensembles" Seminar]
:[http://www.ehu.es/ccwintco/uploads/f/f0/HypSpec-DB.pdf Multi/Hyperspectral face image DB examples. Presentation]
:[http://www.ehu.es/ccwintco/uploads/d/d2/PFC-IonMarqu%C3%A9s.pdf Proyecto Fin de Carrera]
:[http://www.ehu.es/ccwintco/uploads/c/c2/InstruccionesLyX-PFC.pdf Instrucciones plantilla LyX Proyecto Fin de Carrera]
:[http://www.ehu.es/ccwintco/groupware/webdav.php/apps/phpbrain/420/face_Detection_openCV.pdf Face detection in Scilab/OpenCV - slides]
:[http://www.ehu.es/ccwintco/groupware/webdav.php/apps/phpbrain/420/ELM_basics.pdf Extreme Learning Machines (ELM) basics - slides]
:[http://www.ehu.es/ccwintco/groupware/index.php?menuaction=phpbrain.uikb.view_article&art_id=264 Materiales del Máster]
:[http://www.ehu.es/ccwintco/groupware/index.php?menuaction=phpbrain.uikb.view_article&art_id=460 Instrucciones y código Weka]
:[http://www.ehu.es/ccwintco/groupware/webdav.php/apps/phpbrain/460/StatMeasures_Weka.pdf Terminología estadística en Weka]
:[http://www.ehu.es/ccwintco/groupware/webdav.php/apps/phpbrain/368/ELM2011-recap.pdf ELM'2011 informe breve]

== Estado burocrático de la tesis ==

: Director: Manuel Graña

:[http://www.hezkuntza.ejgv.euskadi.net/r43-5552/es/contenidos/informacion/dib4/es_2035/bfi_c.html Beca del Gobierno Vasco].

----

[[File:wordcloud-2013-06-04.png | center | 700px | thumb | Word cloud, from the text of my papers.]]

----

[http://youtu.be/ti3l3wGJc5U Where the failed experiments go]