https://ehu.eus/ccwintco/api.php?action=feedcontributions&feedformat=atom&user=Ai.gonzalez Grupo de Inteligencia Computacional (GIC) - Contribuciones del usuario [es] 2026-05-16T17:57:35Z Contribuciones del usuario MediaWiki 1.38.6 https://ehu.eus/ccwintco/index.php?title=Relevance_Dendritic_Computing:_codes_and_examples&diff=14672 Relevance Dendritic Computing: codes and examples 2013-05-22T07:25:58Z <p>Ai.gonzalez: </p> <hr /> <div>This page is devoted to publishing code for Relevance Dendritic Computing and some execution examples.<br /> <br /> :Download the MATLAB code for Relevance Dendritic Computing here:<br /> :[[Media:SLKN_code.zip | SLKN code ]]<br /> :[[Media:SBL_SLKN_code.zip | SBL-SLKN code ]]<br /> <br /> :Datasets avalaible in:<br /> :[[http://www.raetschlab.org/Members/raetsch/benchmark/?searchterm=benchmark | Benchmarks datasets]]<br /> <br /> :In figures shown some results obtained, in this case, the distribution of class 1 (blue dot region) obtained by training on the (a) XOR, (b) Gaussians centered at the XOR points, (c) the synthetic data used by Tipping and (d) synthetic ring data. <br /> <br /> &lt;div align=&quot;center&quot;&gt;[[Imagen:RDC6_xor.png | 250px]] (a) [[Imagen:RDC6_gauss_xor.png | 250px]] (b) &lt;/div&gt;<br /> <br /> &lt;div align=&quot;center&quot;&gt;[[Imagen:RDC-synth.png | 250px]] (c) [[Imagen:SLKN_ring.png | 250px]] (d) &lt;/div&gt;<br /> <br /> : The details of the method are given in the paper<br /> ''Learning Parsimonious Dendritic Classifiers''<br /> M. Graña, and A.I. Gonzalez, Neurocomputing (submitted for publication).<br /> <br /> '''Copyright 2011 Grupo Inteligencia Computacional, Universidad del País Vasco / Euskal Herriko Unibertsitatea (UPV/EHU)'''.</div> Ai.gonzalez https://ehu.eus/ccwintco/index.php?title=Jornada_GIC_sobre_resting_state_con_fMRI_2012-05-11&diff=12838 Jornada GIC sobre resting state con fMRI 2012-05-11 2012-05-11T12:24:10Z <p>Ai.gonzalez: /* lista de articulos */</p> <hr /> <div><br /> Los trabajos sobre resting state y la detección de la default mode network, plus sus implicaciones patologicas si las tiene están en las revistas de neurociencias, esta es una muestra de trabajos publicados en el ambiente de elsevier<br /> <br /> == lista de articulos ==<br /> <br /> * Ana<br /> ** dicriminative analysis of schizophrenia [http://www.sciencedirect.com/science/article/pii/S1053811909011951] [http://www.ehu.es/ccwintco/groupware/webdav.php/apps/phpbrain/414/Ana_Shen2010_resting_state_fMRI.pdf slides]<br /> <br /> * Israel Rebollo<br /> ** connected iterative scan detecting overlapped funcional clusters in resting state fMRI [http://www.sciencedirect.com/science/article/pii/S0165027011002597][[media: Seguimiento_11_mayo.pdf | slides]]<br /> <br /> * miguel angel<br /> ** hierarchical clustering [http://www.sciencedirect.com/science/article/pii/S0730725X02005039] [http://www.ehu.es/ccwintco/groupware/webdav.php/apps/phpbrain/430/elm%20-%20veganzones%20-%202012_05_10.pdf slides]<br /> <br /> * Borja Ayerdi<br /> ** multilevel bootstrap [http://www.sciencedirect.com/science/article/pii/S1053811910002697] [http://www.ehu.es/ccwintco/groupware/webdav.php/apps/phpbrain/554/sesion_especial_fMRI.pdf slides]<br /> <br /> *Josu<br /> ** clustering to detect functional connectivity differences [http://www.sciencedirect.com/science/article/pii/S105381191200242X][[media: FMRI_Chen.pdf.pdf | slides]]<br /> <br /> * Elsa<br /> ** fMRI sICA repeatability [http://www.sciencedirect.com/science/article/pii/S1053811910006968]<br /> <br /> * Rosalia<br /> ** parcelation of functional subunits [http://www.sciencedirect.com/science/article/pii/S105381190901427X]<br /> <br /> *Darya<br /> ** review on resting state fMRI functional connectivity [http://www.sciencedirect.com/science/article/pii/S0924977X10000684]<br /> <br /> *Ion<br /> ** FENICA on resting state [http://www.sciencedirect.com/science/article/pii/S0165027010004036]<br /> <br /> * Alex<br /> ** functional connectivity with total interdependence [http://www.sciencedirect.com/science/article/pii/S1053811912000961] [http://www.ehu.es/ccwintco/groupware/webdav.php/apps/phpbrain/328/alexsavio_xiaotong_exploring.pdf slices]<br /> <br /> * ramon<br /> ** indep comp model of the default mode brain function [http://www.sciencedirect.com/science/article/pii/S0730725X08000854] [http://www.ehu.es/ccwintco/groupware/webdav.php/apps/phpbrain/277/presentacionViernes11.pdf Slides]<br /> <br /> * maite<br /> ** reliability of resting stat connectivity network [http://www.sciencedirect.com/science/article/pii/S105381191100961X]</div> Ai.gonzalez https://ehu.eus/ccwintco/index.php?title=Jornada_GIC_sobre_resting_state_con_fMRI_2012-05-11&diff=12836 Jornada GIC sobre resting state con fMRI 2012-05-11 2012-05-11T12:23:44Z <p>Ai.gonzalez: /* lista de articulos */</p> <hr /> <div><br /> Los trabajos sobre resting state y la detección de la default mode network, plus sus implicaciones patologicas si las tiene están en las revistas de neurociencias, esta es una muestra de trabajos publicados en el ambiente de elsevier<br /> <br /> == lista de articulos ==<br /> <br /> * Ana<br /> ** dicriminative analysis of schizophrenia [http://www.sciencedirect.com/science/article/pii/S1053811909011951] [http://www.ehu.es/ccwintco/groupware/webdav.php/apps/phpbrain/414/Ana_Shen2010_resting_state_fMRI.pdf | slides]<br /> <br /> * Israel Rebollo<br /> ** connected iterative scan detecting overlapped funcional clusters in resting state fMRI [http://www.sciencedirect.com/science/article/pii/S0165027011002597][[media: Seguimiento_11_mayo.pdf | slides]]<br /> <br /> * miguel angel<br /> ** hierarchical clustering [http://www.sciencedirect.com/science/article/pii/S0730725X02005039] [http://www.ehu.es/ccwintco/groupware/webdav.php/apps/phpbrain/430/elm%20-%20veganzones%20-%202012_05_10.pdf slides]<br /> <br /> * Borja Ayerdi<br /> ** multilevel bootstrap [http://www.sciencedirect.com/science/article/pii/S1053811910002697] [http://www.ehu.es/ccwintco/groupware/webdav.php/apps/phpbrain/554/sesion_especial_fMRI.pdf slides]<br /> <br /> *Josu<br /> ** clustering to detect functional connectivity differences [http://www.sciencedirect.com/science/article/pii/S105381191200242X][[media: FMRI_Chen.pdf.pdf | slides]]<br /> <br /> * Elsa<br /> ** fMRI sICA repeatability [http://www.sciencedirect.com/science/article/pii/S1053811910006968]<br /> <br /> * Rosalia<br /> ** parcelation of functional subunits [http://www.sciencedirect.com/science/article/pii/S105381190901427X]<br /> <br /> *Darya<br /> ** review on resting state fMRI functional connectivity [http://www.sciencedirect.com/science/article/pii/S0924977X10000684]<br /> <br /> *Ion<br /> ** FENICA on resting state [http://www.sciencedirect.com/science/article/pii/S0165027010004036]<br /> <br /> * Alex<br /> ** functional connectivity with total interdependence [http://www.sciencedirect.com/science/article/pii/S1053811912000961] [http://www.ehu.es/ccwintco/groupware/webdav.php/apps/phpbrain/328/alexsavio_xiaotong_exploring.pdf slices]<br /> <br /> * ramon<br /> ** indep comp model of the default mode brain function [http://www.sciencedirect.com/science/article/pii/S0730725X08000854] [http://www.ehu.es/ccwintco/groupware/webdav.php/apps/phpbrain/277/presentacionViernes11.pdf Slides]<br /> <br /> * maite<br /> ** reliability of resting stat connectivity network [http://www.sciencedirect.com/science/article/pii/S105381191100961X]</div> Ai.gonzalez https://ehu.eus/ccwintco/index.php?title=Jornada_GIC_Extreme_Learning_Machines_2012-04-20&diff=12702 Jornada GIC Extreme Learning Machines 2012-04-20 2012-04-20T13:55:20Z <p>Ai.gonzalez: /* articulos */</p> <hr /> <div>jornada dedicada a articulos &quot;recientes&quot; sobre Extreme Learning Machines, fuente Sciencedirect<br /> == articulos ==<br /> <br /> * Ion Marques<br /> ** voting based ELM [http://www.sciencedirect.com/science/article/pii/S0020025511004725] [http://www.ehu.es/ccwintco/groupware/webdav.php/apps/phpbrain/420/ELM-VotingELM-2012_p.pdf slides]<br /> <br /> * Alex<br /> ** face recognition ELM [http://www.sciencedirect.com/science/article/pii/S0925231211002578] [http://www.ehu.es/ccwintco/groupware/webdav.php/apps/phpbrain/328/alexsavio_zong_face_recognition.pdf slices]<br /> <br /> * Ramon<br /> ** ELM for radial basis functions [http://www.sciencedirect.com/science/article/pii/S092523121100213X] [http://www.ehu.es/ccwintco/groupware/webdav.php/apps/phpbrain/277/MELM-GRBF.pdf Slides]<br /> <br /> *Elsa<br /> ** optimization based ELM [http://www.sciencedirect.com/science/article/pii/S0925231210002225] [http://www.ehu.es/ccwintco/groupware/webdav.php/apps/phpbrain/434/ElsaELM.pdf Slides]<br /> <br /> *Jose Manuel<br /> ** efectiveness of ELM [http://www.sciencedirect.com/science/article/pii/S0925231211002116] [http://www.ehu.es/ccwintco/groupware/webdav.php/apps/phpbrain/104/Wang-2011-Effectiveness%20of%20ELM-pres.pdf slices]<br /> <br /> * Darya<br /> ** comparing ELM and sequential FFNN [http://www.sciencedirect.com/science/article/pii/S0893608011002231] [http://www.ehu.es/ccwintco/groupware/webdav.php/apps/phpbrain/261/GIC-ELM-Chyzhyk-2012-04-20.pdf | Slices]<br /> <br /> * Israel<br /> ** random search incremental ELM [http://www.sciencedirect.com/science/article/pii/S0925231207003633][[media: Israel_ELM.pdf|slides]]<br /> <br /> * Ana<br /> ** ordinal ELM [http://www.sciencedirect.com/science/article/pii/S0925231210004042] [[http://www.ehu.es/ccwintco/groupware/webdav.php/apps/phpbrain/414/Ana_Deng2010_elm.pdf slides]]<br /> <br /> *Miguel<br /> ** evolutionary ELM [http://www.sciencedirect.com/science/article/pii/S0031320305001809] [http://www.ehu.es/ccwintco/groupware/webdav.php/apps/phpbrain/430/ELM%20-%20veganzones%20-%202012_04_20.pdf slides]<br /> <br /> *Borja Ayerdi<br /> ** ensemble ELM [http://www.sciencedirect.com/science/article/pii/S0925231209000782]<br /> <br /> *Josu<br /> ** multicategory sparse ELM [http://www.sciencedirect.com/science/article/pii/S0952197610001326][[media:ELM_Josu.pdf|slides]]<br /> <br /> * Maite Termenon<br /> ** two stage ELM for regresion [http://www.sciencedirect.com/science/article/pii/S0925231210003401] [http://www.ehu.es/ccwintco/groupware/webdav.php/apps/phpbrain/262/ELM_Termenon.pdf slides]</div> Ai.gonzalez https://ehu.eus/ccwintco/index.php?title=Jornada_GIC_Extreme_Learning_Machines_2012-04-20&diff=12700 Jornada GIC Extreme Learning Machines 2012-04-20 2012-04-20T13:54:26Z <p>Ai.gonzalez: /* articulos */</p> <hr /> <div>jornada dedicada a articulos &quot;recientes&quot; sobre Extreme Learning Machines, fuente Sciencedirect<br /> == articulos ==<br /> <br /> * Ion Marques<br /> ** voting based ELM [http://www.sciencedirect.com/science/article/pii/S0020025511004725] [http://www.ehu.es/ccwintco/groupware/webdav.php/apps/phpbrain/420/ELM-VotingELM-2012_p.pdf slides]<br /> <br /> * Alex<br /> ** face recognition ELM [http://www.sciencedirect.com/science/article/pii/S0925231211002578] [http://www.ehu.es/ccwintco/groupware/webdav.php/apps/phpbrain/328/alexsavio_zong_face_recognition.pdf slices]<br /> <br /> * Ramon<br /> ** ELM for radial basis functions [http://www.sciencedirect.com/science/article/pii/S092523121100213X] [http://www.ehu.es/ccwintco/groupware/webdav.php/apps/phpbrain/277/MELM-GRBF.pdf Slides]<br /> <br /> *Elsa<br /> ** optimization based ELM [http://www.sciencedirect.com/science/article/pii/S0925231210002225] [http://www.ehu.es/ccwintco/groupware/webdav.php/apps/phpbrain/434/ElsaELM.pdf Slides]<br /> <br /> *Jose Manuel<br /> ** efectiveness of ELM [http://www.sciencedirect.com/science/article/pii/S0925231211002116] [http://www.ehu.es/ccwintco/groupware/webdav.php/apps/phpbrain/104/Wang-2011-Effectiveness%20of%20ELM-pres.pdf slices]<br /> <br /> * Darya<br /> ** comparing ELM and sequential FFNN [http://www.sciencedirect.com/science/article/pii/S0893608011002231] [http://www.ehu.es/ccwintco/groupware/webdav.php/apps/phpbrain/261/GIC-ELM-Chyzhyk-2012-04-20.pdf | Slices]<br /> <br /> * Israel<br /> ** random search incremental ELM [http://www.sciencedirect.com/science/article/pii/S0925231207003633][[media: Israel_ELM.pdf|slides]]<br /> <br /> * Ana<br /> ** ordinal ELM [http://www.sciencedirect.com/science/article/pii/S0925231210004042] [[ media: http://www.ehu.es/ccwintco/groupware/webdav.php/apps/phpbrain/414/Ana_Deng2010_elm.pdf |slides]]<br /> <br /> *Miguel<br /> ** evolutionary ELM [http://www.sciencedirect.com/science/article/pii/S0031320305001809] [http://www.ehu.es/ccwintco/groupware/webdav.php/apps/phpbrain/430/ELM%20-%20veganzones%20-%202012_04_20.pdf slides]<br /> <br /> *Borja Ayerdi<br /> ** ensemble ELM [http://www.sciencedirect.com/science/article/pii/S0925231209000782]<br /> <br /> *Josu<br /> ** multicategory sparse ELM [http://www.sciencedirect.com/science/article/pii/S0952197610001326][[media:ELM_Josu.pdf|slides]]<br /> <br /> * Maite Termenon<br /> ** two stage ELM for regresion [http://www.sciencedirect.com/science/article/pii/S0925231210003401] [http://www.ehu.es/ccwintco/groupware/webdav.php/apps/phpbrain/262/ELM_Termenon.pdf slides]</div> Ai.gonzalez https://ehu.eus/ccwintco/index.php?title=Tesis_doctorales_dirigidas&diff=12668 Tesis doctorales dirigidas 2012-04-18T21:27:23Z <p>Ai.gonzalez: </p> <hr /> <div>; Borja Fernandez Gauna<br /> : [[media:Tesis-Borja-imprenta-2012-03-15.pdf|Modular Multi-Agent reinforcement Learning of Linked Multi-Component Robotic Systems]]<br /> : Director: Manuel Graña Romay (UPV/EHU)<br /> : Facultad Informática UPV/EHU, depositada marzo 2012<br /> <br /> <br /> ; Jose Manuel Lopez Guede<br /> : [[media:Tesis-JM-draft-2012-02-03.pdf|Reinforcement Learning for Linked Multicomponent Robotic Systems]]<br /> : Director: Manuel Graña Romay (UPV/EHU)<br /> : Facultad Informática UPV/EHU, 12 Abril 2012, Apto cum laude por unanimidad<br /> <br /> <br /> ; Ana Isabel Gonzalez Acuña<br /> :''[[media:Tesis Ana-I-Gonzalez-Acuna-2011-12-21.pdf|Contributions to Unsupervised and Supervised Learning with Applications in Digital Image Processing]]''<br /> :[[media:AI_Gonzalez_slides_Defensa.pdf | Slides]]<br /> : Director: Manuel Graña Romay (UPV/EHU)<br /> : Facultad Informática UPV/EHU, 17 de Abril de 2012, Apto cum laude por unanimidad<br /> <br /> <br /> ;Josune Gallego<br /> :''[[media:Tesis-Josune-2011-02-10.pdf|Contributions to the analyisis and segmentation of remote sensing hyperspectral images]]''<br /> : Director: Manuel Graña Romay (UPV/EHU)<br /> : Facultad Informática UPV/EHU, 13 Junio 2011, Sobresaliente cum laude por unanimidad.<br /> : ISBN13: 978-84-694-6822-7<br /> <br /> ;Andoni Beristain Iraola<br /> :''[[media:Thesis_Andoni_Beristain_Iraola_2009b.pdf|Skeleton based visual pattern recognition: Applications to tabletop interaction]]''<br /> :[[Media:A.Beristain_thesis_Defense_12.10.2009.pdf|Slides]]<br /> : Director: Manuel Graña Romay (UPV/EHU)<br /> : Facultad Informática UPV/EHU, 10 diciembre 2009, Sobresaliente cum laude por unanimidad.<br /> <br /> ;Ivan Villaverde<br /> :''[[media:Tesis_Ivan_Villaverde.pdf|On Computational Intelligence tools for vision based navigation of mobile robots]]''<br /> :[[Media:Slides-defensa-tesis-ivan-villaverde.pdf|Slides]]<br /> : Director: Manuel Graña Romay (UPV/EHU)<br /> : Facultad Informática UPV/EHU, 9 diciembre 2009, Sobresaliente cum laude por unanimidad.<br /> <br /> ;Zelmar Echegoyen<br /> :[[media:Tesis-Zelmar-17-10-2009.pdf|Contributions to visual servoing to legged and linked multicomponent robots]]<br /> :[[Media:Traspas_Tesis_Zelmar.pdf|Slides]]<br /> : Directores: Manuel Graña Romay. Alicia d'Anjou d'Anjou (UPV/EHU)<br /> :Facultad Informática UPV/EHU, 2 diciembre 2009, Sobresaliente cum laude por unanimidad<br /> <br /> ;María Teresa García Sebastián<br /> :''[[Media:Tesis MT Garcia Sebastian.pdf|Contributions to Brain MRI Processing and Analysis]]''<br /> :[[Media:Maite_tesis.pdf|Slides]]<br /> : Director: Manuel Graña Romay (UPV/EHU)<br /> : Facultad Informática UPV/EHU, 11 diciembre 2009, Sobresaliente cum laude por unanimidad.<br /> <br /> ;Maria de las Nieves Velez de Mendizabal Castillo<br /> :''Modelado Computacional en Dinámica de Sistemas aplicado a Inmunología''<br /> : Directores: Francisco Javier Torrealdea Folgado, Pablo Villoslada Diaz<br /> :Facultad Informática UPV/EHU, 2 octubre 2009, Sobresaliente cum laude por unanimidad<br /> <br /> ;Carlos A. Toro<br /> :''[[Media:Thesis carlos toro final version printLayout 04102209.pdf | Semantic Enhancement of VirtualEngineering Applications]]''<br /> : Directores: Manuel Graña Romay (UPV/EHU), Jorge Posada (Vicomtech)<br /> : Facultad Informática UPV/EHU, 26 Mayo 2009, CALIFICACION: Sobresaliente cum Laude por unanimidad<br /> <br /> ;Pablo Gonzalez Nalda<br /> :''[[Media:Pablo-Gonzalez-Nalda-Tesis.pdf |Navegación mediante evolución de redes neuronales recurrentes y dinámica]]''<br /> : Directores: Blanca Cases Gutierrez, Alvaro Moreno Bergareche<br /> : Facultad Informática UPV/EHU, 10 Octubre 2008 CALIFICACION: Sobresaliente cum Laude por unanimidad<br /> <br /> ; José Orlando Maldonado Bautista<br /> : ''[[Media:Tesis-17-04-2008.pdf |Estudio de métodos de indexación y recuperación en bases de datos de imágenes]]''<br /> : Director: Manuel Graña Romay<br /> : Facultad Informática UPV/EHU, 19 Septiembre 2008 CALIFICACION: Apto cum Laude por unanimidad<br /> <br /> ;Imanol Echave Calvo<br /> : ''[[Media:Imanol-echave-tesis-06-06.pdf |Algunas aportaciones a la segmentación de imagen digital basadas en el Mapa Autoorganizativo]]''<br /> : Director: Manuel Graña Romay, F. Xabier Albizuri Irigoien<br /> :Facultad Informática UPV/EHU, Octubre 2006 CALIFICACION: Apto cum Laude por unanimidad<br /> <br /> ;Elsa Fernández Gomez<br /> : ''[[media:Elsa-fernandez-tesis-16-12-04.pdf| Algunas contribuciones sobre la corrección de inhomogeneidades de iluminación en imágenes digitales]]''<br /> : Director: Manuel Graña Romay<br /> :Facultad Informática UPV/EHU, Marzo 2005 CALIFICACION: Apto cum Laude por unanimidad<br /> <br /> ;Abdelmalik Mouhajid<br /> : ''Aportaciones a la sincronización de sistemas caóticos''<br /> :Directora: Alicia d'Anjou<br /> :Facultad Informática UPV/EHU, 2005 CALIFICACION: Sobresaliente cum Laude por unanimidad<br /> <br /> ;Karmele Lopez de Ipina<br /> : ''Reconocimiento Automático del habla continua en Euskera mediante métodos estocásticos''<br /> : Director: Manuel Graña Romay<br /> :Facultad Informática UPV/EHU, Junio 2003 CALIFICACION: Apto cum Laude por unanimidad<br /> <br /> ;Sergio Oscar Anchorena<br /> : ''Teoría De Juegos Y Sistemas De Eco-Gramáticas En La Simulación De Sistemas Complejos Adaptativos''<br /> : Director: Blanca Rosa Cases Gutiérrez<br /> : Facultad Informática UPV/EHU, Abril 2002 CALIFICACION: Apto cum Laude por unanimidad<br /> <br /> ;Bogdan Raducanu<br /> : ''[[Media:Raducanu-thesis-may26.pdf|Morphological Techniques for Face Localization]]''<br /> : Director: Manuel Graña Romay<br /> : Facultad Informática UPV/EHU, Junio 2001 CALIFICACION: Apto cum Laude por unanimidad<br /> : Premio extraordinario de doctorado<br /> <br /> ;M. Carmen Hernandez Gomez<br /> :''Máquinas de Boltzmann para la optimización combinatoria y la simulación del aprendizaje''<br /> :Directores: F. J. Torrealdea Folgado, Manuel Graña<br /> :Facultad Informática UPV/EHU, Marzo 1997 CALIFICACION: Apto cum Laude por unanimidad<br /> <br /> ;Francisco Xabier Albizuri Irigoyen<br /> : ''Máquinas de Boltzmann de alto orden: Una red neuronal estocásticas con técnicas de Montecarlo. Caracterización y estructura.''<br /> :Directora: Alicia d'Anjou<br /> :Facultad Informática UPV/EHU, 1995 CALIFICACION: Sobresaliente cum Laude por unanimidad</div> Ai.gonzalez https://ehu.eus/ccwintco/index.php?title=Archivo:AI_Gonzalez_slides_Defensa.pdf&diff=12666 Archivo:AI Gonzalez slides Defensa.pdf 2012-04-18T21:25:21Z <p>Ai.gonzalez: </p> <hr /> <div></div> Ai.gonzalez https://ehu.eus/ccwintco/index.php?title=Jornada_GIC_coloreado_de_grafos_2012-03-23&diff=12436 Jornada GIC coloreado de grafos 2012-03-23 2012-03-22T23:00:35Z <p>Ai.gonzalez: /* articulos */</p> <hr /> <div>jornada dedicada a articulos &quot;recientes&quot; sobre técnicas de optimización para el coloreado de grafos<br /> <br /> == articulos ==<br /> <br /> * ALex<br /> **algoritmo evolutivo con diversidad garantizada [http://www.sciencedirect.com/science/article/pii/S0305054810000286] [http://www.ehu.es/ccwintco/groupware/webdav.php/apps/phpbrain/328/alexsavio_cosmin_evol_graphcol.pdf slides]<br /> <br /> *Elsa<br /> **algoritmo paralelo genetico-tabu [http://www.sciencedirect.com/science/article/pii/S0377221708003111]<br /> <br /> <br /> *Jose Manuel<br /> ** aplicaciones en robotica de graph coloring [http://www.sciencedirect.com/science/article/pii/S0377221707009423]<br /> <br /> * Darya<br /> **cartografiado del espacio de busqueda [http://www.sciencedirect.com/science/article/pii/S0305054809001798]<br /> <br /> * Ramon<br /> **modified turbulent PSO [http://www.sciencedirect.com/science/article/pii/S0957417410012285] [http://www.ehu.es/ccwintco/groupware/webdav.php/apps/phpbrain/277/coloresPSO.pdf Slides]<br /> <br /> * Israel<br /> **comparacion de algoritmos para coloreado de grandes grafos [http://www.sciencedirect.com/science/article/pii/S0305054811002425]<br /> <br /> * Ana<br /> **un algoritmo memetico [http://www.sciencedirect.com/science/article/pii/S0377221709005177] [http://www.ehu.es/ccwintco/groupware/webdav.php/apps/phpbrain/414/Ana_Lu2010_graph.pdf | Slides]<br /> <br /> *Miguel<br /> **improved ant colony [http://www.sciencedirect.com/science/article/pii/S0166218X07001321]<br /> <br /> *Borja Ayerdi<br /> **reactive tabu search [http://www.sciencedirect.com/science/article/pii/S0305054806001420]<br /> <br /> *Josu<br /> **neural network approach [http://www.sciencedirect.com/science/article/pii/S0377221707008909]<br /> <br /> * Borja Fernandez<br /> ** energy based approaches [http://ieeexplore.ieee.org/search/srchabstract.jsp?tp=&amp;arnumber=977273&amp;refinements%3D4294967131%26openedRefinements%3D*%26filter%3DAND%28NOT%284283010803%29%29%26matchBoolean%3Dtrue%26searchField%3DSearch+All%26queryText%3D%28Document+Title%3Agraph+coloring%29] [[media:Borja-EnergyFunction-BasedApproachesToGraphColoring.pdf | Slides ]]</div> Ai.gonzalez https://ehu.eus/ccwintco/index.php?title=Jornada_sobre_clasificacion_en_imagenes_hiperspectrales_2012-03-16&diff=12340 Jornada sobre clasificacion en imagenes hiperspectrales 2012-03-16 2012-03-15T18:59:33Z <p>Ai.gonzalez: /* distribución de artículos */</p> <hr /> <div>Segunda jornada de trabajo del proyecto, continuando con temas de clasificación, con un énfasis en revistas del IEEE. Entrada en el groupware [http://www.ehu.es/ccwintco/groupware/index.php?menuaction=phpbrain.uikb.view_article&amp;art_id=613]<br /> <br /> <br /> == distribución de artículos ==<br /> <br /> <br /> * Elsa Fernandez<br /> ** combining multiple features [http://www.ehu.es/ccwintco/groupware/webdav.php/apps/phpbrain/613/zhang-2012-combining-multiple-features.pdf]<br /> <br /> * Ion Marques<br /> ** batch active learning [http://www.ehu.es/ccwintco/groupware/webdav.php/apps/phpbrain/613/patra-bruzzone-2012-batch-mode-active-learning.pdf]<br /> <br /> * Israel Rebollo<br /> **adaptive artificial inmune network [http://www.ehu.es/ccwintco/groupware/webdav.php/apps/phpbrain/613/zhong-2012-adapt-artificial-inmune-network.pdf]<br /> <br /> *Josu Maiora<br /> ** active learning survey [http://www.ehu.es/ccwintco/groupware/webdav.php/apps/phpbrain/202/ActiveLearinigSurvey.pdf] [[media:activeL_josu.pdf | Slides]]<br /> <br /> * Ramon Moreno<br /> ** spectral-spatial hyperspectral image segmentation [http://www.ehu.es/ccwintco/groupware/webdav.php/apps/phpbrain/613/li-bioucas-plaza-2012-spectral-spatial-segmentation.pdf]<br /> <br /> * Miguel Angel Veganzones<br /> ** linear and nonlinear PCA for classification on morphological profiles [http://www.ehu.es/ccwintco/groupware/webdav.php/apps/phpbrain/613/Licciardi-2012-PCA-morph-profiles.pdf]<br /> <br /> * Alexandre Savio<br /> ** parallel box counting [http://www.ehu.es/ccwintco/groupware/webdav.php/apps/phpbrain/613/tzeng-2012-box-counting.pdf] [http://www.ehu.es/ccwintco/groupware/webdav.php/apps/phpbrain/328/alexsavio_tzeng_boxcounting_hyper.pdf slides]<br /> <br /> * Darya Chyzhyk<br /> ** genetic fuzzy-rule classifier [http://www.ehu.es/ccwintco/groupware/webdav.php/apps/phpbrain/613/Stavrakoudis-2012-genetic-fuzzy-rule-based.pdf]<br /> <br /> * Ana Isabel Gonzalez<br /> ** spatial contextual SVM [http://www.ehu.es/ccwintco/groupware/webdav.php/apps/phpbrain/613/li-2012-spatial-contextual-SVM.pdf] [http://www.ehu.es/ccwintco/groupware/webdav.php/apps/phpbrain/414/Ana_hyperspec_SVM.pdf | Slides ]<br /> <br /> * Borja Ayerdi<br /> ** SVM based fuzzy decision trees [http://ieeexplore.ieee.org/search/srchabstract.jsp?tp=&amp;arnumber=5976442&amp;refinements%3D4294967131%26openedRefinements%3D*%26sortType%3Ddesc_Publication+Year%26filter%3DAND%28NOT%284283010803%29%29%26matchBoolean%3Dtrue%26searchField%3DSearch+All%26queryText%3D%28%28hyperspectral%29+AND+classification%29]<br /> <br /> *Maite Termenon<br /> ** cluster based active learning [http://www.ehu.es/ccwintco/groupware/webdav.php/apps/phpbrain/613/patra-bruzzone-2011-cluster-active-learning.pdf]<br /> <br /> *Borja Fernandez Gauna<br /> ** multiview active learning [http://ieeexplore.ieee.org/search/srchabstract.jsp?tp=&amp;arnumber=5724268&amp;refinements%3D4294967131%26openedRefinements%3D*%26sortType%3Ddesc_Publication+Year%26filter%3DAND%28NOT%284283010803%29%29%26matchBoolean%3Dtrue%26searchField%3DSearch+All%26queryText%3D%28%28hyperspectral%29+AND+classification%29]<br /> <br /> * Jose Manuel Lopez<br /> ** semisupervised dimensionality reduction [http://ieeexplore.ieee.org/search/srchabstract.jsp?tp=&amp;arnumber=5609183&amp;refinements%3D4294967131%26openedRefinements%3D*%26sortType%3Ddesc_Publication+Year%26filter%3DAND%28NOT%284283010803%29%29%26matchBoolean%3Dtrue%26searchField%3DSearch+All%26queryText%3D%28%28hyperspectral%29+AND+classification%29]</div> Ai.gonzalez https://ehu.eus/ccwintco/index.php?title=Jornada_sobre_clasificacion_en_imagenes_hiperspectrales_2012-03-16&diff=12338 Jornada sobre clasificacion en imagenes hiperspectrales 2012-03-16 2012-03-15T18:58:54Z <p>Ai.gonzalez: /* distribución de artículos */</p> <hr /> <div>Segunda jornada de trabajo del proyecto, continuando con temas de clasificación, con un énfasis en revistas del IEEE. Entrada en el groupware [http://www.ehu.es/ccwintco/groupware/index.php?menuaction=phpbrain.uikb.view_article&amp;art_id=613]<br /> <br /> <br /> == distribución de artículos ==<br /> <br /> <br /> * Elsa Fernandez<br /> ** combining multiple features [http://www.ehu.es/ccwintco/groupware/webdav.php/apps/phpbrain/613/zhang-2012-combining-multiple-features.pdf]<br /> <br /> * Ion Marques<br /> ** batch active learning [http://www.ehu.es/ccwintco/groupware/webdav.php/apps/phpbrain/613/patra-bruzzone-2012-batch-mode-active-learning.pdf]<br /> <br /> * Israel Rebollo<br /> **adaptive artificial inmune network [http://www.ehu.es/ccwintco/groupware/webdav.php/apps/phpbrain/613/zhong-2012-adapt-artificial-inmune-network.pdf]<br /> <br /> *Josu Maiora<br /> ** active learning survey [http://www.ehu.es/ccwintco/groupware/webdav.php/apps/phpbrain/202/ActiveLearinigSurvey.pdf] [[media:activeL_josu.pdf | Slides]]<br /> <br /> * Ramon Moreno<br /> ** spectral-spatial hyperspectral image segmentation [http://www.ehu.es/ccwintco/groupware/webdav.php/apps/phpbrain/613/li-bioucas-plaza-2012-spectral-spatial-segmentation.pdf]<br /> <br /> * Miguel Angel Veganzones<br /> ** linear and nonlinear PCA for classification on morphological profiles [http://www.ehu.es/ccwintco/groupware/webdav.php/apps/phpbrain/613/Licciardi-2012-PCA-morph-profiles.pdf]<br /> <br /> * Alexandre Savio<br /> ** parallel box counting [http://www.ehu.es/ccwintco/groupware/webdav.php/apps/phpbrain/613/tzeng-2012-box-counting.pdf] [http://www.ehu.es/ccwintco/groupware/webdav.php/apps/phpbrain/328/alexsavio_tzeng_boxcounting_hyper.pdf slides]<br /> <br /> * Darya Chyzhyk<br /> ** genetic fuzzy-rule classifier [http://www.ehu.es/ccwintco/groupware/webdav.php/apps/phpbrain/613/Stavrakoudis-2012-genetic-fuzzy-rule-based.pdf]<br /> <br /> * Ana Isabel Gonzalez<br /> ** spatial contextual SVM [http://www.ehu.es/ccwintco/groupware/webdav.php/apps/phpbrain/613/li-2012-spatial-contextual-SVM.pdf] [http://www.ehu.es/ccwintco/groupware/webdav.php/apps/phpbrain/414/Ana_hyperspec_SVM.pdf | Slides ]<br /> <br /> <br /> * Borja Ayerdi<br /> ** SVM based fuzzy decision trees [http://ieeexplore.ieee.org/search/srchabstract.jsp?tp=&amp;arnumber=5976442&amp;refinements%3D4294967131%26openedRefinements%3D*%26sortType%3Ddesc_Publication+Year%26filter%3DAND%28NOT%284283010803%29%29%26matchBoolean%3Dtrue%26searchField%3DSearch+All%26queryText%3D%28%28hyperspectral%29+AND+classification%29]<br /> <br /> *Maite Termenon<br /> ** cluster based active learning [http://www.ehu.es/ccwintco/groupware/webdav.php/apps/phpbrain/613/patra-bruzzone-2011-cluster-active-learning.pdf]<br /> <br /> *Borja Fernandez Gauna<br /> ** multiview active learning [http://ieeexplore.ieee.org/search/srchabstract.jsp?tp=&amp;arnumber=5724268&amp;refinements%3D4294967131%26openedRefinements%3D*%26sortType%3Ddesc_Publication+Year%26filter%3DAND%28NOT%284283010803%29%29%26matchBoolean%3Dtrue%26searchField%3DSearch+All%26queryText%3D%28%28hyperspectral%29+AND+classification%29]<br /> <br /> * Jose Manuel Lopez<br /> ** semisupervised dimensionality reduction [http://ieeexplore.ieee.org/search/srchabstract.jsp?tp=&amp;arnumber=5609183&amp;refinements%3D4294967131%26openedRefinements%3D*%26sortType%3Ddesc_Publication+Year%26filter%3DAND%28NOT%284283010803%29%29%26matchBoolean%3Dtrue%26searchField%3DSearch+All%26queryText%3D%28%28hyperspectral%29+AND+classification%29]</div> Ai.gonzalez https://ehu.eus/ccwintco/index.php?title=Jornada_sobre_clasificacion_en_imagenes_hiperspectrales_2012-03-16&diff=12336 Jornada sobre clasificacion en imagenes hiperspectrales 2012-03-16 2012-03-15T18:58:06Z <p>Ai.gonzalez: /* distribución de artículos */</p> <hr /> <div>Segunda jornada de trabajo del proyecto, continuando con temas de clasificación, con un énfasis en revistas del IEEE. Entrada en el groupware [http://www.ehu.es/ccwintco/groupware/index.php?menuaction=phpbrain.uikb.view_article&amp;art_id=613]<br /> <br /> <br /> == distribución de artículos ==<br /> <br /> <br /> * Elsa Fernandez<br /> ** combining multiple features [http://www.ehu.es/ccwintco/groupware/webdav.php/apps/phpbrain/613/zhang-2012-combining-multiple-features.pdf]<br /> <br /> * Ion Marques<br /> ** batch active learning [http://www.ehu.es/ccwintco/groupware/webdav.php/apps/phpbrain/613/patra-bruzzone-2012-batch-mode-active-learning.pdf]<br /> <br /> * Israel Rebollo<br /> **adaptive artificial inmune network [http://www.ehu.es/ccwintco/groupware/webdav.php/apps/phpbrain/613/zhong-2012-adapt-artificial-inmune-network.pdf]<br /> <br /> *Josu Maiora<br /> ** active learning survey [http://www.ehu.es/ccwintco/groupware/webdav.php/apps/phpbrain/202/ActiveLearinigSurvey.pdf] [[media:activeL_josu.pdf | Slides]]<br /> <br /> * Ramon Moreno<br /> ** spectral-spatial hyperspectral image segmentation [http://www.ehu.es/ccwintco/groupware/webdav.php/apps/phpbrain/613/li-bioucas-plaza-2012-spectral-spatial-segmentation.pdf]<br /> <br /> * Miguel Angel Veganzones<br /> ** linear and nonlinear PCA for classification on morphological profiles [http://www.ehu.es/ccwintco/groupware/webdav.php/apps/phpbrain/613/Licciardi-2012-PCA-morph-profiles.pdf]<br /> <br /> * Alexandre Savio<br /> ** parallel box counting [http://www.ehu.es/ccwintco/groupware/webdav.php/apps/phpbrain/613/tzeng-2012-box-counting.pdf] [http://www.ehu.es/ccwintco/groupware/webdav.php/apps/phpbrain/328/alexsavio_tzeng_boxcounting_hyper.pdf slides]<br /> <br /> * Darya Chyzhyk<br /> ** genetic fuzzy-rule classifier [http://www.ehu.es/ccwintco/groupware/webdav.php/apps/phpbrain/613/Stavrakoudis-2012-genetic-fuzzy-rule-based.pdf]<br /> <br /> * Ana Isabel Gonzalez<br /> ** spatial contextual SVM [http://www.ehu.es/ccwintco/groupware/webdav.php/apps/phpbrain/613/li-2012-spatial-contextual-SVM.pdf] [http://www.ehu.es/ccwintco/groupware/webdav.php/apps/phpbrain/414/Ana_hyperspec_SVM.pdf | Slides]<br /> <br /> <br /> * Borja Ayerdi<br /> ** SVM based fuzzy decision trees [http://ieeexplore.ieee.org/search/srchabstract.jsp?tp=&amp;arnumber=5976442&amp;refinements%3D4294967131%26openedRefinements%3D*%26sortType%3Ddesc_Publication+Year%26filter%3DAND%28NOT%284283010803%29%29%26matchBoolean%3Dtrue%26searchField%3DSearch+All%26queryText%3D%28%28hyperspectral%29+AND+classification%29]<br /> <br /> *Maite Termenon<br /> ** cluster based active learning [http://www.ehu.es/ccwintco/groupware/webdav.php/apps/phpbrain/613/patra-bruzzone-2011-cluster-active-learning.pdf]<br /> <br /> *Borja Fernandez Gauna<br /> ** multiview active learning [http://ieeexplore.ieee.org/search/srchabstract.jsp?tp=&amp;arnumber=5724268&amp;refinements%3D4294967131%26openedRefinements%3D*%26sortType%3Ddesc_Publication+Year%26filter%3DAND%28NOT%284283010803%29%29%26matchBoolean%3Dtrue%26searchField%3DSearch+All%26queryText%3D%28%28hyperspectral%29+AND+classification%29]<br /> <br /> * Jose Manuel Lopez<br /> ** semisupervised dimensionality reduction [http://ieeexplore.ieee.org/search/srchabstract.jsp?tp=&amp;arnumber=5609183&amp;refinements%3D4294967131%26openedRefinements%3D*%26sortType%3Ddesc_Publication+Year%26filter%3DAND%28NOT%284283010803%29%29%26matchBoolean%3Dtrue%26searchField%3DSearch+All%26queryText%3D%28%28hyperspectral%29+AND+classification%29]</div> Ai.gonzalez https://ehu.eus/ccwintco/index.php?title=Jornada_GIC_random_forests_2012-01-27&diff=12231 Jornada GIC random forests 2012-01-27 2012-03-12T09:48:49Z <p>Ai.gonzalez: /* orden de las presentaciones */</p> <hr /> <div>=objetivo=<br /> El objetivo de la jornada es hacer un repaso al estado del arte sobre random forests (y sistemas de clasificación basados en ensambles?). El metodo de trabajo consiste en la presentación por parte de todos los presentes de resumenes de articulos recientes <br /> <br /> <br /> == orden de las presentaciones ==<br /> <br /> * Josu Maiora: tutorial de Criminisi, clasificiacion y regresion [[Media:Random_Forest_Crim.pdf | slides]]<br /> * Alexandre Savio: breiman [http://www.ehu.es/ccwintco/groupware/webdav.php/apps/phpbrain/328/alexsavio_breiman_random_forests_sinrefs_20120126.pdf slides_sinrefs]<br /> * Iñigo Barandiaran: Random Subspace method for constructing decision trees [[media:Presetacion-ibarandiaran-2012-01-27.pdf| presentacion]]<br /> * Maite Termenon: theoretical study [[media:Termenon_Kuncheva_presentation.pdf | Slides]]<br /> * Ana I. Gonzalez: experimental comparison on ensembles of trees [http://www.ehu.es/ccwintco/groupware/webdav.php/apps/phpbrain/414/Ana_Gonzalez_Dietterich2000.pdf | review ]<br /> * Darya Chyzhyk: incremental ensembles [http://www.ehu.es/ccwintco/groupware/webdav.php/apps/phpbrain/593/Jornada-GIC-RandomForests-Chyzhyk-14-2012-01-27.pdf |---Slides]<br /> * Ramón Moreno: overfitting cautious [http://www.ehu.es/ccwintco/groupware/webdav.php/apps/phpbrain/277/RF-Overfitting2.pdf Slides]<br /> * Elsa Fernandez: seleccion de variables usando RF [[media: ElsaVariableSelectionGenuer.pdf|Slides]]<br /> * Borja Fernandez-Gauna: learning areas of expertise [[media:Borja-Learning-the-areas-of-expertise-of-classifiers-in-an-ensemble.pdf | presentation]]<br /> * Borja Ayerdi: random feature weights [http://www.ehu.es/ccwintco/groupware/webdav.php/apps/phpbrain/554/sesion_especial_random_forest_4.pdf Slides]<br /> * Jose Manuel Lopez-Guede: pruning con reinforcement learning [http://www.ehu.es/ccwintco/groupware/webdav.php/apps/phpbrain/104/partalas-2009-pruning-ensemble-reinforcement-learning-Presentation.pdf presentation]<br /> * Borja Ayerdi: statistical pruning [http://www.ehu.es/ccwintco/groupware/webdav.php/apps/phpbrain/554/sesion_especial_random_forest_3.pdf Slides]<br /> *Israel Rebollo: fuzzy random forests [[Media:israel_random_forest.pdf | review ]]<br /> * Ion Marques: ensembles from fuzzy clustering [http://www.ehu.es/ccwintco/groupware/webdav.php/apps/phpbrain/420/zhang-2010-ensembles-fuzzy-clustering_pr.pdf presentation]<br /> * Miguel A. Veganzones: rotation forests [[Media:RotationForest-intro.pdf | intro]] [[Media:RotationForest.pdf | slides]]<br /> * Ana I. Gonzalez: rotation forest empirical [http://www.ehu.es/ccwintco/groupware/webdav.php/apps/phpbrain/414/Ana_Gonzalez_Zhang2008.pdf | review ]<br /> * Josu Maiora: multilabel y heterogeneos [[Media:Random_Forest_EML.pdf | slides]]<br /> * Eider Sanchez: dynamic ensemble [[media:Eider FromDynamicClassifierSelectionToDynamicEnsembleSelection.pdf|presentacion dynamic]]<br /> * Darya Chyzhyk: subspace projections [http://www.ehu.es/ccwintco/groupware/webdav.php/apps/phpbrain/593/Jornada-GIC-RandomForests-Chyzhyk-15-2012-01-27.pdf |---Slides], [http://www.ehu.es/ccwintco/groupware/webdav.php/apps/phpbrain/593/Jornada-GIC-RandomForests-Chyzhyk-16-2012-01-27.pdf |---Slides]<br /> * Maite Termenon: varianza residual [[media:Mendez_presentation.pdf | Slides]]<br /> * Elsa Fernandez: diversidad [[media: ElsaDiversityMeasuresKunchNew.pdf|Slides]], [http://www.ehu.es/ccwintco/groupware/webdav.php/apps/phpbrain/593/zouari-2005-diversity-class-ensembles.pdf]<br /> * Ramón Moreno: aplicaciones [http://www.ehu.es/ccwintco/groupware/webdav.php/apps/phpbrain/277/RF-CL4.pdf Slides]<br /> *Jose Manuel Lopez-Guede: data mining [http://www.ehu.es/ccwintco/groupware/webdav.php/apps/phpbrain/104/verika-2011-data-mining-random-forests-presentacion.pdf presentation]<br /> * Alexandre Savio: comparison [http://www.ehu.es/ccwintco/groupware/webdav.php/apps/phpbrain/328/alexsavio_banfield_comparison_rf_20120125.pdf slides] [http://www.ehu.es/ccwintco/groupware/webdav.php/apps/phpbrain/328/alexsavio_banfield_comparison_rf_20120126_sinrefs.pdf slides_sinrefs]<br /> * Eider Sanchez: aplicaciones generales [[media:Eider ClassifierEnsembles SelectRealWorldApplications.pdf|presentacion aplicaciones]]<br /> *Borja Fernandez-Gauna: building by reward-punishment [[media:Borja-Reduced-reward-punishment.pdf | presentation]]<br /> * Maite Termenon: streaming random forests [[media:Abdulsalam_presentation.pdf | Slides]]<br /> * Miguel A. Veganzones: gene functional inference [[Media:GeneFunctionalInference-intro.pdf | intro]] [[Media:GeneFunctionalInference.pdf | slides]]<br /> * Ion Marques: action detection [http://www.ehu.es/ccwintco/groupware/webdav.php/apps/phpbrain/420/yu-2011-action-detection-FR-topK_pr.pdf presentation]<br /> * Alexandre Savio: Ting Agregacion de subespacios de features [http://www.ehu.es/ccwintco/groupware/webdav.php/apps/phpbrain/328/alexsavio_ting_featuresubspaces_20120126.pdf late slides]<br /> <br /> == distribución de articulos a presentar ==<br /> <br /> * Ana I. Gonzalez<br /> ** experimental comparison on ensembles of trees [http://www.ehu.es/ccwintco/groupware/webdav.php/apps/phpbrain/593/dietterich-2000-exp-comp-ensembles-trees.pdf] [[Media:Ana_Gonzalez_Dietterich2000.pdf | review ]]<br /> ** rotation forest empirical [http://www.ehu.es/ccwintco/groupware/webdav.php/apps/phpbrain/593/zhang-2008-rotation-forest.pdf] [[Media:Ana_Gonzalez_Zhang2008.pdf | review ]]<br /> <br /> * Josu Maiora<br /> ** tutorial de Criminisi, clasificiacion y regresion [http://www.ehu.es/ccwintco/groupware/webdav.php/apps/phpbrain/497/decisionForests_MSR_TR_2011_114.pdf][[Media:Random_Forest_Crim.pdf | slides]]<br /> ** multilabel y heterogeneos [http://www.ehu.es/ccwintco/groupware/webdav.php/apps/phpbrain/593/tahir-2012-heterogenous-ensemble.pdf][[Media:Random_Forest_EML.pdf | slides]]<br /> <br /> * Borja Ayerdi<br /> ** random feature weights [http://www.ehu.es/ccwintco/groupware/webdav.php/apps/phpbrain/593/maudes-2012-random-feature-weights.pdf] [http://www.ehu.es/ccwintco/groupware/webdav.php/apps/phpbrain/554/sesion_especial_random_forest_4.pdf Slides ]<br /> <br /> ** statistical pruning [http://www.ehu.es/ccwintco/groupware/webdav.php/apps/phpbrain/593/lobato-2009-statistical-pruning-ensembles.pdf] [http://www.ehu.es/ccwintco/groupware/webdav.php/apps/phpbrain/554/sesion_especial_random_forest_3.pdf Slides ]<br /> <br /> * Iñigo Barandiaran<br /> ** tutorial de Criminisi, density, manyfold, semisupervised [http://www.ehu.es/ccwintco/groupware/webdav.php/apps/phpbrain/497/decisionForests_MSR_TR_2011_114.pdf]<br /> ** prehistoria ?? [http://www.ehu.es/ccwintco/groupware/webdav.php/apps/phpbrain/593/ho-1998-random-subspace-decision-forests.pdf]<br /> <br /> *Borja Fernandez-Gauna<br /> ** learning areas of expertise [http://www.ehu.es/ccwintco/groupware/webdav.php/apps/phpbrain/593/kilic-2011-areas-expertise.pdf] [[media:Borja-Learning-the-areas-of-expertise-of-classifiers-in-an-ensemble.pdf | presentation]]<br /> ** building by reward-punishment [http://www.ehu.es/ccwintco/groupware/webdav.php/apps/phpbrain/593/nanni-2011-reward-punishment.pdf] [[media:Borja-Reduced-reward-punishment.pdf | presentation]]<br /> <br /> *Jose Manuel Lopez-Guede<br /> ** data mining [http://www.ehu.es/ccwintco/groupware/webdav.php/apps/phpbrain/593/verika-2011-data-mining-random-forests.pdf] [http://www.ehu.es/ccwintco/groupware/webdav.php/apps/phpbrain/104/verika-2011-data-mining-random-forests-presentacion.pdf presentation]<br /> ** pruning con reinforcement learning [http://www.ehu.es/ccwintco/groupware/webdav.php/apps/phpbrain/593/partalas-2009-pruning-ensemble-reinforcement-learning.pdf] [http://www.ehu.es/ccwintco/groupware/webdav.php/apps/phpbrain/104/partalas-2009-pruning-ensemble-reinforcement-learning-Presentation.pdf presentation]<br /> <br /> *Israel Rebollo<br /> ** fuzzy random forests [http://www.ehu.es/ccwintco/groupware/webdav.php/apps/phpbrain/593/bonissone-2010-fuzzy-RF.pdf] [[Media:Israel_random_forest.pdf | review ]]<br /> <br /> * Darya Chyzhyk<br /> ** incremental ensembles [http://www.ehu.es/ccwintco/groupware/webdav.php/apps/phpbrain/593/ulas-2009-incremental-ensembles.pdf] [http://www.ehu.es/ccwintco/groupware/webdav.php/apps/phpbrain/593/Jornada-GIC-RandomForests-Chyzhyk-14-2012-01-27.pdf |---Slides]<br /> ** subspace projections [http://www.ehu.es/ccwintco/groupware/webdav.php/apps/phpbrain/593/pedrajas-2011-supervised-subspace-projections.pdf] [http://www.ehu.es/ccwintco/groupware/webdav.php/apps/phpbrain/593/Jornada-GIC-RandomForests-Chyzhyk-15-2012-01-27.pdf |---Slides], [http://www.ehu.es/ccwintco/groupware/webdav.php/apps/phpbrain/593/pedrajas-2011-supervised-subspace-projecitnos-misclasified.pdf] [http://www.ehu.es/ccwintco/groupware/webdav.php/apps/phpbrain/593/Jornada-GIC-RandomForests-Chyzhyk-16-2012-01-27.pdf |---Slides]<br /> <br /> * Elsa Fernandez<br /> ** seleccion de variables usando RF [http://www.ehu.es/ccwintco/groupware/webdav.php/apps/phpbrain/593/genuer-2010-RF-variable-selection.pdf] [[media: ElsaVariableSelectionGenuer.pdf|Slides]]<br /> ** diversidad [http://www.ehu.es/ccwintco/groupware/webdav.php/apps/phpbrain/593/kuncheva-2005-diversity.pdf] [[media: ElsaDiversityMeasuresKuncheva.pdf|Slides]], [http://www.ehu.es/ccwintco/groupware/webdav.php/apps/phpbrain/593/zouari-2005-diversity-class-ensembles.pdf]<br /> <br /> * Maite Termenon<br /> ** varianza residual [http://www.ehu.es/ccwintco/groupware/webdav.php/apps/phpbrain/593/mendez-2011-residual-variance-RF-regression.pdf] [[media:Mendez_presentation.pdf | Slides]]<br /> ** streaming random forests [http://www.ehu.es/ccwintco/groupware/webdav.php/apps/phpbrain/593/abdusalma-2011-streaming-random-forests.pdf] [[media:Abdulsalam_presentation.pdf | Slides]]<br /> ** theoretical study [http://www.ehu.es/ccwintco/groupware/webdav.php/apps/phpbrain/593/kuncheva-2002-theoretical-study.pdf] [[media:Termenon_Kuncheva_presentation.pdf | Slides]]<br /> <br /> * Ramón Moreno<br /> ** overfitting cautious [http://www.ehu.es/ccwintco/groupware/webdav.php/apps/phpbrain/593/santos-2009-overfitting-cautions-ensemble.pdf] [http://www.ehu.es/ccwintco/groupware/webdav.php/apps/phpbrain/277/RF-Overfitting2.pdf Slides]<br /> ** aplicaciones [http://www.sciencedirect.com/science/article/pii/S1566253507000620] [http://www.ehu.es/ccwintco/groupware/webdav.php/apps/phpbrain/277/RF-CL4.pdf Slides]<br /> <br /> * Miguel A. Veganzones<br /> ** gene functional inference [http://www.ehu.es/ccwintco/groupware/webdav.php/apps/phpbrain/593/cesa-bianchi-2011-gene-funtional-inference.pdf] [[Media:GeneFunctionalInference-intro.pdf | intro]] [[Media:GeneFunctionalInference.pdf | slides]]<br /> ** rotation forests [http://www.ehu.es/ccwintco/groupware/webdav.php/apps/phpbrain/593/kuncheva-2006-rotation-forest.pdf] [[Media:RotationForest-intro.pdf | intro]] [[Media:RotationForest.pdf | slides]]<br /> <br /> * Ion Marques<br /> ** ensembles from fuzzy clustering [http://www.ehu.es/ccwintco/groupware/webdav.php/apps/phpbrain/593/zhang-2010-ensembles-fuzzy-clustering.pdf] [http://www.ehu.es/ccwintco/groupware/webdav.php/apps/phpbrain/420/zhang-2010-ensembles-fuzzy-clustering_pr.pdf presentation]<br /> ** action detection [http://ieeexplore.ieee.org/search/srchabstract.jsp?tp=&amp;arnumber=5730498&amp;refinements%3D4294967131%26openedRefinements%3D*%26filter%3DAND%28NOT%284283010803%29%29%26matchBoolean%3Dtrue%26searchField%3DSearch+All%26queryText%3D%28random+forests%29] [http://www.ehu.es/ccwintco/groupware/webdav.php/apps/phpbrain/420/yu-2011-action-detection-FR-topK_pr.pdf presentation]<br /> <br /> * Eider Sanchez<br /> ** dynamic ensemble [http://www.ehu.es/ccwintco/groupware/webdav.php/apps/phpbrain/593/ko-2008-dynamic-ensemble.pdf] [[media:2 Eider FromDynamicClassifierSelectionToDynamicEnsembleSelection.pdf|presentacion dynamic]]<br /> ** aplicaciones generales [http://www.sciencedirect.com/science/article/pii/S1566253507000620] [[media:1 Eider ClassifierEnsembles SelectRealWorldApplications.pdf|presentacion aplicaciones]]<br /> <br /> * Alexandre Savio: <br /> **Ting Agregacion de subespacios de features [http://www.ehu.es/ccwintco/groupware/webdav.php/apps/phpbrain/593/ting-2011-feature-subspace-aggregating.pdf] -- &gt; no llega [http://www.ehu.es/ccwintco/groupware/webdav.php/apps/phpbrain/328/alexsavio_ting_featuresubspaces_20120126.pdf late slides]<br /> ** comparison [http://www.ehu.es/ccwintco/groupware/webdav.php/apps/phpbrain/593/banfield-2007-comparison.pdf] [http://www.ehu.es/ccwintco/groupware/webdav.php/apps/phpbrain/328/alexsavio_banfield_comparison_rf_20120125.pdf slides] [http://www.ehu.es/ccwintco/groupware/webdav.php/apps/phpbrain/328/alexsavio_banfield_comparison_rf_20120126_sinrefs.pdf slides_sinrefs]<br /> ** breiman [http://www.ehu.es/ccwintco/groupware/webdav.php/apps/phpbrain/591/breiman-2001-random-forests.pdf] [http://www.ehu.es/ccwintco/groupware/webdav.php/apps/phpbrain/328/alexsavio_breiman_random_forests_20120125.pdf slides] [http://www.ehu.es/ccwintco/groupware/webdav.php/apps/phpbrain/328/alexsavio_breiman_random_forests_sinrefs_20120126.pdf slides_sinrefs]<br /> <br /> == referencias ==<br /> * Groupware general [http://www.ehu.es/ccwintco/groupware/index.php?menuaction=phpbrain.uikb.view_article&amp;art_id=593]<br /> <br /> *Breiman, el padre de la criatura, bagging [http://www.ehu.es/ccwintco/groupware/webdav.php/apps/phpbrain/591/breiman-1996-bagging-predictors.pdf], random forests [http://www.ehu.es/ccwintco/groupware/webdav.php/apps/phpbrain/31/Random%20Forest.pdf]. Groupware [http://www.ehu.es/ccwintco/groupware/index.php?menuaction=phpbrain.uikb.view_article&amp;art_id=591]<br /> <br /> * tutorial de Criminisi [http://www.ehu.es/ccwintco/groupware/webdav.php/apps/phpbrain/497/decisionForests_MSR_TR_2011_114.pdf], slides [http://www.ehu.es/ccwintco/groupware/webdav.php/apps/phpbrain/497/ACriminisi_DecisionForestsTutorial.pdf], pagina personal [http://research.microsoft.com/en-us/people/antcrim/]<br /> <br /> * Kuncheva [http://www.ehu.es/ccwintco/groupware/webdav.php/apps/phpbrain/593/kuncheva-2002-bagging-boosting-linear-classifiers.pdf], [http://www.ehu.es/ccwintco/groupware/webdav.php/apps/phpbrain/593/kuncheva-2002-diversity-combining-classifiers.pdf], [http://www.ehu.es/ccwintco/groupware/webdav.php/apps/phpbrain/593/kuncheva-2002-theoretical-study.pdf], [http://www.ehu.es/ccwintco/groupware/webdav.php/apps/phpbrain/593/kuncheva-2005-diversity.pdf], [http://www.ehu.es/ccwintco/groupware/webdav.php/apps/phpbrain/593/kuncheva-2006-rotation-forest.pdf], [http://www.ehu.es/ccwintco/groupware/webdav.php/apps/phpbrain/593/kuncheva-2007-linear-random-oracle.pdf], [http://ieeexplore.ieee.org/search/srchabstract.jsp?tp=&amp;arnumber=5405643&amp;refinements%3D4294967131%26openedRefinements%3D*%26filter%3DAND%28NOT%284283010803%29%29%26matchBoolean%3Dtrue%26searchField%3DSearch+All%26queryText%3D%28random+forests%29&amp;tag=1], [http://www.sciencedirect.com/science/article/pii/S0031320311001828], [http://www.sciencedirect.com/science/article/pii/S0730725X09003130]<br /> <br /> ===aplicaciones [http://www.sciencedirect.com/science/article/pii/S1566253507000620]===<br /> * analisis de accidentes [http://www.sciencedirect.com/science/article/pii/S0001457508001887]<br /> * ingenieria mecanica [http://www.sciencedirect.com/science/article/pii/S187770581105209X]<br /> * ingenieria financiera [http://www.sciencedirect.com/science/article/pii/S0957417408004326], [http://www.sciencedirect.com/science/article/pii/S0957417411011894], [http://www.sciencedirect.com/science/article/pii/S0957417405000965], [http://www.sciencedirect.com/science/article/pii/S0957417411005239], [http://www.sciencedirect.com/science/article/pii/S1568494610002516], [http://www.sciencedirect.com/science/article/pii/S0957417409004771], [http://www.sciencedirect.com/science/article/pii/S0957417411013686], [http://www.sciencedirect.com/science/article/pii/S1566253511000807], [http://www.sciencedirect.com/science/article/pii/S0957417408000249], [http://www.sciencedirect.com/science/article/pii/S095741740300006X]<br /> <br /> * modelos de lenguage [http://www.sciencedirect.com/science/article/pii/S0885230806000040], [http://www.sciencedirect.com/science/article/pii/S0957417411007871], [http://ieeexplore.ieee.org/search/srchabstract.jsp?tp=&amp;arnumber=4432283&amp;refinements%3D4294967131%26openedRefinements%3D*%26filter%3DAND%28NOT%284283010803%29%29%26matchBoolean%3Dtrue%26searchField%3DSearch+All%26queryText%3D%28random+forests%29], <br /> <br /> * biologicas, medicas y ecologicas [http://www.sciencedirect.com/science/article/pii/S0167865508002031], [http://www.sciencedirect.com/science/article/pii/S0303243409000750], [http://www.sciencedirect.com/science/article/pii/S0043135410003271], [http://www.sciencedirect.com/science/article/pii/S0016706108001262], [http://www.sciencedirect.com/science/article/pii/S1359511309000592], [http://www.sciencedirect.com/science/article/pii/S187802961100140X], [http://www.sciencedirect.com/science/article/pii/S0304380007002931], [http://www.sciencedirect.com/science/article/pii/S0043135405000047], [http://www.sciencedirect.com/science/article/pii/S0020751908001501], [http://www.sciencedirect.com/science/article/pii/S0957417411016162], [http://www.sciencedirect.com/science/article/pii/S0304380011000640], genomics [http://www.sciencedirect.com/science/article/pii/S0888754309001815], [http://www.sciencedirect.com/science/article/pii/S0957417411005306], [http://www.sciencedirect.com/science/article/pii/S0925231205002985], [http://ieeexplore.ieee.org/search/srchabstract.jsp?tp=&amp;arnumber=4432283&amp;refinements%3D4294967131%26openedRefinements%3D*%26filter%3DAND%28NOT%284283010803%29%29%26matchBoolean%3Dtrue%26searchField%3DSearch+All%26queryText%3D%28random+forests%29], breast cancer [http://www.sciencedirect.com/science/article/pii/S0957417408007343], [http://www.sciencedirect.com/science/article/pii/S0531513105003134], [http://www.sciencedirect.com/science/article/pii/S0022519310005849], cardiac arrythmia [http://www.sciencedirect.com/science/article/pii/S095741740700139X], [http://www.sciencedirect.com/science/article/pii/S0010482511000345], [http://www.sciencedirect.com/science/article/pii/S1878029611000107], [http://www.sciencedirect.com/science/article/pii/S0010482511000175], soil texture [http://www.sciencedirect.com/science/article/pii/S0016706111002953], [http://www.sciencedirect.com/science/article/pii/S0039914010005837], apendicitis [http://www.sciencedirect.com/science/article/pii/S0039606010001571], pulmones [http://www.sciencedirect.com/science/article/pii/S0895611110000418], cancer [http://www.sciencedirect.com/science/article/pii/S0010482508000334], glaucoma [http://www.sciencedirect.com/science/article/pii/S0925231211007107?v=s5], [http://ieeexplore.ieee.org/search/srchabstract.jsp?tp=&amp;arnumber=5720314&amp;refinements%3D4294967131%26openedRefinements%3D*%26filter%3DAND%28NOT%284283010803%29%29%26matchBoolean%3Dtrue%26pageNumber%3D3%26searchField%3DSearch+All%26queryText%3D%28random+forests%29], colon cells [http://www.sciencedirect.com/science/article/pii/S0010482508001777], higado [http://www.sciencedirect.com/science/article/pii/S093336570700067X], piel [http://www.sciencedirect.com/science/article/pii/S0925231205002973], de todo ?? [http://www.sciencedirect.com/science/article/pii/S0167865506002650], celulas [http://ieeexplore.ieee.org/search/srchabstract.jsp?tp=&amp;arnumber=5779487&amp;refinements%3D4294967131%26openedRefinements%3D*%26filter%3DAND%28NOT%284283010803%29%29%26matchBoolean%3Dtrue%26searchField%3DSearch+All%26queryText%3D%28random+forests%29], ultrasonidos [http://ieeexplore.ieee.org/search/srchabstract.jsp?tp=&amp;arnumber=4359054&amp;refinements%3D4294967131%26openedRefinements%3D*%26filter%3DAND%28NOT%284283010803%29%29%26matchBoolean%3Dtrue%26pageNumber%3D2%26searchField%3DSearch+All%26queryText%3D%28random+forests%29], mental fatigue [http://ieeexplore.ieee.org/search/srchabstract.jsp?tp=&amp;arnumber=4237349&amp;refinements%3D4294967131%26openedRefinements%3D*%26filter%3DAND%28NOT%284283010803%29%29%26matchBoolean%3Dtrue%26pageNumber%3D2%26searchField%3DSearch+All%26queryText%3D%28random+forests%29], cornea [http://ieeexplore.ieee.org/search/srchabstract.jsp?tp=&amp;arnumber=4118190&amp;refinements%3D4294967131%26openedRefinements%3D*%26filter%3DAND%28NOT%284283010803%29%29%26matchBoolean%3Dtrue%26pageNumber%3D3%26searchField%3DSearch+All%26queryText%3D%28random+forests%29]<br /> <br /> * quimica [http://www.sciencedirect.com/science/article/pii/S1570794610280689], [http://www.sciencedirect.com/science/article/pii/S0003267011004508], [http://www.sciencedirect.com/science/article/pii/S0925400507009914], [http://www.sciencedirect.com/science/article/pii/S0003267012000104?v=s5], [http://www.sciencedirect.com/science/article/pii/S016926070700140X], [http://www.sciencedirect.com/science/article/pii/S0003267012000104?v=s5], [http://www.sciencedirect.com/science/article/pii/S000326700802103X], [http://www.sciencedirect.com/science/article/pii/S0968089611010492?v=s5], [http://www.sciencedirect.com/science/article/pii/S0003267011001826], [http://www.sciencedirect.com/science/article/pii/S1386142511010754], [http://www.sciencedirect.com/science/article/pii/S0169743906000232], [http://www.sciencedirect.com/science/article/pii/S1476927111000533], [http://www.sciencedirect.com/science/article/pii/S0169743905000894]<br /> <br /> * data mining [http://www.sciencedirect.com/science/article/pii/S0031320310003973],<br /> <br /> * neurociencias [http://www.sciencedirect.com/science/article/pii/S0304394010001023], [http://www.sciencedirect.com/science/article/pii/S0169260711003105], [http://www.sciencedirect.com/science/article/pii/S1053811911003740], fMRI [http://www.sciencedirect.com/science/article/pii/S0730725X09003130], [http://www.sciencedirect.com/science/article/pii/S0031320311001749], [http://www.sciencedirect.com/science/article/pii/S0031320311001828], [http://www.sciencedirect.com/science/article/pii/S0010482506001363], [http://www.sciencedirect.com/science/article/pii/S1053811912000729?v=s5], [http://ieeexplore.ieee.org/search/srchabstract.jsp?tp=&amp;arnumber=5069763&amp;refinements%3D4294967131%26openedRefinements%3D*%26filter%3DAND%28NOT%284283010803%29%29%26matchBoolean%3Dtrue%26searchField%3DSearch+All%26queryText%3D%28random+forests%29], [http://ieeexplore.ieee.org/search/srchabstract.jsp?tp=&amp;arnumber=5405643&amp;refinements%3D4294967131%26openedRefinements%3D*%26filter%3DAND%28NOT%284283010803%29%29%26matchBoolean%3Dtrue%26searchField%3DSearch+All%26queryText%3D%28random+forests%29], brain extraction [http://ieeexplore.ieee.org/search/srchabstract.jsp?tp=&amp;arnumber=5742706&amp;refinements%3D4294967131%26openedRefinements%3D*%26filter%3DAND%28NOT%284283010803%29%29%26matchBoolean%3Dtrue%26pageNumber%3D2%26searchField%3DSearch+All%26queryText%3D%28random+forests%29]<br /> <br /> * imagen de reconocimiento remoto, remote sensing, [http://www.sciencedirect.com/science/article/pii/S0924271610000705], [http://www.sciencedirect.com/science/article/pii/S0924271611001304], [http://www.sciencedirect.com/science/article/pii/S0034425708000679], [http://www.sciencedirect.com/science/article/pii/S0167865505002242], [http://www.sciencedirect.com/science/article/pii/S0924271610000651], land slides [http://www.sciencedirect.com/science/article/pii/S1878029611000235], [http://www.sciencedirect.com/science/article/pii/S0034425711001969], [http://www.sciencedirect.com/science/article/pii/S0950329306001522], [http://www.sciencedirect.com/science/article/pii/S0168900207024059], [http://www.sciencedirect.com/science/article/pii/S092523121000055X], hypespectral data [http://ieeexplore.ieee.org/search/srchabstract.jsp?tp=&amp;arnumber=1396322&amp;refinements%3D4294967131%26openedRefinements%3D*%26filter%3DAND%28NOT%284283010803%29%29%26matchBoolean%3Dtrue%26searchField%3DSearch+All%26queryText%3D%28random+forests%29], [http://ieeexplore.ieee.org/search/srchabstract.jsp?tp=&amp;arnumber=5710029&amp;refinements%3D4294967131%26openedRefinements%3D*%26filter%3DAND%28NOT%284283010803%29%29%26matchBoolean%3Dtrue%26searchField%3DSearch+All%26queryText%3D%28random+forests%29], SAR [http://ieeexplore.ieee.org/search/srchabstract.jsp?tp=&amp;arnumber=4481234&amp;refinements%3D4294967131%26openedRefinements%3D*%26filter%3DAND%28NOT%284283010803%29%29%26matchBoolean%3Dtrue%26pageNumber%3D2%26searchField%3DSearch+All%26queryText%3D%28random+forests%29]<br /> <br /> * pattern recognition [http://www.sciencedirect.com/science/article/pii/S003132030700146X], [http://www.sciencedirect.com/science/article/pii/S0169023X11000590], biometric data [http://www.sciencedirect.com/science/article/pii/S0925231206000890], hadwritng [http://www.sciencedirect.com/science/article/pii/S0143816604001034], signature [http://www.sciencedirect.com/science/article/pii/S092523120500127X], objetos y acciones [http://ieeexplore.ieee.org/search/srchabstract.jsp?tp=&amp;arnumber=5740927&amp;refinements%3D4294967131%26openedRefinements%3D*%26filter%3DAND%28NOT%284283010803%29%29%26matchBoolean%3Dtrue%26searchField%3DSearch+All%26queryText%3D%28random+forests%29], [http://ieeexplore.ieee.org/search/srchabstract.jsp?tp=&amp;arnumber=5730498&amp;refinements%3D4294967131%26openedRefinements%3D*%26filter%3DAND%28NOT%284283010803%29%29%26matchBoolean%3Dtrue%26searchField%3DSearch+All%26queryText%3D%28random+forests%29], [http://ieeexplore.ieee.org/search/srchabstract.jsp?tp=&amp;arnumber=6077098&amp;refinements%3D4294967131%26openedRefinements%3D*%26filter%3DAND%28NOT%284283010803%29%29%26matchBoolean%3Dtrue%26pageNumber%3D3%26searchField%3DSearch+All%26queryText%3D%28random+forests%29], visual concept [http://ieeexplore.ieee.org/search/srchabstract.jsp?tp=&amp;arnumber=5482156&amp;refinements%3D4294967131%26openedRefinements%3D*%26filter%3DAND%28NOT%284283010803%29%29%26matchBoolean%3Dtrue%26pageNumber%3D3%26searchField%3DSearch+All%26queryText%3D%28random+forests%29], face and action [http://ieeexplore.ieee.org/search/srchabstract.jsp?tp=&amp;arnumber=5975216&amp;refinements%3D4294967131%26openedRefinements%3D*%26filter%3DAND%28NOT%284283010803%29%29%26matchBoolean%3Dtrue%26pageNumber%3D4%26searchField%3DSearch+All%26queryText%3D%28random+forests%29]<br /> <br /> * intrusion detection [http://ieeexplore.ieee.org/search/srchabstract.jsp?tp=&amp;arnumber=4603103&amp;refinements%3D4294967131%26openedRefinements%3D*%26filter%3DAND%28NOT%284283010803%29%29%26matchBoolean%3Dtrue%26searchField%3DSearch+All%26queryText%3D%28random+forests%29]</div> Ai.gonzalez https://ehu.eus/ccwintco/index.php?title=Jornada_GIC_fundamentos_pattern_recognition_duda-hart-stork_2012-02-17&diff=12229 Jornada GIC fundamentos pattern recognition duda-hart-stork 2012-02-17 2012-03-12T09:47:38Z <p>Ai.gonzalez: </p> <hr /> <div>Distribución de secciones para presentación en la jornada monográfica basada en el libro de duda-hart-stork [http://www.ehu.es/ccwintco/groupware/webdav.php/apps/phpbrain/9/Duda2000_Pattern_Classification.pdf]<br /> <br /> * secciones 2.2, 2.3, 2.4, 2.5 -- &gt; Jose Manuel [http://www.ehu.es/ccwintco/groupware/webdav.php/apps/phpbrain/104/Duda-Hart-Stork-2.2-2.3-2.4-2.5-LopezGuede.pdf Slides]<br /> * secciones 2.6, -- &gt; Josu [[ media: Duda2-6.pdf | Slides]]<br /> * secciones 2.7, 2.8 --&gt;Ramón [http://www.ehu.es/ccwintco/groupware/webdav.php/apps/phpbrain/277/duda3-Ramon.pdf Slides]<br /> * secciones 2.9, 2.10 --&gt; Ion [http://www.ehu.es/ccwintco/groupware/webdav.php/apps/phpbrain/420/Duda-Hart--2.9-2.10.pdf Slides]<br /> * secciones 3.2, 3.3 --&gt; Miguel [[Media:pr-duda-veganzones.pdf | Slides]]<br /> * secciones 3.4, 3.5 -- &gt; Darya [http://www.ehu.es/ccwintco/groupware/webdav.php/apps/phpbrain/99/GIC-Duda2000-Chyzhyk-2012-02-17.pdf | Slides]<br /> * secciones 3.6, 3.7 --&gt; Maite [[Media:Termenon_Duda.pdf | Slides]]<br /> * secciones 3.8, 3.9 --&gt; Borja A. [http://www.ehu.es/ccwintco/groupware/webdav.php/apps/phpbrain/554/sesion_especial_Pattern_Classification.pdf | Slides]<br /> * secccion 4.3 --&gt; Borja F. [[ media: Borja-Parzen-windows.pdf | Slides]]<br /> * seccion 9.2 ---&gt; Ana Isabel [http://www.ehu.es/ccwintco/groupware/webdav.php/apps/phpbrain/414/Present_Ana_ch9_Duda.pdf | Review ]<br /> * secciones 9.3,9.4 -- &gt; Alex [http://www.ehu.es/ccwintco/groupware/webdav.php/apps/phpbrain/328/alexsavio_dudahart_sect_93_94.pdf slides]<br /> * secciones 9.5 --&gt; Israel [[ media: libro.pdf | Slides ]]<br /> * seccion 9.6 --&gt; Elsa [[ media: ElsaPatternClassification9_6.pdf | Slides]]</div> Ai.gonzalez https://ehu.eus/ccwintco/index.php?title=Jornada_sobre_clasificacion_en_imagenes_hiperspectrales_2012-03-09&diff=12227 Jornada sobre clasificacion en imagenes hiperspectrales 2012-03-09 2012-03-12T09:46:55Z <p>Ai.gonzalez: /* asignación de articulos */</p> <hr /> <div>primera jornada de trabajo del proyecto, que se va a dedicar a temas de clasificación, con un énfasis en los trabajos de Landgrebe. Entrada en el groupware [http://www.ehu.es/ccwintco/groupware/index.php?menuaction=phpbrain.uikb.view_article&amp;art_id=613]<br /> <br /> <br /> == asignación de articulos ==<br /> <br /> <br /> * Jose Manuel Lopez<br /> ** artículo historico sobre information processing of remotely sensed agricultural data [http://www.ehu.es/ccwintco/groupware/webdav.php/apps/phpbrain/613/fu-landgrebe-1969-information-processing-agricultural.pdf]<br /> ** review tecnologia en 1981 [http://www.ehu.es/ccwintco/groupware/webdav.php/apps/phpbrain/613/landgrebe-1981.pdf]<br /> <br /> * Ramon Moreno<br /> ** clasificacion multiespectral [http://www.ehu.es/ccwintco/groupware/webdav.php/apps/phpbrain/613/kettig-landgrebe-1976-classification-multispectral.pdf] [http://www.ehu.es/ccwintco/groupware/webdav.php/apps/phpbrain/277/hyperKetting.pdf Slides]<br /> <br /> * Miguel Angel Veganzones<br /> ** diseño analitico de sensores 1980 [http://www.ehu.es/ccwintco/groupware/webdav.php/apps/phpbrain/613/wiersma-landgrebe-1980-analytical-design-multispectral-sensors.pdf] [[Media:landgrebe1980-veganzones.pdf | slides]]<br /> ** spectral spatial characteristics [http://www.ehu.es/ccwintco/groupware/webdav.php/apps/phpbrain/613/kalayeh-landgrebe-1987-spectral-spatial-characteristics.pdf] [[Media:landgrebe1987-veganzones.pdf | slides]]<br /> <br /> * Alexandre Savio<br /> ** feature selection with small datasamples [http://www.ehu.es/ccwintco/groupware/webdav.php/apps/phpbrain/613/kalayeh-1983-feature-selection-limited-train.pdf][[media:alexsavio_kalayeh_featureselection.pdf | slides ]] prediccion [http://www.ehu.es/ccwintco/groupware/webdav.php/apps/phpbrain/613/kalayeh-landgrebe-1983-required-number-training-samples.pdf]<br /> <br /> * Darya Chyzhyk<br /> ** fast likelihood classification [http://www.ehu.es/ccwintco/groupware/webdav.php/apps/phpbrain/613/lee-landgrebe-1991-fast-likelihood.pdf] [http://www.ehu.es/ccwintco/groupware/webdav.php/apps/phpbrain/261/GIC-hiperspectrales-Chyzhyk-2012-03-09.pdf Slides]<br /> <br /> * Ana Isabel Gonzalez<br /> ** hierarchical classifier [http://www.ehu.es/ccwintco/groupware/webdav.php/apps/phpbrain/613/kim-landgrebe-1991-hierarchical-classifier.pdf]<br /> ** propiedades de los datos de alta dimension [http://www.ehu.es/ccwintco/groupware/webdav.php/apps/phpbrain/613/jimenez-landgrebe-1998-properties-high-dimensional-data.pdf] [http://www.ehu.es/ccwintco/groupware/webdav.php/apps/phpbrain/414/Jimenez_hyperspectral.pdf| slides ]<br /> <br /> * Borja Ayerdi<br /> ** analisis de propiedades de datos hiperspectrales [http://www.ehu.es/ccwintco/groupware/webdav.php/apps/phpbrain/613/lee-landgrebe-1993.pdf]<br /> <br /> *Maite Termenon<br /> ** partially supervised [http://www.ehu.es/ccwintco/groupware/webdav.php/apps/phpbrain/613/jeon-landgrebe-1999-partially-supervised.pdf][[media:Termenon_Jeon.pdf | slides ]]<br /> <br /> * Elsa Fernandez<br /> ** clasificador adaptativo [http://www.ehu.es/ccwintco/groupware/webdav.php/apps/phpbrain/613/jackson-landgrebe-2001-adaptive-classifier.pdf]<br /> <br /> * Ion Marques<br /> ** reduccion de dimensiones con projection pursuit [http://www.ehu.es/ccwintco/groupware/webdav.php/apps/phpbrain/613/jimenez-landgrebe-1999-projection-pursuit.pdf] [[media:Jimemez_Hypers-1999_p.pdf | Slides]]<br /> <br /> *Borja Fernandez Gauna<br /> ** estimacion de covarianza con muestras pequeñas [http://www.ehu.es/ccwintco/groupware/webdav.php/apps/phpbrain/613/kuo-landgrebe-2002-covariance-estimator-for-small-sample.pdf] [[media:Borja.Covariance-estimator-for-small-sample-size.pdf | Slides]]<br /> <br /> *Josu Maiora<br /> ** active learning survey [http://www.ehu.es/ccwintco/groupware/webdav.php/apps/phpbrain/202/ActiveLearinigSurvey.pdf] [[media:activeL_josu.pdf | Slides]]</div> Ai.gonzalez https://ehu.eus/ccwintco/index.php?title=Jornada_GIC_particle_swarm_optimization_2012-02-10&diff=12225 Jornada GIC particle swarm optimization 2012-02-10 2012-03-12T09:44:30Z <p>Ai.gonzalez: /* distribución de artículos */</p> <hr /> <div>== objetivo ==<br /> Particle Swarm Optimizers (PSO) son algoritmos de optimización directamente relacionados con las técnicas de Swarm Intelligence y con los métodos de búsqueda aleatoria basados en poblaciones, algoritmos evolutivos y genéticos. En esta jornada vamos a repasar algunos de los trabajos fundacionales y desarrollos recientes. Una busqueda por el término proporciona cientos de resultados en ieeexplore y otras fuentes, los articulos escogidos son una muestra sesgada hacia IEEE trans. Evol. Comp.<br /> <br /> == distribución de artículos ==<br /> <br /> * Josu Maiora: <br /> ** biomedical image registration [http://www.ehu.es/ccwintco/groupware/webdav.php/apps/phpbrain/74/wachowiak-2004-biomedical-image-registration.pdf][[Media:PSO_Wachowiak.pdf | slides ]]<br /> * Alexandre Savio: <br /> ** articulos fundacionaesl de Kennedy [http://www.ehu.es/ccwintco/groupware/webdav.php/apps/phpbrain/74/clerc-kennedy-2002.pdf], [http://www.ehu.es/ccwintco/groupware/webdav.php/apps/phpbrain/74/mendes-kennedy-neves-2004-informed-PSO.pdf] [http://www.ehu.es/ccwintco/groupware/webdav.php/apps/phpbrain/328/alexsavio_pso_clerc.pdf slides_clerc] [http://www.ehu.es/ccwintco/groupware/webdav.php/apps/phpbrain/328/alexsavio_informed_particle_swarm_mendes.pdf slides_mendes]<br /> * Iñigo Barandiaran: <br /> ** interpolation of unorganized feature points [http://www.ehu.es/ccwintco/groupware/webdav.php/apps/phpbrain/74/xie-2009-interpolating-feature-points-PSO.pdf]<br /> * Maite Termenon:<br /> ** reconstruct gene networks [http://www.ehu.es/ccwintco/groupware/webdav.php/apps/phpbrain/74/Kentzoglanakis-2012-reconstr-gene-networks.pdf] [[Media:Termenon_Kentzoglanakis.pdf | slides ]]<br /> * Ana I. Gonzalez: <br /> ** stability analysis [http://www.ehu.es/ccwintco/groupware/webdav.php/apps/phpbrain/74/Kadirkamanathan-2006-stability-analysis-PSO.pdf] [http://www.ehu.es/ccwintco/groupware/webdav.php/apps/phpbrain/414/Present_Ana.pdf| review ]<br /> * Darya Chyzhyk: <br /> ** PSO for morphological predictors in finance [http://www.ehu.es/ccwintco/groupware/webdav.php/apps/phpbrain/74/araujo-2010-pso-morphologica-prediction.pdf] [http://www.ehu.es/ccwintco/groupware/webdav.php/apps/phpbrain/74/GIC-swarm-Chyzhyk-2012-02-10.pdf | Slides]<br /> * Ramón Moreno: <br /> ** power dispatch [http://www.ehu.es/ccwintco/groupware/webdav.php/apps/phpbrain/74/Agrawal-2008-MOPSO-power-dispatch.pdf] [http://www.ehu.es/ccwintco/groupware/webdav.php/apps/phpbrain/277/swarmRamon.pdf Slides]<br /> * Elsa Fernandez:<br /> ** ICA weight estimation [http://www.ehu.es/ccwintco/groupware/webdav.php/apps/phpbrain/74/selvan-2009-ICA-estimation-Lie-group.pdf] [[Media: SelvanIntro.pdf | intro]][[Media: ICAWeightMatrixSelvan.pdf | slides]]<br /> * Borja Fernandez-Gauna: <br /> ** odor source robot detection [http://www.ehu.es/ccwintco/groupware/webdav.php/apps/phpbrain/74/Jatmiko-2007-robot-odor-source.pdf] [[Media: Borja-PSO-odor-localization.pdf | slides]]<br /> * Jose Manuel Lopez-Guede: <br /> ** cooperative PSO [http://www.ehu.es/ccwintco/groupware/webdav.php/apps/phpbrain/74/bergh-2004-cooperative-PSO.pdf] [[Media:Bergh-2004-cooperative-PSO-presentation.pdf | slides]]<br /> * Borja Ayerdi: <br /> ** biophysical parameter estimation (geoscience&amp;remote sensing) [http://www.ehu.es/ccwintco/groupware/webdav.php/apps/phpbrain/74/bazi-2007-semisupervised-PSO-SVM-biophysical.pdf] [http://www.ehu.es/ccwintco/groupware/webdav.php/apps/phpbrain/554/sesion_especial_PSO_Borja_Ayerdi.pdf | slides]<br /> *Israel Rebollo: <br /> ** stochastic stability analysis [http://www.ehu.es/ccwintco/groupware/webdav.php/apps/phpbrain/74/fernandez-martinez-2011-stochastic-stability-PSO.pdf][[Media:PSO_stochastic.pdf | slides]]<br /> * Ion Marques: <br /> ** cancer classification [http://www.ehu.es/ccwintco/groupware/webdav.php/apps/phpbrain/74/Saraswathi-2011-cancer-classification.pdf] [http://www.ehu.es/ccwintco/groupware/webdav.php/apps/phpbrain/420/Saraswathi-2011-ICGA-PSO-ELM_p.pdf slides]<br /> * Andoni Beristain<br /> ** blind source separation with PSO [http://www.ehu.es/ccwintco/groupware/webdav.php/apps/phpbrain/74/sun-2011-PSO-blind-sources.pdf]<br /> <br /> * Miguel A. Veganzones: <br /> ** endmember extraction [http://www.ehu.es/ccwintco/groupware/webdav.php/apps/phpbrain/74/zhang-2011-endmember-extraction.pdf] [[Media:pso-veganzones-1.pdf | slides]], segmentation of ISAR images [http://www.ehu.es/ccwintco/groupware/webdav.php/apps/phpbrain/74/park-2010-segm-ISAR.pdf] [[Media:pso-veganzones-2.pdf | slides]]<br /> * Eider Sanchez:<br /> ** hyperspectral image clustering [http://www.ehu.es/ccwintco/groupware/webdav.php/apps/phpbrain/74/paoli-2009-hyperspectral-clustering-pso.pdf] tile manufacturing [http://www.ehu.es/ccwintco/groupware/webdav.php/apps/phpbrain/74/Navalertporn-2011-tile-manufacture-PSO.pdf]</div> Ai.gonzalez https://ehu.eus/ccwintco/index.php?title=Jornada_sobre_clasificacion_en_imagenes_hiperspectrales_2012-03-09&diff=12193 Jornada sobre clasificacion en imagenes hiperspectrales 2012-03-09 2012-03-09T09:27:53Z <p>Ai.gonzalez: /* asignación de articulos */</p> <hr /> <div>primera jornada de trabajo del proyecto, que se va a dedicar a temas de clasificación, con un énfasis en los trabajos de Landgrebe. Entrada en el groupware [http://www.ehu.es/ccwintco/groupware/index.php?menuaction=phpbrain.uikb.view_article&amp;art_id=613]<br /> <br /> <br /> == asignación de articulos ==<br /> <br /> <br /> * Jose Manuel Lopez<br /> ** artículo historico sobre information processing of remotely sensed agricultural data [http://www.ehu.es/ccwintco/groupware/webdav.php/apps/phpbrain/613/fu-landgrebe-1969-information-processing-agricultural.pdf]<br /> ** review tecnologia en 1981 [http://www.ehu.es/ccwintco/groupware/webdav.php/apps/phpbrain/613/landgrebe-1981.pdf]<br /> <br /> * Ramon Moreno<br /> ** clasificacion multiespectral [http://www.ehu.es/ccwintco/groupware/webdav.php/apps/phpbrain/613/kettig-landgrebe-1976-classification-multispectral.pdf] [http://www.ehu.es/ccwintco/uploads/e/ee/HyperKetting.pdf Slides]<br /> <br /> * Miguel Angel Veganzones<br /> ** diseño analitico de sensores 1980 [http://www.ehu.es/ccwintco/groupware/webdav.php/apps/phpbrain/613/wiersma-landgrebe-1980-analytical-design-multispectral-sensors.pdf]<br /> ** spectral spatial characteristics [http://www.ehu.es/ccwintco/groupware/webdav.php/apps/phpbrain/613/kalayeh-landgrebe-1987-spectral-spatial-characteristics.pdf]<br /> <br /> * Alexandre Savio<br /> ** feature selection with small datasamples [http://www.ehu.es/ccwintco/groupware/webdav.php/apps/phpbrain/613/kalayeh-1983-feature-selection-limited-train.pdf][[media:alexsavio_kalayeh_featureselection.pdf | slides ]] prediccion [http://www.ehu.es/ccwintco/groupware/webdav.php/apps/phpbrain/613/kalayeh-landgrebe-1983-required-number-training-samples.pdf]<br /> <br /> * Darya Chyzhyk<br /> ** fast likelihood classification [http://www.ehu.es/ccwintco/groupware/webdav.php/apps/phpbrain/613/lee-landgrebe-1991-fast-likelihood.pdf]<br /> <br /> * Ana Isabel Gonzalez<br /> ** hierarchical classifier [http://www.ehu.es/ccwintco/groupware/webdav.php/apps/phpbrain/613/kim-landgrebe-1991-hierarchical-classifier.pdf][[media:jimenez_hyperspectral.pdf | slides ]]<br /> ** propiedades de los datos de alta dimension [http://www.ehu.es/ccwintco/groupware/webdav.php/apps/phpbrain/613/jimenez-landgrebe-1998-properties-high-dimensional-data.pdf]<br /> <br /> * Borja Ayerdi<br /> ** analisis de propiedades de datos hiperspectrales [http://www.ehu.es/ccwintco/groupware/webdav.php/apps/phpbrain/613/lee-landgrebe-1993.pdf]<br /> <br /> *Maite Termenon<br /> ** partially supervised [http://www.ehu.es/ccwintco/groupware/webdav.php/apps/phpbrain/613/jeon-landgrebe-1999-partially-supervised.pdf]<br /> <br /> * Elsa Fernandez<br /> ** clasificador adaptativo [http://www.ehu.es/ccwintco/groupware/webdav.php/apps/phpbrain/613/jackson-landgrebe-2001-adaptive-classifier.pdf]<br /> <br /> * Ion Marques<br /> ** reduccion de dimensiones con projection pursuit [http://www.ehu.es/ccwintco/groupware/webdav.php/apps/phpbrain/613/jimenez-landgrebe-1999-projection-pursuit.pdf]<br /> <br /> *Borja Fernandez Gauna<br /> ** estimacion de covarianza con muestras pequeñas [http://www.ehu.es/ccwintco/groupware/webdav.php/apps/phpbrain/613/kuo-landgrebe-2002-covariance-estimator-for-small-sample.pdf] [[media:Borja.Covariance-estimator-for-small-sample-size.pdf | Slides]]<br /> <br /> *Josu Maiora<br /> ** active learning survey [http://www.ehu.es/ccwintco/groupware/webdav.php/apps/phpbrain/202/ActiveLearinigSurvey.pdf]</div> Ai.gonzalez https://ehu.eus/ccwintco/index.php?title=Archivo:Jimenez_hyperspectral.pdf&diff=12191 Archivo:Jimenez hyperspectral.pdf 2012-03-09T09:25:47Z <p>Ai.gonzalez: </p> <hr /> <div></div> Ai.gonzalez https://ehu.eus/ccwintco/index.php?title=Jornada_GIC_fundamentos_pattern_recognition_duda-hart-stork_2012-02-17&diff=11951 Jornada GIC fundamentos pattern recognition duda-hart-stork 2012-02-17 2012-02-16T17:43:33Z <p>Ai.gonzalez: </p> <hr /> <div>Distribución de secciones para presentación en la jornada monográfica basada en el libro de duda-hart-stork [http://www.ehu.es/ccwintco/groupware/webdav.php/apps/phpbrain/9/Duda2000_Pattern_Classification.pdf]<br /> <br /> * secciones 2.2, 2.3, 2.4, 2.5 -- &gt; Jose Manuel<br /> * secciones 2.6, -- &gt; Josu<br /> * secciones 2.7, 2.8 --&gt;Ramón [http://www.ehu.es/ccwintco/groupware/webdav.php/apps/phpbrain/277/duda3-Ramon.pdf Slides]<br /> * secciones 2.9, 2.10 --&gt; Ion<br /> * secciones 3.2, 3.3 --&gt; Miguel<br /> * secciones 3.4, 3.5 -- &gt; Darya<br /> * secciones 3.6, 3.7 --&gt; Maite<br /> * secciones 3.8, 3.9 --&gt; Borja A.<br /> * secccion 4.3 --&gt; Borja F. [[ media: Borja-Parzen-windows.pdf | Slides]]<br /> * seccion 9.2 ---&gt; Ana Isabel [[ media: Present_Ana_ch9_Duda.pdf | Review ]]<br /> * secciones 9.3,9.4 -- &gt; Alex<br /> * secciones 9.5 --&gt; Israel<br /> * seccion 9.6 --&gt; Elsa</div> Ai.gonzalez https://ehu.eus/ccwintco/index.php?title=Archivo:Present_Ana_ch9_Duda.pdf&diff=11949 Archivo:Present Ana ch9 Duda.pdf 2012-02-16T17:42:06Z <p>Ai.gonzalez: </p> <hr /> <div></div> Ai.gonzalez https://ehu.eus/ccwintco/index.php?title=Jornada_GIC_particle_swarm_optimization_2012-02-10&diff=11863 Jornada GIC particle swarm optimization 2012-02-10 2012-02-08T11:23:02Z <p>Ai.gonzalez: /* distribución de artículos */</p> <hr /> <div>== objetivo ==<br /> Particle Swarm Optimizers (PSO) son algoritmos de optimización directamente relacionados con las técnicas de Swarm Intelligence y con los métodos de búsqueda aleatoria basados en poblaciones, algoritmos evolutivos y genéticos. En esta jornada vamos a repasar algunos de los trabajos fundacionales y desarrollos recientes. Una busqueda por el término proporciona cientos de resultados en ieeexplore y otras fuentes, los articulos escogidos son una muestra sesgada hacia IEEE trans. Evol. Comp.<br /> <br /> == distribución de artículos ==<br /> <br /> * Josu Maiora: <br /> ** biomedical image registration [http://www.ehu.es/ccwintco/groupware/webdav.php/apps/phpbrain/74/wachowiak-2004-biomedical-image-registration.pdf]<br /> * Alexandre Savio: <br /> ** articulos fundacionaesl de Kennedy [http://www.ehu.es/ccwintco/groupware/webdav.php/apps/phpbrain/74/clerc-kennedy-2002.pdf], [http://www.ehu.es/ccwintco/groupware/webdav.php/apps/phpbrain/74/mendes-kennedy-neves-2004-informed-PSO.pdf]<br /> * Iñigo Barandiaran: <br /> ** interpolation of unorganized feature points [http://www.ehu.es/ccwintco/groupware/webdav.php/apps/phpbrain/74/xie-2009-interpolating-feature-points-PSO.pdf]<br /> * Maite Termenon:<br /> ** reconstruct gene networks [http://www.ehu.es/ccwintco/groupware/webdav.php/apps/phpbrain/74/Kentzoglanakis-2012-reconstr-gene-networks.pdf]<br /> * Ana I. Gonzalez: <br /> ** stability analysis [http://www.ehu.es/ccwintco/groupware/webdav.php/apps/phpbrain/74/Kadirkamanathan-2006-stability-analysis-PSO.pdf] [[Media:present_Ana.pdf | review ]]<br /> * Darya Chyzhyk: <br /> ** PSO for morphological predictors in finance [http://www.ehu.es/ccwintco/groupware/webdav.php/apps/phpbrain/74/araujo-2010-pso-morphologica-prediction.pdf]<br /> * Ramón Moreno: <br /> ** power dispatch [http://www.ehu.es/ccwintco/groupware/webdav.php/apps/phpbrain/74/Agrawal-2008-MOPSO-power-dispatch.pdf]<br /> * Elsa Fernandez:<br /> ** ICA weight estimation [http://www.ehu.es/ccwintco/groupware/webdav.php/apps/phpbrain/74/selvan-2009-ICA-estimation-Lie-group.pdf]<br /> * Borja Fernandez-Gauna: <br /> ** odor source robot detection [http://www.ehu.es/ccwintco/groupware/webdav.php/apps/phpbrain/74/Jatmiko-2007-robot-odor-source.pdf]<br /> * Jose Manuel Lopez-Guede: <br /> ** cooperative PSO [http://www.ehu.es/ccwintco/groupware/webdav.php/apps/phpbrain/74/bergh-2004-cooperative-PSO.pdf]<br /> * Borja Ayerdi: <br /> ** biophysical parameter estimation (geoscience&amp;remote sensing) [http://www.ehu.es/ccwintco/groupware/webdav.php/apps/phpbrain/74/bazi-2007-semisupervised-PSO-SVM-biophysical.pdf]<br /> *Israel Rebollo: <br /> ** stochastic stability analysis [http://www.ehu.es/ccwintco/groupware/webdav.php/apps/phpbrain/74/fernandez-martinez-2011-stochastic-stability-PSO.pdf]<br /> * Ion Marques: <br /> ** cancer classification [http://www.ehu.es/ccwintco/groupware/webdav.php/apps/phpbrain/74/Saraswathi-2011-cancer-classification.pdf]<br /> * Andoni Beristain<br /> ** blind source separation with PSO [http://www.ehu.es/ccwintco/groupware/webdav.php/apps/phpbrain/74/sun-2011-PSO-blind-sources.pdf]<br /> <br /> * Miguel A. Veganzones: <br /> ** endmember extraction [http://www.ehu.es/ccwintco/groupware/webdav.php/apps/phpbrain/74/zhang-2011-endmember-extraction.pdf], segmentation of ISAR images [http://www.ehu.es/ccwintco/groupware/webdav.php/apps/phpbrain/74/park-2010-segm-ISAR.pdf]<br /> * Eider Sanchez:<br /> ** hyperspectral image clustering [http://www.ehu.es/ccwintco/groupware/webdav.php/apps/phpbrain/74/paoli-2009-hyperspectral-clustering-pso.pdf] tile manufacturing [http://www.ehu.es/ccwintco/groupware/webdav.php/apps/phpbrain/74/Navalertporn-2011-tile-manufacture-PSO.pdf]</div> Ai.gonzalez https://ehu.eus/ccwintco/index.php?title=Archivo:Present_Ana.pdf&diff=11861 Archivo:Present Ana.pdf 2012-02-08T11:20:27Z <p>Ai.gonzalez: </p> <hr /> <div></div> Ai.gonzalez https://ehu.eus/ccwintco/index.php?title=Jornada_GIC_random_forests_2012-01-27&diff=11539 Jornada GIC random forests 2012-01-27 2012-01-25T20:47:18Z <p>Ai.gonzalez: /* distribución de articulos a presentar */</p> <hr /> <div>=objetivo=<br /> El objetivo de la jornada es hacer un repaso al estado del arte sobre random forests (y sistemas de clasificación basados en ensambles?). El metodo de trabajo consiste en la presentación por parte de todos los presentes de resumenes de articulos recientes <br /> <br /> == distribución de articulos a presentar ==<br /> <br /> * Ana I. Gonzalez<br /> ** experimental comparison on ensembles of trees [http://www.ehu.es/ccwintco/groupware/webdav.php/apps/phpbrain/593/dietterich-2000-exp-comp-ensembles-trees.pdf] [[Media:Ana_Gonzalez_Dietterich2000.pdf | review ]]<br /> ** rotation forest empirical [http://www.ehu.es/ccwintco/groupware/webdav.php/apps/phpbrain/593/zhang-2008-rotation-forest.pdf] [[Media:Ana_Gonzalez_Zhang2008.pdf | review ]]<br /> <br /> * Josu Maiora<br /> ** tutorial de Criminisi, clasificiacion y regresion [http://www.ehu.es/ccwintco/groupware/webdav.php/apps/phpbrain/497/decisionForests_MSR_TR_2011_114.pdf][[Media:Random_Forest_Crim.pdf | slides]]<br /> ** multilabel y heterogeneos [http://www.ehu.es/ccwintco/groupware/webdav.php/apps/phpbrain/593/tahir-2012-heterogenous-ensemble.pdf][[Media:Random_Forest_EML.pdf | slides]]<br /> <br /> * Borja Ayerdi<br /> ** random feature weights [http://www.ehu.es/ccwintco/groupware/webdav.php/apps/phpbrain/593/maudes-2012-random-feature-weights.pdf]<br /> ** statistical pruning [http://www.ehu.es/ccwintco/groupware/webdav.php/apps/phpbrain/593/lobato-2009-statistical-pruning-ensembles.pdf] [http://www.ehu.es/ccwintco/groupware/webdav.php/apps/phpbrain/554/sesion_especial_random_forest.pdf diap ]<br /> <br /> * Iñigo Barandiaran<br /> ** tutorial de Criminisi, density, manyfold, semisupervised [http://www.ehu.es/ccwintco/groupware/webdav.php/apps/phpbrain/497/decisionForests_MSR_TR_2011_114.pdf]<br /> ** prehistoria ?? [http://www.ehu.es/ccwintco/groupware/webdav.php/apps/phpbrain/593/ho-1998-random-subspace-decision-forests.pdf]<br /> <br /> *Borja Fernandez-Gauna<br /> ** learning areas of expertise [http://www.ehu.es/ccwintco/groupware/webdav.php/apps/phpbrain/593/kilic-2011-areas-expertise.pdf] [[media:Borja-Learning-the-areas-of-expertise-of-classifiers-in-an-ensemble.pdf | presentation]]<br /> ** building by reward-punishment [http://www.ehu.es/ccwintco/groupware/webdav.php/apps/phpbrain/593/nanni-2011-reward-punishment.pdf] [[media:Borja-Reduced-reward-punishment.pdf | presentation]]<br /> <br /> *Jose Manuel Lopez-Guede<br /> ** data mining [http://www.ehu.es/ccwintco/groupware/webdav.php/apps/phpbrain/593/verika-2011-data-mining-random-forests.pdf]<br /> ** pruning con reinforcement learning [http://www.ehu.es/ccwintco/groupware/webdav.php/apps/phpbrain/593/partalas-2009-pruning-ensemble-reinforcement-learning.pdf] [http://www.ehu.es/ccwintco/groupware/webdav.php/apps/phpbrain/104/partalas-2009-pruning-ensemble-reinforcement-learning-Presentation.pdf presentation]<br /> <br /> *Israel Rebollo<br /> ** fuzzy random forests [http://www.ehu.es/ccwintco/groupware/webdav.php/apps/phpbrain/593/bonissone-2010-fuzzy-RF.pdf] [[Media:Israel_random_forest.pdf | review ]]<br /> <br /> * Darya Chyzhyk<br /> ** incremental ensembles [http://www.ehu.es/ccwintco/groupware/webdav.php/apps/phpbrain/593/ulas-2009-incremental-ensembles.pdf] [http://www.ehu.es/ccwintco/groupware/webdav.php/apps/phpbrain/593/Jornada-GIC-RandomForests-Chyzhyk-14-2012-01-27.pdf |---Slides]<br /> ** subspace projections [http://www.ehu.es/ccwintco/groupware/webdav.php/apps/phpbrain/593/pedrajas-2011-supervised-subspace-projections.pdf], [http://www.ehu.es/ccwintco/groupware/webdav.php/apps/phpbrain/593/pedrajas-2011-supervised-subspace-projecitnos-misclasified.pdf] <br /> <br /> * Elsa Fernandez<br /> ** seleccion de variables usando RF [http://www.ehu.es/ccwintco/groupware/webdav.php/apps/phpbrain/593/genuer-2010-RF-variable-selection.pdf]<br /> ** diversidad [http://www.ehu.es/ccwintco/groupware/webdav.php/apps/phpbrain/593/kuncheva-2005-diversity.pdf], [http://www.ehu.es/ccwintco/groupware/webdav.php/apps/phpbrain/593/zouari-2005-diversity-class-ensembles.pdf]<br /> <br /> * Maite Termenon<br /> ** varianza residual [http://www.ehu.es/ccwintco/groupware/webdav.php/apps/phpbrain/593/mendez-2011-residual-variance-RF-regression.pdf] [[media:Termenon_Mendez.pdf | Slides]]<br /> ** streaming random forests [http://www.ehu.es/ccwintco/groupware/webdav.php/apps/phpbrain/593/abdusalma-2011-streaming-random-forests.pdf] [[media:Termenon_Abdulsalam_Classification_Using_Streaming_Random_Forests.pdf | Slides]]<br /> ** theoretical study [http://www.ehu.es/ccwintco/groupware/webdav.php/apps/phpbrain/593/kuncheva-2002-theoretical-study.pdf] [[media:Termenon_Kuncheva.pdf | Slides]]<br /> <br /> * Ramón Moreno<br /> ** overfitting cautious [http://www.ehu.es/ccwintco/groupware/webdav.php/apps/phpbrain/593/santos-2009-overfitting-cautions-ensemble.pdf] [http://www.ehu.es/ccwintco/groupware/webdav.php/apps/phpbrain/277/RF-Over.pdf Slides]<br /> ** aplicaciones [http://www.sciencedirect.com/science/article/pii/S1566253507000620] [http://www.ehu.es/ccwintco/groupware/webdav.php/apps/phpbrain/277/RF-Classsifier.pdf Slides]<br /> <br /> * Miguel A. Veganzones<br /> ** gene functional inference [http://www.ehu.es/ccwintco/groupware/webdav.php/apps/phpbrain/593/cesa-bianchi-2011-gene-funtional-inference.pdf] [[Media:GeneFunctionalInference.pdf | slides]]<br /> ** rotation forests [http://www.ehu.es/ccwintco/groupware/webdav.php/apps/phpbrain/593/kuncheva-2006-rotation-forest.pdf] [[Media:RotationForest.pdf | slides]]<br /> <br /> * Ion Marques<br /> ** ensembles from fuzzy clustering [http://www.ehu.es/ccwintco/groupware/webdav.php/apps/phpbrain/593/zhang-2010-ensembles-fuzzy-clustering.pdf] [http://www.ehu.es/ccwintco/groupware/webdav.php/apps/phpbrain/420/zhang-2010-ensembles-fuzzy-clustering_pr.pdf presentation]<br /> ** action detection [http://ieeexplore.ieee.org/search/srchabstract.jsp?tp=&amp;arnumber=5730498&amp;refinements%3D4294967131%26openedRefinements%3D*%26filter%3DAND%28NOT%284283010803%29%29%26matchBoolean%3Dtrue%26searchField%3DSearch+All%26queryText%3D%28random+forests%29] [http://www.ehu.es/ccwintco/groupware/webdav.php/apps/phpbrain/420/yu-2011-action-detection-FR-topK_pr.pdf presentation]<br /> <br /> * Eider Sanchez<br /> ** dynamic ensemble [http://www.ehu.es/ccwintco/groupware/webdav.php/apps/phpbrain/593/ko-2008-dynamic-ensemble.pdf] [[media:2 Eider FromDynamicClassifierSelectionToDynamicEnsembleSelection.pdf|presentacion dynamic]]<br /> ** aplicaciones generales [http://www.sciencedirect.com/science/article/pii/S1566253507000620] [[media:1 Eider ClassifierEnsembles SelectRealWorldApplications.pdf|presentacion aplicaciones]]<br /> <br /> * Alexandre Savio: <br /> **Ting Agregacion de subespacios de features [http://www.ehu.es/ccwintco/groupware/webdav.php/apps/phpbrain/593/ting-2011-feature-subspace-aggregating.pdf] -- &gt; no llega<br /> ** comparison [http://www.ehu.es/ccwintco/groupware/webdav.php/apps/phpbrain/593/banfield-2007-comparison.pdf] [http://www.ehu.es/ccwintco/groupware/webdav.php/apps/phpbrain/328/alexsavio_banfield_comparison_rf_20120125.pdf slides]<br /> ** breiman [http://www.ehu.es/ccwintco/groupware/webdav.php/apps/phpbrain/591/breiman-2001-random-forests.pdf] [http://www.ehu.es/ccwintco/groupware/webdav.php/apps/phpbrain/328/alexsavio_breiman_random_forests_20120125.pdf slides]<br /> <br /> == referencias ==<br /> * Groupware general [http://www.ehu.es/ccwintco/groupware/index.php?menuaction=phpbrain.uikb.view_article&amp;art_id=593]<br /> <br /> *Breiman, el padre de la criatura, bagging [http://www.ehu.es/ccwintco/groupware/webdav.php/apps/phpbrain/591/breiman-1996-bagging-predictors.pdf], random forests [http://www.ehu.es/ccwintco/groupware/webdav.php/apps/phpbrain/31/Random%20Forest.pdf]. Groupware [http://www.ehu.es/ccwintco/groupware/index.php?menuaction=phpbrain.uikb.view_article&amp;art_id=591]<br /> <br /> * tutorial de Criminisi [http://www.ehu.es/ccwintco/groupware/webdav.php/apps/phpbrain/497/decisionForests_MSR_TR_2011_114.pdf], slides [http://www.ehu.es/ccwintco/groupware/webdav.php/apps/phpbrain/497/ACriminisi_DecisionForestsTutorial.pdf], pagina personal [http://research.microsoft.com/en-us/people/antcrim/]<br /> <br /> * Kuncheva [http://www.ehu.es/ccwintco/groupware/webdav.php/apps/phpbrain/593/kuncheva-2002-bagging-boosting-linear-classifiers.pdf], [http://www.ehu.es/ccwintco/groupware/webdav.php/apps/phpbrain/593/kuncheva-2002-diversity-combining-classifiers.pdf], [http://www.ehu.es/ccwintco/groupware/webdav.php/apps/phpbrain/593/kuncheva-2002-theoretical-study.pdf], [http://www.ehu.es/ccwintco/groupware/webdav.php/apps/phpbrain/593/kuncheva-2005-diversity.pdf], [http://www.ehu.es/ccwintco/groupware/webdav.php/apps/phpbrain/593/kuncheva-2006-rotation-forest.pdf], [http://www.ehu.es/ccwintco/groupware/webdav.php/apps/phpbrain/593/kuncheva-2007-linear-random-oracle.pdf], [http://ieeexplore.ieee.org/search/srchabstract.jsp?tp=&amp;arnumber=5405643&amp;refinements%3D4294967131%26openedRefinements%3D*%26filter%3DAND%28NOT%284283010803%29%29%26matchBoolean%3Dtrue%26searchField%3DSearch+All%26queryText%3D%28random+forests%29&amp;tag=1], [http://www.sciencedirect.com/science/article/pii/S0031320311001828], [http://www.sciencedirect.com/science/article/pii/S0730725X09003130]<br /> <br /> ===aplicaciones [http://www.sciencedirect.com/science/article/pii/S1566253507000620]===<br /> * analisis de accidentes [http://www.sciencedirect.com/science/article/pii/S0001457508001887]<br /> * ingenieria mecanica [http://www.sciencedirect.com/science/article/pii/S187770581105209X]<br /> * ingenieria financiera [http://www.sciencedirect.com/science/article/pii/S0957417408004326], [http://www.sciencedirect.com/science/article/pii/S0957417411011894], [http://www.sciencedirect.com/science/article/pii/S0957417405000965], [http://www.sciencedirect.com/science/article/pii/S0957417411005239], [http://www.sciencedirect.com/science/article/pii/S1568494610002516], [http://www.sciencedirect.com/science/article/pii/S0957417409004771], [http://www.sciencedirect.com/science/article/pii/S0957417411013686], [http://www.sciencedirect.com/science/article/pii/S1566253511000807], [http://www.sciencedirect.com/science/article/pii/S0957417408000249], [http://www.sciencedirect.com/science/article/pii/S095741740300006X]<br /> <br /> * modelos de lenguage [http://www.sciencedirect.com/science/article/pii/S0885230806000040], [http://www.sciencedirect.com/science/article/pii/S0957417411007871], [http://ieeexplore.ieee.org/search/srchabstract.jsp?tp=&amp;arnumber=4432283&amp;refinements%3D4294967131%26openedRefinements%3D*%26filter%3DAND%28NOT%284283010803%29%29%26matchBoolean%3Dtrue%26searchField%3DSearch+All%26queryText%3D%28random+forests%29], <br /> <br /> * biologicas, medicas y ecologicas [http://www.sciencedirect.com/science/article/pii/S0167865508002031], [http://www.sciencedirect.com/science/article/pii/S0303243409000750], [http://www.sciencedirect.com/science/article/pii/S0043135410003271], [http://www.sciencedirect.com/science/article/pii/S0016706108001262], [http://www.sciencedirect.com/science/article/pii/S1359511309000592], [http://www.sciencedirect.com/science/article/pii/S187802961100140X], [http://www.sciencedirect.com/science/article/pii/S0304380007002931], [http://www.sciencedirect.com/science/article/pii/S0043135405000047], [http://www.sciencedirect.com/science/article/pii/S0020751908001501], [http://www.sciencedirect.com/science/article/pii/S0957417411016162], [http://www.sciencedirect.com/science/article/pii/S0304380011000640], genomics [http://www.sciencedirect.com/science/article/pii/S0888754309001815], [http://www.sciencedirect.com/science/article/pii/S0957417411005306], [http://www.sciencedirect.com/science/article/pii/S0925231205002985], [http://ieeexplore.ieee.org/search/srchabstract.jsp?tp=&amp;arnumber=4432283&amp;refinements%3D4294967131%26openedRefinements%3D*%26filter%3DAND%28NOT%284283010803%29%29%26matchBoolean%3Dtrue%26searchField%3DSearch+All%26queryText%3D%28random+forests%29], breast cancer [http://www.sciencedirect.com/science/article/pii/S0957417408007343], [http://www.sciencedirect.com/science/article/pii/S0531513105003134], [http://www.sciencedirect.com/science/article/pii/S0022519310005849], cardiac arrythmia [http://www.sciencedirect.com/science/article/pii/S095741740700139X], [http://www.sciencedirect.com/science/article/pii/S0010482511000345], [http://www.sciencedirect.com/science/article/pii/S1878029611000107], [http://www.sciencedirect.com/science/article/pii/S0010482511000175], soil texture [http://www.sciencedirect.com/science/article/pii/S0016706111002953], [http://www.sciencedirect.com/science/article/pii/S0039914010005837], apendicitis [http://www.sciencedirect.com/science/article/pii/S0039606010001571], pulmones [http://www.sciencedirect.com/science/article/pii/S0895611110000418], cancer [http://www.sciencedirect.com/science/article/pii/S0010482508000334], glaucoma [http://www.sciencedirect.com/science/article/pii/S0925231211007107?v=s5], [http://ieeexplore.ieee.org/search/srchabstract.jsp?tp=&amp;arnumber=5720314&amp;refinements%3D4294967131%26openedRefinements%3D*%26filter%3DAND%28NOT%284283010803%29%29%26matchBoolean%3Dtrue%26pageNumber%3D3%26searchField%3DSearch+All%26queryText%3D%28random+forests%29], colon cells [http://www.sciencedirect.com/science/article/pii/S0010482508001777], higado [http://www.sciencedirect.com/science/article/pii/S093336570700067X], piel [http://www.sciencedirect.com/science/article/pii/S0925231205002973], de todo ?? [http://www.sciencedirect.com/science/article/pii/S0167865506002650], celulas [http://ieeexplore.ieee.org/search/srchabstract.jsp?tp=&amp;arnumber=5779487&amp;refinements%3D4294967131%26openedRefinements%3D*%26filter%3DAND%28NOT%284283010803%29%29%26matchBoolean%3Dtrue%26searchField%3DSearch+All%26queryText%3D%28random+forests%29], ultrasonidos [http://ieeexplore.ieee.org/search/srchabstract.jsp?tp=&amp;arnumber=4359054&amp;refinements%3D4294967131%26openedRefinements%3D*%26filter%3DAND%28NOT%284283010803%29%29%26matchBoolean%3Dtrue%26pageNumber%3D2%26searchField%3DSearch+All%26queryText%3D%28random+forests%29], mental fatigue [http://ieeexplore.ieee.org/search/srchabstract.jsp?tp=&amp;arnumber=4237349&amp;refinements%3D4294967131%26openedRefinements%3D*%26filter%3DAND%28NOT%284283010803%29%29%26matchBoolean%3Dtrue%26pageNumber%3D2%26searchField%3DSearch+All%26queryText%3D%28random+forests%29], cornea [http://ieeexplore.ieee.org/search/srchabstract.jsp?tp=&amp;arnumber=4118190&amp;refinements%3D4294967131%26openedRefinements%3D*%26filter%3DAND%28NOT%284283010803%29%29%26matchBoolean%3Dtrue%26pageNumber%3D3%26searchField%3DSearch+All%26queryText%3D%28random+forests%29]<br /> <br /> * quimica [http://www.sciencedirect.com/science/article/pii/S1570794610280689], [http://www.sciencedirect.com/science/article/pii/S0003267011004508], [http://www.sciencedirect.com/science/article/pii/S0925400507009914], [http://www.sciencedirect.com/science/article/pii/S0003267012000104?v=s5], [http://www.sciencedirect.com/science/article/pii/S016926070700140X], [http://www.sciencedirect.com/science/article/pii/S0003267012000104?v=s5], [http://www.sciencedirect.com/science/article/pii/S000326700802103X], [http://www.sciencedirect.com/science/article/pii/S0968089611010492?v=s5], [http://www.sciencedirect.com/science/article/pii/S0003267011001826], [http://www.sciencedirect.com/science/article/pii/S1386142511010754], [http://www.sciencedirect.com/science/article/pii/S0169743906000232], [http://www.sciencedirect.com/science/article/pii/S1476927111000533], [http://www.sciencedirect.com/science/article/pii/S0169743905000894]<br /> <br /> * data mining [http://www.sciencedirect.com/science/article/pii/S0031320310003973],<br /> <br /> * neurociencias [http://www.sciencedirect.com/science/article/pii/S0304394010001023], [http://www.sciencedirect.com/science/article/pii/S0169260711003105], [http://www.sciencedirect.com/science/article/pii/S1053811911003740], fMRI [http://www.sciencedirect.com/science/article/pii/S0730725X09003130], [http://www.sciencedirect.com/science/article/pii/S0031320311001749], [http://www.sciencedirect.com/science/article/pii/S0031320311001828], [http://www.sciencedirect.com/science/article/pii/S0010482506001363], [http://www.sciencedirect.com/science/article/pii/S1053811912000729?v=s5], [http://ieeexplore.ieee.org/search/srchabstract.jsp?tp=&amp;arnumber=5069763&amp;refinements%3D4294967131%26openedRefinements%3D*%26filter%3DAND%28NOT%284283010803%29%29%26matchBoolean%3Dtrue%26searchField%3DSearch+All%26queryText%3D%28random+forests%29], [http://ieeexplore.ieee.org/search/srchabstract.jsp?tp=&amp;arnumber=5405643&amp;refinements%3D4294967131%26openedRefinements%3D*%26filter%3DAND%28NOT%284283010803%29%29%26matchBoolean%3Dtrue%26searchField%3DSearch+All%26queryText%3D%28random+forests%29], brain extraction [http://ieeexplore.ieee.org/search/srchabstract.jsp?tp=&amp;arnumber=5742706&amp;refinements%3D4294967131%26openedRefinements%3D*%26filter%3DAND%28NOT%284283010803%29%29%26matchBoolean%3Dtrue%26pageNumber%3D2%26searchField%3DSearch+All%26queryText%3D%28random+forests%29]<br /> <br /> * imagen de reconocimiento remoto, remote sensing, [http://www.sciencedirect.com/science/article/pii/S0924271610000705], [http://www.sciencedirect.com/science/article/pii/S0924271611001304], [http://www.sciencedirect.com/science/article/pii/S0034425708000679], [http://www.sciencedirect.com/science/article/pii/S0167865505002242], [http://www.sciencedirect.com/science/article/pii/S0924271610000651], land slides [http://www.sciencedirect.com/science/article/pii/S1878029611000235], [http://www.sciencedirect.com/science/article/pii/S0034425711001969], [http://www.sciencedirect.com/science/article/pii/S0950329306001522], [http://www.sciencedirect.com/science/article/pii/S0168900207024059], [http://www.sciencedirect.com/science/article/pii/S092523121000055X], hypespectral data [http://ieeexplore.ieee.org/search/srchabstract.jsp?tp=&amp;arnumber=1396322&amp;refinements%3D4294967131%26openedRefinements%3D*%26filter%3DAND%28NOT%284283010803%29%29%26matchBoolean%3Dtrue%26searchField%3DSearch+All%26queryText%3D%28random+forests%29], [http://ieeexplore.ieee.org/search/srchabstract.jsp?tp=&amp;arnumber=5710029&amp;refinements%3D4294967131%26openedRefinements%3D*%26filter%3DAND%28NOT%284283010803%29%29%26matchBoolean%3Dtrue%26searchField%3DSearch+All%26queryText%3D%28random+forests%29], SAR [http://ieeexplore.ieee.org/search/srchabstract.jsp?tp=&amp;arnumber=4481234&amp;refinements%3D4294967131%26openedRefinements%3D*%26filter%3DAND%28NOT%284283010803%29%29%26matchBoolean%3Dtrue%26pageNumber%3D2%26searchField%3DSearch+All%26queryText%3D%28random+forests%29]<br /> <br /> * pattern recognition [http://www.sciencedirect.com/science/article/pii/S003132030700146X], [http://www.sciencedirect.com/science/article/pii/S0169023X11000590], biometric data [http://www.sciencedirect.com/science/article/pii/S0925231206000890], hadwritng [http://www.sciencedirect.com/science/article/pii/S0143816604001034], signature [http://www.sciencedirect.com/science/article/pii/S092523120500127X], objetos y acciones [http://ieeexplore.ieee.org/search/srchabstract.jsp?tp=&amp;arnumber=5740927&amp;refinements%3D4294967131%26openedRefinements%3D*%26filter%3DAND%28NOT%284283010803%29%29%26matchBoolean%3Dtrue%26searchField%3DSearch+All%26queryText%3D%28random+forests%29], [http://ieeexplore.ieee.org/search/srchabstract.jsp?tp=&amp;arnumber=5730498&amp;refinements%3D4294967131%26openedRefinements%3D*%26filter%3DAND%28NOT%284283010803%29%29%26matchBoolean%3Dtrue%26searchField%3DSearch+All%26queryText%3D%28random+forests%29], [http://ieeexplore.ieee.org/search/srchabstract.jsp?tp=&amp;arnumber=6077098&amp;refinements%3D4294967131%26openedRefinements%3D*%26filter%3DAND%28NOT%284283010803%29%29%26matchBoolean%3Dtrue%26pageNumber%3D3%26searchField%3DSearch+All%26queryText%3D%28random+forests%29], visual concept [http://ieeexplore.ieee.org/search/srchabstract.jsp?tp=&amp;arnumber=5482156&amp;refinements%3D4294967131%26openedRefinements%3D*%26filter%3DAND%28NOT%284283010803%29%29%26matchBoolean%3Dtrue%26pageNumber%3D3%26searchField%3DSearch+All%26queryText%3D%28random+forests%29], face and action [http://ieeexplore.ieee.org/search/srchabstract.jsp?tp=&amp;arnumber=5975216&amp;refinements%3D4294967131%26openedRefinements%3D*%26filter%3DAND%28NOT%284283010803%29%29%26matchBoolean%3Dtrue%26pageNumber%3D4%26searchField%3DSearch+All%26queryText%3D%28random+forests%29]<br /> <br /> * intrusion detection [http://ieeexplore.ieee.org/search/srchabstract.jsp?tp=&amp;arnumber=4603103&amp;refinements%3D4294967131%26openedRefinements%3D*%26filter%3DAND%28NOT%284283010803%29%29%26matchBoolean%3Dtrue%26searchField%3DSearch+All%26queryText%3D%28random+forests%29]</div> Ai.gonzalez https://ehu.eus/ccwintco/index.php?title=Archivo:Ana_Gonzalez_Zhang2008.pdf&diff=11537 Archivo:Ana Gonzalez Zhang2008.pdf 2012-01-25T20:46:07Z <p>Ai.gonzalez: </p> <hr /> <div></div> Ai.gonzalez https://ehu.eus/ccwintco/index.php?title=Jornada_GIC_random_forests_2012-01-27&diff=11435 Jornada GIC random forests 2012-01-27 2012-01-24T14:43:57Z <p>Ai.gonzalez: /* distribución de articulos a presentar */</p> <hr /> <div>=objetivo=<br /> El objetivo de la jornada es hacer un repaso al estado del arte sobre random forests (y sistemas de clasificación basados en ensambles?). El metodo de trabajo consiste en la presentación por parte de todos los presentes de resumenes de articulos recientes <br /> <br /> == distribución de articulos a presentar ==<br /> <br /> * Ana I. Gonzalez<br /> ** experimental comparison on ensembles of trees [http://www.ehu.es/ccwintco/groupware/webdav.php/apps/phpbrain/593/dietterich-2000-exp-comp-ensembles-trees.pdf] [[Media:Ana_Gonzalez_Dietterich2000.pdf | review ]]<br /> ** rotation forest empirical [http://www.ehu.es/ccwintco/groupware/webdav.php/apps/phpbrain/593/zhang-2008-rotation-forest.pdf]<br /> <br /> * Josu Maiora<br /> ** tutorial de Criminisi, clasificiacion y regresion [http://www.ehu.es/ccwintco/groupware/webdav.php/apps/phpbrain/497/decisionForests_MSR_TR_2011_114.pdf]<br /> ** multilabel y heterogeneos [http://www.ehu.es/ccwintco/groupware/webdav.php/apps/phpbrain/593/tahir-2012-heterogenous-ensemble.pdf]<br /> <br /> * Borja Ayerdi<br /> ** random feature weights [http://www.ehu.es/ccwintco/groupware/webdav.php/apps/phpbrain/593/maudes-2012-random-feature-weights.pdf]<br /> ** statistical pruning [http://www.ehu.es/ccwintco/groupware/webdav.php/apps/phpbrain/593/lobato-2009-statistical-pruning-ensembles.pdf]<br /> <br /> * Iñigo Barandiaran<br /> ** tutorial de Criminisi, density, manyfold, semisupervised [http://www.ehu.es/ccwintco/groupware/webdav.php/apps/phpbrain/497/decisionForests_MSR_TR_2011_114.pdf]<br /> ** prehistoria ?? [http://www.ehu.es/ccwintco/groupware/webdav.php/apps/phpbrain/593/ho-1998-random-subspace-decision-forests.pdf]<br /> <br /> *Borja Fernandez-Gauna<br /> ** learning areas of expertise [http://www.ehu.es/ccwintco/groupware/webdav.php/apps/phpbrain/593/kilic-2011-areas-expertise.pdf]<br /> ** building by reward-punishment [http://www.ehu.es/ccwintco/groupware/webdav.php/apps/phpbrain/593/nanni-2011-reward-punishment.pdf]<br /> <br /> *Jose Manuel Lopez-Guede<br /> ** data mining [http://www.ehu.es/ccwintco/groupware/webdav.php/apps/phpbrain/593/verika-2011-data-mining-random-forests.pdf]<br /> **pruning con reinforcement learning [http://www.ehu.es/ccwintco/groupware/webdav.php/apps/phpbrain/593/partalas-2009-pruning-ensemble-reinforcement-learning.pdf]<br /> <br /> *Israel Rebollo<br /> ** fuzzy random forests [http://www.ehu.es/ccwintco/groupware/webdav.php/apps/phpbrain/593/bonissone-2010-fuzzy-RF.pdf]<br /> <br /> * Darya Chyzhyk<br /> ** incremental ensembles [http://www.ehu.es/ccwintco/groupware/webdav.php/apps/phpbrain/593/ulas-2009-incremental-ensembles.pdf]<br /> ** subspace projections [http://www.ehu.es/ccwintco/groupware/webdav.php/apps/phpbrain/593/pedrajas-2011-supervised-subspace-projections.pdf], [http://www.ehu.es/ccwintco/groupware/webdav.php/apps/phpbrain/593/pedrajas-2011-supervised-subspace-projecitnos-misclasified.pdf]<br /> <br /> * Elsa Fernandez<br /> ** seleccion de variables usando RF [http://www.ehu.es/ccwintco/groupware/webdav.php/apps/phpbrain/593/genuer-2010-RF-variable-selection.pdf]<br /> ** diversidad [http://www.ehu.es/ccwintco/groupware/webdav.php/apps/phpbrain/593/kuncheva-2005-diversity.pdf], [http://www.ehu.es/ccwintco/groupware/webdav.php/apps/phpbrain/593/zouari-2005-diversity-class-ensembles.pdf]<br /> <br /> * Maite Termenon<br /> ** varianza residual [http://www.ehu.es/ccwintco/groupware/webdav.php/apps/phpbrain/593/mendez-2011-residual-variance-RF-regression.pdf]<br /> ** streaming random forests [http://www.ehu.es/ccwintco/groupware/webdav.php/apps/phpbrain/593/abdusalma-2011-streaming-random-forests.pdf]<br /> ** theoretical study [http://www.ehu.es/ccwintco/groupware/webdav.php/apps/phpbrain/593/kuncheva-2002-theoretical-study.pdf]<br /> <br /> * Ramón Moreno<br /> ** overfitting cautious [http://www.ehu.es/ccwintco/groupware/webdav.php/apps/phpbrain/593/santos-2009-overfitting-cautions-ensemble.pdf]<br /> ** aplicaciones [http://www.sciencedirect.com/science/article/pii/S1566253507000620]<br /> <br /> * Miguel A. Veganzones<br /> ** gene functional inference [http://www.ehu.es/ccwintco/groupware/webdav.php/apps/phpbrain/593/cesa-bianchi-2011-gene-funtional-inference.pdf]<br /> ** rotation forests [http://www.ehu.es/ccwintco/groupware/webdav.php/apps/phpbrain/593/kuncheva-2006-rotation-forest.pdf] [[Media:RotationForest.pdf | presentation]]<br /> <br /> * Ion Marques<br /> ** ensembles from fuzzy clustering [http://www.ehu.es/ccwintco/groupware/webdav.php/apps/phpbrain/593/zhang-2010-ensembles-fuzzy-clustering.pdf]<br /> ** action detection [http://ieeexplore.ieee.org/search/srchabstract.jsp?tp=&amp;arnumber=5730498&amp;refinements%3D4294967131%26openedRefinements%3D*%26filter%3DAND%28NOT%284283010803%29%29%26matchBoolean%3Dtrue%26searchField%3DSearch+All%26queryText%3D%28random+forests%29]<br /> <br /> * Eider Sanchez<br /> ** dynamic ensemble [http://www.ehu.es/ccwintco/groupware/webdav.php/apps/phpbrain/593/ko-2008-dynamic-ensemble.pdf]<br /> ** aplicaciones generales [http://www.sciencedirect.com/science/article/pii/S1566253507000620]<br /> <br /> * Alexandre Savio: <br /> **Ting Agregacion de subespacios de features [http://www.ehu.es/ccwintco/groupware/webdav.php/apps/phpbrain/593/ting-2011-feature-subspace-aggregating.pdf] -- &gt; no llega<br /> ** comparison [http://www.ehu.es/ccwintco/groupware/webdav.php/apps/phpbrain/593/banfield-2007-comparison.pdf]<br /> ** breiman [http://www.ehu.es/ccwintco/groupware/webdav.php/apps/phpbrain/591/breiman-2001-random-forests.pdf]<br /> <br /> == referencias ==<br /> * Groupware general [http://www.ehu.es/ccwintco/groupware/index.php?menuaction=phpbrain.uikb.view_article&amp;art_id=593]<br /> <br /> *Breiman, el padre de la criatura, bagging [http://www.ehu.es/ccwintco/groupware/webdav.php/apps/phpbrain/591/breiman-1996-bagging-predictors.pdf], random forests [http://www.ehu.es/ccwintco/groupware/webdav.php/apps/phpbrain/31/Random%20Forest.pdf]. Groupware [http://www.ehu.es/ccwintco/groupware/index.php?menuaction=phpbrain.uikb.view_article&amp;art_id=591]<br /> <br /> * tutorial de Criminisi [http://www.ehu.es/ccwintco/groupware/webdav.php/apps/phpbrain/497/decisionForests_MSR_TR_2011_114.pdf], slides [http://www.ehu.es/ccwintco/groupware/webdav.php/apps/phpbrain/497/ACriminisi_DecisionForestsTutorial.pdf], pagina personal [http://research.microsoft.com/en-us/people/antcrim/]<br /> <br /> * Kuncheva [http://www.ehu.es/ccwintco/groupware/webdav.php/apps/phpbrain/593/kuncheva-2002-bagging-boosting-linear-classifiers.pdf], [http://www.ehu.es/ccwintco/groupware/webdav.php/apps/phpbrain/593/kuncheva-2002-diversity-combining-classifiers.pdf], [http://www.ehu.es/ccwintco/groupware/webdav.php/apps/phpbrain/593/kuncheva-2002-theoretical-study.pdf], [http://www.ehu.es/ccwintco/groupware/webdav.php/apps/phpbrain/593/kuncheva-2005-diversity.pdf], [http://www.ehu.es/ccwintco/groupware/webdav.php/apps/phpbrain/593/kuncheva-2006-rotation-forest.pdf], [http://www.ehu.es/ccwintco/groupware/webdav.php/apps/phpbrain/593/kuncheva-2007-linear-random-oracle.pdf], [http://ieeexplore.ieee.org/search/srchabstract.jsp?tp=&amp;arnumber=5405643&amp;refinements%3D4294967131%26openedRefinements%3D*%26filter%3DAND%28NOT%284283010803%29%29%26matchBoolean%3Dtrue%26searchField%3DSearch+All%26queryText%3D%28random+forests%29&amp;tag=1], [http://www.sciencedirect.com/science/article/pii/S0031320311001828], [http://www.sciencedirect.com/science/article/pii/S0730725X09003130]<br /> <br /> ===aplicaciones [http://www.sciencedirect.com/science/article/pii/S1566253507000620]===<br /> * analisis de accidentes [http://www.sciencedirect.com/science/article/pii/S0001457508001887]<br /> * ingenieria mecanica [http://www.sciencedirect.com/science/article/pii/S187770581105209X]<br /> * ingenieria financiera [http://www.sciencedirect.com/science/article/pii/S0957417408004326], [http://www.sciencedirect.com/science/article/pii/S0957417411011894], [http://www.sciencedirect.com/science/article/pii/S0957417405000965], [http://www.sciencedirect.com/science/article/pii/S0957417411005239], [http://www.sciencedirect.com/science/article/pii/S1568494610002516], [http://www.sciencedirect.com/science/article/pii/S0957417409004771], [http://www.sciencedirect.com/science/article/pii/S0957417411013686], [http://www.sciencedirect.com/science/article/pii/S1566253511000807], [http://www.sciencedirect.com/science/article/pii/S0957417408000249], [http://www.sciencedirect.com/science/article/pii/S095741740300006X]<br /> <br /> * modelos de lenguage [http://www.sciencedirect.com/science/article/pii/S0885230806000040], [http://www.sciencedirect.com/science/article/pii/S0957417411007871], [http://ieeexplore.ieee.org/search/srchabstract.jsp?tp=&amp;arnumber=4432283&amp;refinements%3D4294967131%26openedRefinements%3D*%26filter%3DAND%28NOT%284283010803%29%29%26matchBoolean%3Dtrue%26searchField%3DSearch+All%26queryText%3D%28random+forests%29], <br /> <br /> * biologicas, medicas y ecologicas [http://www.sciencedirect.com/science/article/pii/S0167865508002031], [http://www.sciencedirect.com/science/article/pii/S0303243409000750], [http://www.sciencedirect.com/science/article/pii/S0043135410003271], [http://www.sciencedirect.com/science/article/pii/S0016706108001262], [http://www.sciencedirect.com/science/article/pii/S1359511309000592], [http://www.sciencedirect.com/science/article/pii/S187802961100140X], [http://www.sciencedirect.com/science/article/pii/S0304380007002931], [http://www.sciencedirect.com/science/article/pii/S0043135405000047], [http://www.sciencedirect.com/science/article/pii/S0020751908001501], [http://www.sciencedirect.com/science/article/pii/S0957417411016162], [http://www.sciencedirect.com/science/article/pii/S0304380011000640], genomics [http://www.sciencedirect.com/science/article/pii/S0888754309001815], [http://www.sciencedirect.com/science/article/pii/S0957417411005306], [http://www.sciencedirect.com/science/article/pii/S0925231205002985], [http://ieeexplore.ieee.org/search/srchabstract.jsp?tp=&amp;arnumber=4432283&amp;refinements%3D4294967131%26openedRefinements%3D*%26filter%3DAND%28NOT%284283010803%29%29%26matchBoolean%3Dtrue%26searchField%3DSearch+All%26queryText%3D%28random+forests%29], breast cancer [http://www.sciencedirect.com/science/article/pii/S0957417408007343], [http://www.sciencedirect.com/science/article/pii/S0531513105003134], [http://www.sciencedirect.com/science/article/pii/S0022519310005849], cardiac arrythmia [http://www.sciencedirect.com/science/article/pii/S095741740700139X], [http://www.sciencedirect.com/science/article/pii/S0010482511000345], [http://www.sciencedirect.com/science/article/pii/S1878029611000107], [http://www.sciencedirect.com/science/article/pii/S0010482511000175], soil texture [http://www.sciencedirect.com/science/article/pii/S0016706111002953], [http://www.sciencedirect.com/science/article/pii/S0039914010005837], apendicitis [http://www.sciencedirect.com/science/article/pii/S0039606010001571], pulmones [http://www.sciencedirect.com/science/article/pii/S0895611110000418], cancer [http://www.sciencedirect.com/science/article/pii/S0010482508000334], glaucoma [http://www.sciencedirect.com/science/article/pii/S0925231211007107?v=s5], [http://ieeexplore.ieee.org/search/srchabstract.jsp?tp=&amp;arnumber=5720314&amp;refinements%3D4294967131%26openedRefinements%3D*%26filter%3DAND%28NOT%284283010803%29%29%26matchBoolean%3Dtrue%26pageNumber%3D3%26searchField%3DSearch+All%26queryText%3D%28random+forests%29], colon cells [http://www.sciencedirect.com/science/article/pii/S0010482508001777], higado [http://www.sciencedirect.com/science/article/pii/S093336570700067X], piel [http://www.sciencedirect.com/science/article/pii/S0925231205002973], de todo ?? [http://www.sciencedirect.com/science/article/pii/S0167865506002650], celulas [http://ieeexplore.ieee.org/search/srchabstract.jsp?tp=&amp;arnumber=5779487&amp;refinements%3D4294967131%26openedRefinements%3D*%26filter%3DAND%28NOT%284283010803%29%29%26matchBoolean%3Dtrue%26searchField%3DSearch+All%26queryText%3D%28random+forests%29], ultrasonidos [http://ieeexplore.ieee.org/search/srchabstract.jsp?tp=&amp;arnumber=4359054&amp;refinements%3D4294967131%26openedRefinements%3D*%26filter%3DAND%28NOT%284283010803%29%29%26matchBoolean%3Dtrue%26pageNumber%3D2%26searchField%3DSearch+All%26queryText%3D%28random+forests%29], mental fatigue [http://ieeexplore.ieee.org/search/srchabstract.jsp?tp=&amp;arnumber=4237349&amp;refinements%3D4294967131%26openedRefinements%3D*%26filter%3DAND%28NOT%284283010803%29%29%26matchBoolean%3Dtrue%26pageNumber%3D2%26searchField%3DSearch+All%26queryText%3D%28random+forests%29], cornea [http://ieeexplore.ieee.org/search/srchabstract.jsp?tp=&amp;arnumber=4118190&amp;refinements%3D4294967131%26openedRefinements%3D*%26filter%3DAND%28NOT%284283010803%29%29%26matchBoolean%3Dtrue%26pageNumber%3D3%26searchField%3DSearch+All%26queryText%3D%28random+forests%29]<br /> <br /> * quimica [http://www.sciencedirect.com/science/article/pii/S1570794610280689], [http://www.sciencedirect.com/science/article/pii/S0003267011004508], [http://www.sciencedirect.com/science/article/pii/S0925400507009914], [http://www.sciencedirect.com/science/article/pii/S0003267012000104?v=s5], [http://www.sciencedirect.com/science/article/pii/S016926070700140X], [http://www.sciencedirect.com/science/article/pii/S0003267012000104?v=s5], [http://www.sciencedirect.com/science/article/pii/S000326700802103X], [http://www.sciencedirect.com/science/article/pii/S0968089611010492?v=s5], [http://www.sciencedirect.com/science/article/pii/S0003267011001826], [http://www.sciencedirect.com/science/article/pii/S1386142511010754], [http://www.sciencedirect.com/science/article/pii/S0169743906000232], [http://www.sciencedirect.com/science/article/pii/S1476927111000533], [http://www.sciencedirect.com/science/article/pii/S0169743905000894]<br /> <br /> * data mining [http://www.sciencedirect.com/science/article/pii/S0031320310003973],<br /> <br /> * neurociencias [http://www.sciencedirect.com/science/article/pii/S0304394010001023], [http://www.sciencedirect.com/science/article/pii/S0169260711003105], [http://www.sciencedirect.com/science/article/pii/S1053811911003740], fMRI [http://www.sciencedirect.com/science/article/pii/S0730725X09003130], [http://www.sciencedirect.com/science/article/pii/S0031320311001749], [http://www.sciencedirect.com/science/article/pii/S0031320311001828], [http://www.sciencedirect.com/science/article/pii/S0010482506001363], [http://www.sciencedirect.com/science/article/pii/S1053811912000729?v=s5], [http://ieeexplore.ieee.org/search/srchabstract.jsp?tp=&amp;arnumber=5069763&amp;refinements%3D4294967131%26openedRefinements%3D*%26filter%3DAND%28NOT%284283010803%29%29%26matchBoolean%3Dtrue%26searchField%3DSearch+All%26queryText%3D%28random+forests%29], [http://ieeexplore.ieee.org/search/srchabstract.jsp?tp=&amp;arnumber=5405643&amp;refinements%3D4294967131%26openedRefinements%3D*%26filter%3DAND%28NOT%284283010803%29%29%26matchBoolean%3Dtrue%26searchField%3DSearch+All%26queryText%3D%28random+forests%29], brain extraction [http://ieeexplore.ieee.org/search/srchabstract.jsp?tp=&amp;arnumber=5742706&amp;refinements%3D4294967131%26openedRefinements%3D*%26filter%3DAND%28NOT%284283010803%29%29%26matchBoolean%3Dtrue%26pageNumber%3D2%26searchField%3DSearch+All%26queryText%3D%28random+forests%29]<br /> <br /> * imagen de reconocimiento remoto, remote sensing, [http://www.sciencedirect.com/science/article/pii/S0924271610000705], [http://www.sciencedirect.com/science/article/pii/S0924271611001304], [http://www.sciencedirect.com/science/article/pii/S0034425708000679], [http://www.sciencedirect.com/science/article/pii/S0167865505002242], [http://www.sciencedirect.com/science/article/pii/S0924271610000651], land slides [http://www.sciencedirect.com/science/article/pii/S1878029611000235], [http://www.sciencedirect.com/science/article/pii/S0034425711001969], [http://www.sciencedirect.com/science/article/pii/S0950329306001522], [http://www.sciencedirect.com/science/article/pii/S0168900207024059], [http://www.sciencedirect.com/science/article/pii/S092523121000055X], hypespectral data [http://ieeexplore.ieee.org/search/srchabstract.jsp?tp=&amp;arnumber=1396322&amp;refinements%3D4294967131%26openedRefinements%3D*%26filter%3DAND%28NOT%284283010803%29%29%26matchBoolean%3Dtrue%26searchField%3DSearch+All%26queryText%3D%28random+forests%29], [http://ieeexplore.ieee.org/search/srchabstract.jsp?tp=&amp;arnumber=5710029&amp;refinements%3D4294967131%26openedRefinements%3D*%26filter%3DAND%28NOT%284283010803%29%29%26matchBoolean%3Dtrue%26searchField%3DSearch+All%26queryText%3D%28random+forests%29], SAR [http://ieeexplore.ieee.org/search/srchabstract.jsp?tp=&amp;arnumber=4481234&amp;refinements%3D4294967131%26openedRefinements%3D*%26filter%3DAND%28NOT%284283010803%29%29%26matchBoolean%3Dtrue%26pageNumber%3D2%26searchField%3DSearch+All%26queryText%3D%28random+forests%29]<br /> <br /> * pattern recognition [http://www.sciencedirect.com/science/article/pii/S003132030700146X], [http://www.sciencedirect.com/science/article/pii/S0169023X11000590], biometric data [http://www.sciencedirect.com/science/article/pii/S0925231206000890], hadwritng [http://www.sciencedirect.com/science/article/pii/S0143816604001034], signature [http://www.sciencedirect.com/science/article/pii/S092523120500127X], objetos y acciones [http://ieeexplore.ieee.org/search/srchabstract.jsp?tp=&amp;arnumber=5740927&amp;refinements%3D4294967131%26openedRefinements%3D*%26filter%3DAND%28NOT%284283010803%29%29%26matchBoolean%3Dtrue%26searchField%3DSearch+All%26queryText%3D%28random+forests%29], [http://ieeexplore.ieee.org/search/srchabstract.jsp?tp=&amp;arnumber=5730498&amp;refinements%3D4294967131%26openedRefinements%3D*%26filter%3DAND%28NOT%284283010803%29%29%26matchBoolean%3Dtrue%26searchField%3DSearch+All%26queryText%3D%28random+forests%29], [http://ieeexplore.ieee.org/search/srchabstract.jsp?tp=&amp;arnumber=6077098&amp;refinements%3D4294967131%26openedRefinements%3D*%26filter%3DAND%28NOT%284283010803%29%29%26matchBoolean%3Dtrue%26pageNumber%3D3%26searchField%3DSearch+All%26queryText%3D%28random+forests%29], visual concept [http://ieeexplore.ieee.org/search/srchabstract.jsp?tp=&amp;arnumber=5482156&amp;refinements%3D4294967131%26openedRefinements%3D*%26filter%3DAND%28NOT%284283010803%29%29%26matchBoolean%3Dtrue%26pageNumber%3D3%26searchField%3DSearch+All%26queryText%3D%28random+forests%29], face and action [http://ieeexplore.ieee.org/search/srchabstract.jsp?tp=&amp;arnumber=5975216&amp;refinements%3D4294967131%26openedRefinements%3D*%26filter%3DAND%28NOT%284283010803%29%29%26matchBoolean%3Dtrue%26pageNumber%3D4%26searchField%3DSearch+All%26queryText%3D%28random+forests%29]<br /> <br /> * intrusion detection [http://ieeexplore.ieee.org/search/srchabstract.jsp?tp=&amp;arnumber=4603103&amp;refinements%3D4294967131%26openedRefinements%3D*%26filter%3DAND%28NOT%284283010803%29%29%26matchBoolean%3Dtrue%26searchField%3DSearch+All%26queryText%3D%28random+forests%29]</div> Ai.gonzalez https://ehu.eus/ccwintco/index.php?title=Jornada_GIC_random_forests_2012-01-27&diff=11433 Jornada GIC random forests 2012-01-27 2012-01-24T14:43:11Z <p>Ai.gonzalez: /* distribución de articulos a presentar */</p> <hr /> <div>=objetivo=<br /> El objetivo de la jornada es hacer un repaso al estado del arte sobre random forests (y sistemas de clasificación basados en ensambles?). El metodo de trabajo consiste en la presentación por parte de todos los presentes de resumenes de articulos recientes <br /> <br /> == distribución de articulos a presentar ==<br /> <br /> * Ana I. Gonzalez<br /> ** experimental comparison on ensembles of trees [http://www.ehu.es/ccwintco/groupware/webdav.php/apps/phpbrain/593/dietterich-2000-exp-comp-ensembles-trees.pdf] [[Media:http://www.ehu.es/ccwintco/uploads/f/f0/Ana_Gonzalez_Dietterich2000.pdf | review ]]<br /> ** rotation forest empirical [http://www.ehu.es/ccwintco/groupware/webdav.php/apps/phpbrain/593/zhang-2008-rotation-forest.pdf]<br /> <br /> * Josu Maiora<br /> ** tutorial de Criminisi, clasificiacion y regresion [http://www.ehu.es/ccwintco/groupware/webdav.php/apps/phpbrain/497/decisionForests_MSR_TR_2011_114.pdf]<br /> ** multilabel y heterogeneos [http://www.ehu.es/ccwintco/groupware/webdav.php/apps/phpbrain/593/tahir-2012-heterogenous-ensemble.pdf]<br /> <br /> * Borja Ayerdi<br /> ** random feature weights [http://www.ehu.es/ccwintco/groupware/webdav.php/apps/phpbrain/593/maudes-2012-random-feature-weights.pdf]<br /> ** statistical pruning [http://www.ehu.es/ccwintco/groupware/webdav.php/apps/phpbrain/593/lobato-2009-statistical-pruning-ensembles.pdf]<br /> <br /> * Iñigo Barandiaran<br /> ** tutorial de Criminisi, density, manyfold, semisupervised [http://www.ehu.es/ccwintco/groupware/webdav.php/apps/phpbrain/497/decisionForests_MSR_TR_2011_114.pdf]<br /> ** prehistoria ?? [http://www.ehu.es/ccwintco/groupware/webdav.php/apps/phpbrain/593/ho-1998-random-subspace-decision-forests.pdf]<br /> <br /> *Borja Fernandez-Gauna<br /> ** learning areas of expertise [http://www.ehu.es/ccwintco/groupware/webdav.php/apps/phpbrain/593/kilic-2011-areas-expertise.pdf]<br /> ** building by reward-punishment [http://www.ehu.es/ccwintco/groupware/webdav.php/apps/phpbrain/593/nanni-2011-reward-punishment.pdf]<br /> <br /> *Jose Manuel Lopez-Guede<br /> ** data mining [http://www.ehu.es/ccwintco/groupware/webdav.php/apps/phpbrain/593/verika-2011-data-mining-random-forests.pdf]<br /> **pruning con reinforcement learning [http://www.ehu.es/ccwintco/groupware/webdav.php/apps/phpbrain/593/partalas-2009-pruning-ensemble-reinforcement-learning.pdf]<br /> <br /> *Israel Rebollo<br /> ** fuzzy random forests [http://www.ehu.es/ccwintco/groupware/webdav.php/apps/phpbrain/593/bonissone-2010-fuzzy-RF.pdf]<br /> <br /> * Darya Chyzhyk<br /> ** incremental ensembles [http://www.ehu.es/ccwintco/groupware/webdav.php/apps/phpbrain/593/ulas-2009-incremental-ensembles.pdf]<br /> ** subspace projections [http://www.ehu.es/ccwintco/groupware/webdav.php/apps/phpbrain/593/pedrajas-2011-supervised-subspace-projections.pdf], [http://www.ehu.es/ccwintco/groupware/webdav.php/apps/phpbrain/593/pedrajas-2011-supervised-subspace-projecitnos-misclasified.pdf]<br /> <br /> * Elsa Fernandez<br /> ** seleccion de variables usando RF [http://www.ehu.es/ccwintco/groupware/webdav.php/apps/phpbrain/593/genuer-2010-RF-variable-selection.pdf]<br /> ** diversidad [http://www.ehu.es/ccwintco/groupware/webdav.php/apps/phpbrain/593/kuncheva-2005-diversity.pdf], [http://www.ehu.es/ccwintco/groupware/webdav.php/apps/phpbrain/593/zouari-2005-diversity-class-ensembles.pdf]<br /> <br /> * Maite Termenon<br /> ** varianza residual [http://www.ehu.es/ccwintco/groupware/webdav.php/apps/phpbrain/593/mendez-2011-residual-variance-RF-regression.pdf]<br /> ** streaming random forests [http://www.ehu.es/ccwintco/groupware/webdav.php/apps/phpbrain/593/abdusalma-2011-streaming-random-forests.pdf]<br /> ** theoretical study [http://www.ehu.es/ccwintco/groupware/webdav.php/apps/phpbrain/593/kuncheva-2002-theoretical-study.pdf]<br /> <br /> * Ramón Moreno<br /> ** overfitting cautious [http://www.ehu.es/ccwintco/groupware/webdav.php/apps/phpbrain/593/santos-2009-overfitting-cautions-ensemble.pdf]<br /> ** aplicaciones [http://www.sciencedirect.com/science/article/pii/S1566253507000620]<br /> <br /> * Miguel A. Veganzones<br /> ** gene functional inference [http://www.ehu.es/ccwintco/groupware/webdav.php/apps/phpbrain/593/cesa-bianchi-2011-gene-funtional-inference.pdf]<br /> ** rotation forests [http://www.ehu.es/ccwintco/groupware/webdav.php/apps/phpbrain/593/kuncheva-2006-rotation-forest.pdf] [[Media:RotationForest.pdf | presentation]]<br /> <br /> * Ion Marques<br /> ** ensembles from fuzzy clustering [http://www.ehu.es/ccwintco/groupware/webdav.php/apps/phpbrain/593/zhang-2010-ensembles-fuzzy-clustering.pdf]<br /> ** action detection [http://ieeexplore.ieee.org/search/srchabstract.jsp?tp=&amp;arnumber=5730498&amp;refinements%3D4294967131%26openedRefinements%3D*%26filter%3DAND%28NOT%284283010803%29%29%26matchBoolean%3Dtrue%26searchField%3DSearch+All%26queryText%3D%28random+forests%29]<br /> <br /> * Eider Sanchez<br /> ** dynamic ensemble [http://www.ehu.es/ccwintco/groupware/webdav.php/apps/phpbrain/593/ko-2008-dynamic-ensemble.pdf]<br /> ** aplicaciones generales [http://www.sciencedirect.com/science/article/pii/S1566253507000620]<br /> <br /> * Alexandre Savio: <br /> **Ting Agregacion de subespacios de features [http://www.ehu.es/ccwintco/groupware/webdav.php/apps/phpbrain/593/ting-2011-feature-subspace-aggregating.pdf] -- &gt; no llega<br /> ** comparison [http://www.ehu.es/ccwintco/groupware/webdav.php/apps/phpbrain/593/banfield-2007-comparison.pdf]<br /> ** breiman [http://www.ehu.es/ccwintco/groupware/webdav.php/apps/phpbrain/591/breiman-2001-random-forests.pdf]<br /> <br /> == referencias ==<br /> * Groupware general [http://www.ehu.es/ccwintco/groupware/index.php?menuaction=phpbrain.uikb.view_article&amp;art_id=593]<br /> <br /> *Breiman, el padre de la criatura, bagging [http://www.ehu.es/ccwintco/groupware/webdav.php/apps/phpbrain/591/breiman-1996-bagging-predictors.pdf], random forests [http://www.ehu.es/ccwintco/groupware/webdav.php/apps/phpbrain/31/Random%20Forest.pdf]. Groupware [http://www.ehu.es/ccwintco/groupware/index.php?menuaction=phpbrain.uikb.view_article&amp;art_id=591]<br /> <br /> * tutorial de Criminisi [http://www.ehu.es/ccwintco/groupware/webdav.php/apps/phpbrain/497/decisionForests_MSR_TR_2011_114.pdf], slides [http://www.ehu.es/ccwintco/groupware/webdav.php/apps/phpbrain/497/ACriminisi_DecisionForestsTutorial.pdf], pagina personal [http://research.microsoft.com/en-us/people/antcrim/]<br /> <br /> * Kuncheva [http://www.ehu.es/ccwintco/groupware/webdav.php/apps/phpbrain/593/kuncheva-2002-bagging-boosting-linear-classifiers.pdf], [http://www.ehu.es/ccwintco/groupware/webdav.php/apps/phpbrain/593/kuncheva-2002-diversity-combining-classifiers.pdf], [http://www.ehu.es/ccwintco/groupware/webdav.php/apps/phpbrain/593/kuncheva-2002-theoretical-study.pdf], [http://www.ehu.es/ccwintco/groupware/webdav.php/apps/phpbrain/593/kuncheva-2005-diversity.pdf], [http://www.ehu.es/ccwintco/groupware/webdav.php/apps/phpbrain/593/kuncheva-2006-rotation-forest.pdf], [http://www.ehu.es/ccwintco/groupware/webdav.php/apps/phpbrain/593/kuncheva-2007-linear-random-oracle.pdf], [http://ieeexplore.ieee.org/search/srchabstract.jsp?tp=&amp;arnumber=5405643&amp;refinements%3D4294967131%26openedRefinements%3D*%26filter%3DAND%28NOT%284283010803%29%29%26matchBoolean%3Dtrue%26searchField%3DSearch+All%26queryText%3D%28random+forests%29&amp;tag=1], [http://www.sciencedirect.com/science/article/pii/S0031320311001828], [http://www.sciencedirect.com/science/article/pii/S0730725X09003130]<br /> <br /> ===aplicaciones [http://www.sciencedirect.com/science/article/pii/S1566253507000620]===<br /> * analisis de accidentes [http://www.sciencedirect.com/science/article/pii/S0001457508001887]<br /> * ingenieria mecanica [http://www.sciencedirect.com/science/article/pii/S187770581105209X]<br /> * ingenieria financiera [http://www.sciencedirect.com/science/article/pii/S0957417408004326], [http://www.sciencedirect.com/science/article/pii/S0957417411011894], [http://www.sciencedirect.com/science/article/pii/S0957417405000965], [http://www.sciencedirect.com/science/article/pii/S0957417411005239], [http://www.sciencedirect.com/science/article/pii/S1568494610002516], [http://www.sciencedirect.com/science/article/pii/S0957417409004771], [http://www.sciencedirect.com/science/article/pii/S0957417411013686], [http://www.sciencedirect.com/science/article/pii/S1566253511000807], [http://www.sciencedirect.com/science/article/pii/S0957417408000249], [http://www.sciencedirect.com/science/article/pii/S095741740300006X]<br /> <br /> * modelos de lenguage [http://www.sciencedirect.com/science/article/pii/S0885230806000040], [http://www.sciencedirect.com/science/article/pii/S0957417411007871], [http://ieeexplore.ieee.org/search/srchabstract.jsp?tp=&amp;arnumber=4432283&amp;refinements%3D4294967131%26openedRefinements%3D*%26filter%3DAND%28NOT%284283010803%29%29%26matchBoolean%3Dtrue%26searchField%3DSearch+All%26queryText%3D%28random+forests%29], <br /> <br /> * biologicas, medicas y ecologicas [http://www.sciencedirect.com/science/article/pii/S0167865508002031], [http://www.sciencedirect.com/science/article/pii/S0303243409000750], [http://www.sciencedirect.com/science/article/pii/S0043135410003271], [http://www.sciencedirect.com/science/article/pii/S0016706108001262], [http://www.sciencedirect.com/science/article/pii/S1359511309000592], [http://www.sciencedirect.com/science/article/pii/S187802961100140X], [http://www.sciencedirect.com/science/article/pii/S0304380007002931], [http://www.sciencedirect.com/science/article/pii/S0043135405000047], [http://www.sciencedirect.com/science/article/pii/S0020751908001501], [http://www.sciencedirect.com/science/article/pii/S0957417411016162], [http://www.sciencedirect.com/science/article/pii/S0304380011000640], genomics [http://www.sciencedirect.com/science/article/pii/S0888754309001815], [http://www.sciencedirect.com/science/article/pii/S0957417411005306], [http://www.sciencedirect.com/science/article/pii/S0925231205002985], [http://ieeexplore.ieee.org/search/srchabstract.jsp?tp=&amp;arnumber=4432283&amp;refinements%3D4294967131%26openedRefinements%3D*%26filter%3DAND%28NOT%284283010803%29%29%26matchBoolean%3Dtrue%26searchField%3DSearch+All%26queryText%3D%28random+forests%29], breast cancer [http://www.sciencedirect.com/science/article/pii/S0957417408007343], [http://www.sciencedirect.com/science/article/pii/S0531513105003134], [http://www.sciencedirect.com/science/article/pii/S0022519310005849], cardiac arrythmia [http://www.sciencedirect.com/science/article/pii/S095741740700139X], [http://www.sciencedirect.com/science/article/pii/S0010482511000345], [http://www.sciencedirect.com/science/article/pii/S1878029611000107], [http://www.sciencedirect.com/science/article/pii/S0010482511000175], soil texture [http://www.sciencedirect.com/science/article/pii/S0016706111002953], [http://www.sciencedirect.com/science/article/pii/S0039914010005837], apendicitis [http://www.sciencedirect.com/science/article/pii/S0039606010001571], pulmones [http://www.sciencedirect.com/science/article/pii/S0895611110000418], cancer [http://www.sciencedirect.com/science/article/pii/S0010482508000334], glaucoma [http://www.sciencedirect.com/science/article/pii/S0925231211007107?v=s5], [http://ieeexplore.ieee.org/search/srchabstract.jsp?tp=&amp;arnumber=5720314&amp;refinements%3D4294967131%26openedRefinements%3D*%26filter%3DAND%28NOT%284283010803%29%29%26matchBoolean%3Dtrue%26pageNumber%3D3%26searchField%3DSearch+All%26queryText%3D%28random+forests%29], colon cells [http://www.sciencedirect.com/science/article/pii/S0010482508001777], higado [http://www.sciencedirect.com/science/article/pii/S093336570700067X], piel [http://www.sciencedirect.com/science/article/pii/S0925231205002973], de todo ?? [http://www.sciencedirect.com/science/article/pii/S0167865506002650], celulas [http://ieeexplore.ieee.org/search/srchabstract.jsp?tp=&amp;arnumber=5779487&amp;refinements%3D4294967131%26openedRefinements%3D*%26filter%3DAND%28NOT%284283010803%29%29%26matchBoolean%3Dtrue%26searchField%3DSearch+All%26queryText%3D%28random+forests%29], ultrasonidos [http://ieeexplore.ieee.org/search/srchabstract.jsp?tp=&amp;arnumber=4359054&amp;refinements%3D4294967131%26openedRefinements%3D*%26filter%3DAND%28NOT%284283010803%29%29%26matchBoolean%3Dtrue%26pageNumber%3D2%26searchField%3DSearch+All%26queryText%3D%28random+forests%29], mental fatigue [http://ieeexplore.ieee.org/search/srchabstract.jsp?tp=&amp;arnumber=4237349&amp;refinements%3D4294967131%26openedRefinements%3D*%26filter%3DAND%28NOT%284283010803%29%29%26matchBoolean%3Dtrue%26pageNumber%3D2%26searchField%3DSearch+All%26queryText%3D%28random+forests%29], cornea [http://ieeexplore.ieee.org/search/srchabstract.jsp?tp=&amp;arnumber=4118190&amp;refinements%3D4294967131%26openedRefinements%3D*%26filter%3DAND%28NOT%284283010803%29%29%26matchBoolean%3Dtrue%26pageNumber%3D3%26searchField%3DSearch+All%26queryText%3D%28random+forests%29]<br /> <br /> * quimica [http://www.sciencedirect.com/science/article/pii/S1570794610280689], [http://www.sciencedirect.com/science/article/pii/S0003267011004508], [http://www.sciencedirect.com/science/article/pii/S0925400507009914], [http://www.sciencedirect.com/science/article/pii/S0003267012000104?v=s5], [http://www.sciencedirect.com/science/article/pii/S016926070700140X], [http://www.sciencedirect.com/science/article/pii/S0003267012000104?v=s5], [http://www.sciencedirect.com/science/article/pii/S000326700802103X], [http://www.sciencedirect.com/science/article/pii/S0968089611010492?v=s5], [http://www.sciencedirect.com/science/article/pii/S0003267011001826], [http://www.sciencedirect.com/science/article/pii/S1386142511010754], [http://www.sciencedirect.com/science/article/pii/S0169743906000232], [http://www.sciencedirect.com/science/article/pii/S1476927111000533], [http://www.sciencedirect.com/science/article/pii/S0169743905000894]<br /> <br /> * data mining [http://www.sciencedirect.com/science/article/pii/S0031320310003973],<br /> <br /> * neurociencias [http://www.sciencedirect.com/science/article/pii/S0304394010001023], [http://www.sciencedirect.com/science/article/pii/S0169260711003105], [http://www.sciencedirect.com/science/article/pii/S1053811911003740], fMRI [http://www.sciencedirect.com/science/article/pii/S0730725X09003130], [http://www.sciencedirect.com/science/article/pii/S0031320311001749], [http://www.sciencedirect.com/science/article/pii/S0031320311001828], [http://www.sciencedirect.com/science/article/pii/S0010482506001363], [http://www.sciencedirect.com/science/article/pii/S1053811912000729?v=s5], [http://ieeexplore.ieee.org/search/srchabstract.jsp?tp=&amp;arnumber=5069763&amp;refinements%3D4294967131%26openedRefinements%3D*%26filter%3DAND%28NOT%284283010803%29%29%26matchBoolean%3Dtrue%26searchField%3DSearch+All%26queryText%3D%28random+forests%29], [http://ieeexplore.ieee.org/search/srchabstract.jsp?tp=&amp;arnumber=5405643&amp;refinements%3D4294967131%26openedRefinements%3D*%26filter%3DAND%28NOT%284283010803%29%29%26matchBoolean%3Dtrue%26searchField%3DSearch+All%26queryText%3D%28random+forests%29], brain extraction [http://ieeexplore.ieee.org/search/srchabstract.jsp?tp=&amp;arnumber=5742706&amp;refinements%3D4294967131%26openedRefinements%3D*%26filter%3DAND%28NOT%284283010803%29%29%26matchBoolean%3Dtrue%26pageNumber%3D2%26searchField%3DSearch+All%26queryText%3D%28random+forests%29]<br /> <br /> * imagen de reconocimiento remoto, remote sensing, [http://www.sciencedirect.com/science/article/pii/S0924271610000705], [http://www.sciencedirect.com/science/article/pii/S0924271611001304], [http://www.sciencedirect.com/science/article/pii/S0034425708000679], [http://www.sciencedirect.com/science/article/pii/S0167865505002242], [http://www.sciencedirect.com/science/article/pii/S0924271610000651], land slides [http://www.sciencedirect.com/science/article/pii/S1878029611000235], [http://www.sciencedirect.com/science/article/pii/S0034425711001969], [http://www.sciencedirect.com/science/article/pii/S0950329306001522], [http://www.sciencedirect.com/science/article/pii/S0168900207024059], [http://www.sciencedirect.com/science/article/pii/S092523121000055X], hypespectral data [http://ieeexplore.ieee.org/search/srchabstract.jsp?tp=&amp;arnumber=1396322&amp;refinements%3D4294967131%26openedRefinements%3D*%26filter%3DAND%28NOT%284283010803%29%29%26matchBoolean%3Dtrue%26searchField%3DSearch+All%26queryText%3D%28random+forests%29], [http://ieeexplore.ieee.org/search/srchabstract.jsp?tp=&amp;arnumber=5710029&amp;refinements%3D4294967131%26openedRefinements%3D*%26filter%3DAND%28NOT%284283010803%29%29%26matchBoolean%3Dtrue%26searchField%3DSearch+All%26queryText%3D%28random+forests%29], SAR [http://ieeexplore.ieee.org/search/srchabstract.jsp?tp=&amp;arnumber=4481234&amp;refinements%3D4294967131%26openedRefinements%3D*%26filter%3DAND%28NOT%284283010803%29%29%26matchBoolean%3Dtrue%26pageNumber%3D2%26searchField%3DSearch+All%26queryText%3D%28random+forests%29]<br /> <br /> * pattern recognition [http://www.sciencedirect.com/science/article/pii/S003132030700146X], [http://www.sciencedirect.com/science/article/pii/S0169023X11000590], biometric data [http://www.sciencedirect.com/science/article/pii/S0925231206000890], hadwritng [http://www.sciencedirect.com/science/article/pii/S0143816604001034], signature [http://www.sciencedirect.com/science/article/pii/S092523120500127X], objetos y acciones [http://ieeexplore.ieee.org/search/srchabstract.jsp?tp=&amp;arnumber=5740927&amp;refinements%3D4294967131%26openedRefinements%3D*%26filter%3DAND%28NOT%284283010803%29%29%26matchBoolean%3Dtrue%26searchField%3DSearch+All%26queryText%3D%28random+forests%29], [http://ieeexplore.ieee.org/search/srchabstract.jsp?tp=&amp;arnumber=5730498&amp;refinements%3D4294967131%26openedRefinements%3D*%26filter%3DAND%28NOT%284283010803%29%29%26matchBoolean%3Dtrue%26searchField%3DSearch+All%26queryText%3D%28random+forests%29], [http://ieeexplore.ieee.org/search/srchabstract.jsp?tp=&amp;arnumber=6077098&amp;refinements%3D4294967131%26openedRefinements%3D*%26filter%3DAND%28NOT%284283010803%29%29%26matchBoolean%3Dtrue%26pageNumber%3D3%26searchField%3DSearch+All%26queryText%3D%28random+forests%29], visual concept [http://ieeexplore.ieee.org/search/srchabstract.jsp?tp=&amp;arnumber=5482156&amp;refinements%3D4294967131%26openedRefinements%3D*%26filter%3DAND%28NOT%284283010803%29%29%26matchBoolean%3Dtrue%26pageNumber%3D3%26searchField%3DSearch+All%26queryText%3D%28random+forests%29], face and action [http://ieeexplore.ieee.org/search/srchabstract.jsp?tp=&amp;arnumber=5975216&amp;refinements%3D4294967131%26openedRefinements%3D*%26filter%3DAND%28NOT%284283010803%29%29%26matchBoolean%3Dtrue%26pageNumber%3D4%26searchField%3DSearch+All%26queryText%3D%28random+forests%29]<br /> <br /> * intrusion detection [http://ieeexplore.ieee.org/search/srchabstract.jsp?tp=&amp;arnumber=4603103&amp;refinements%3D4294967131%26openedRefinements%3D*%26filter%3DAND%28NOT%284283010803%29%29%26matchBoolean%3Dtrue%26searchField%3DSearch+All%26queryText%3D%28random+forests%29]</div> Ai.gonzalez https://ehu.eus/ccwintco/index.php?title=Archivo:Ana_Gonzalez_Dietterich2000.pdf&diff=11431 Archivo:Ana Gonzalez Dietterich2000.pdf 2012-01-24T14:37:33Z <p>Ai.gonzalez: </p> <hr /> <div></div> Ai.gonzalez https://ehu.eus/ccwintco/index.php?title=Usuario:AI.Gonzalez&diff=11003 Usuario:AI.Gonzalez 2012-01-13T11:20:05Z <p>Ai.gonzalez: /* Estado burocrático de la tesis */</p> <hr /> <div>Ana I. González Acuña<br /> <br /> Departamento de Arquitectura y Tecnología de Computadores<br /> <br /> Facultad de Informática de San Sebastián<br /> <br /> Universidad del País Vasco<br /> <br /> Despacho: 203<br /> <br /> Telefono : 943-015158<br /> <br /> e-mail: ai.gonzalez_arroba_ehu.es <br /> <br /> web: [[http://www.ehu.es/aigonzalez/]]<br /> <br /> == Estado burocrático de la tesis ==<br /> <br /> ; Director: Manuel Graña<br /> <br /> ; Depositada el 7-12-2011</div> Ai.gonzalez https://ehu.eus/ccwintco/index.php?title=Referencias_BibTex&diff=4584 Referencias BibTex 2009-05-21T10:31:45Z <p>Ai.gonzalez: </p> <hr /> <div>* [[media:GNC bibliografia.zip | Bibliografía sobre GNC y temas relacionados]]</div> Ai.gonzalez https://ehu.eus/ccwintco/index.php?title=Archivo:GNC_bibliografia.zip&diff=4583 Archivo:GNC bibliografia.zip 2009-05-21T10:31:16Z <p>Ai.gonzalez: </p> <hr /> <div></div> Ai.gonzalez https://ehu.eus/ccwintco/index.php?title=Referencias_BibTex&diff=4582 Referencias BibTex 2009-05-21T10:29:37Z <p>Ai.gonzalez: </p> <hr /> <div><br /> * [[media:GNC_bibligrafia.bib | Bibliografía sobre GNC y temas relacionados]]</div> Ai.gonzalez https://ehu.eus/ccwintco/index.php?title=Usuario:AI.Gonzalez&diff=4563 Usuario:AI.Gonzalez 2009-05-14T09:33:05Z <p>Ai.gonzalez: </p> <hr /> <div>Ana I. González Acuña<br /> <br /> Departamento de Arquitectura y Tecnología de Computadores<br /> <br /> Facultad de Informática de San Sebastián<br /> <br /> Universidad del País Vasco<br /> <br /> Despacho: 203<br /> <br /> Telefono : 943-015158<br /> <br /> e-mail: ai.gonzalez_arroba_ehu.es <br /> <br /> web: [[http://www.sc.ehu.es/acwgoaca]]<br /> <br /> == Estado burocrático de la tesis ==<br /> <br /> ; DIrector: Manuel Graña<br /> <br /> ; inscrita, con peligro de caducidad</div> Ai.gonzalez https://ehu.eus/ccwintco/index.php?title=Contacto&diff=1734 Contacto 2007-12-17T15:34:16Z <p>Ai.gonzalez: /* Grupo de Inteligencia Computacional */</p> <hr /> <div>==Grupo de Inteligencia Computacional==<br /> <br /> * '''Responsable''': Prof. D. Manuel Graña Romay<br /> <br /> * '''Dirección''': Facultad de Informática de San Sebastián - Pº Manuel Lardizabal 1 - 20018 - Donostia (Gipuzkoa)<br /> <br /> * '''Teléfonos''': 943 01 8044 (Despacho Prof. Graña) - 943 01 5106 (Laboratorio 312) - 943 01 8709 (Arbide)<br /> <br /> * '''Fax''': 943 01 5590</div> Ai.gonzalez https://ehu.eus/ccwintco/index.php?title=Usuario:AI.Gonzalez&diff=1699 Usuario:AI.Gonzalez 2007-12-03T16:17:09Z <p>Ai.gonzalez: </p> <hr /> <div>Ana I. González Acuña<br /> <br /> Departamento de Arquitectura y Tecnología de Computadores<br /> <br /> Facultad de Informática de San Sebastián<br /> <br /> Universidad del País Vasco<br /> <br /> Despacho: 330<br /> <br /> Telefono : 943-015158<br /> <br /> e-mail: ai.gonzalez_arroba_ehu.es <br /> <br /> web: [[http://www.sc.ehu.es/acwgoaca]]</div> Ai.gonzalez https://ehu.eus/ccwintco/index.php?title=Usuario:AI.Gonzalez&diff=1698 Usuario:AI.Gonzalez 2007-12-03T16:16:31Z <p>Ai.gonzalez: </p> <hr /> <div>Ana I. González Acuña<br /> <br /> Departamento de Arquitectura y Tecnología de Computadores<br /> Facultad de Informática de San Sebastián<br /> Universidad del País Vasco<br /> <br /> Despacho: 330<br /> <br /> Telefono : 943-015158<br /> <br /> e-mail: ai.gonzalez_arroba_ehu.es <br /> <br /> web: [[http://www.sc.ehu.es/acwgoaca]]</div> Ai.gonzalez