Diferencia entre revisiones de «Jornada GIC random forests 2012-01-27»
De Grupo de Inteligencia Computacional (GIC)
(No se muestran 49 ediciones intermedias de 9 usuarios) | |||
Línea 1: | Línea 1: | ||
=objetivo= | =objetivo= | ||
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 | 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 | ||
== orden de las presentaciones == | |||
* Josu Maiora: tutorial de Criminisi, clasificiacion y regresion [[Media:Random_Forest_Crim.pdf | slides]] | |||
* Alexandre Savio: breiman [http://www.ehu.es/ccwintco/groupware/webdav.php/apps/phpbrain/328/alexsavio_breiman_random_forests_sinrefs_20120126.pdf slides_sinrefs] | |||
* Iñigo Barandiaran: Random Subspace method for constructing decision trees [[media:Presetacion-ibarandiaran-2012-01-27.pdf| presentacion]] | |||
* Maite Termenon: theoretical study [[media:Termenon_Kuncheva_presentation.pdf | Slides]] | |||
* 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 ] | |||
* 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] | |||
* Ramón Moreno: overfitting cautious [http://www.ehu.es/ccwintco/groupware/webdav.php/apps/phpbrain/277/RF-Overfitting2.pdf Slides] | |||
* Elsa Fernandez: seleccion de variables usando RF [[media: ElsaVariableSelectionGenuer.pdf|Slides]] | |||
* Borja Fernandez-Gauna: learning areas of expertise [[media:Borja-Learning-the-areas-of-expertise-of-classifiers-in-an-ensemble.pdf | presentation]] | |||
* Borja Ayerdi: random feature weights [http://www.ehu.es/ccwintco/groupware/webdav.php/apps/phpbrain/554/sesion_especial_random_forest_4.pdf Slides] | |||
* 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] | |||
* Borja Ayerdi: statistical pruning [http://www.ehu.es/ccwintco/groupware/webdav.php/apps/phpbrain/554/sesion_especial_random_forest_3.pdf Slides] | |||
*Israel Rebollo: fuzzy random forests [[Media:israel_random_forest.pdf | review ]] | |||
* 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] | |||
* Miguel A. Veganzones: rotation forests [[Media:RotationForest-intro.pdf | intro]] [[Media:RotationForest.pdf | slides]] | |||
* Ana I. Gonzalez: rotation forest empirical [http://www.ehu.es/ccwintco/groupware/webdav.php/apps/phpbrain/414/Ana_Gonzalez_Zhang2008.pdf | review ] | |||
* Josu Maiora: multilabel y heterogeneos [[Media:Random_Forest_EML.pdf | slides]] | |||
* Eider Sanchez: dynamic ensemble [[media:Eider FromDynamicClassifierSelectionToDynamicEnsembleSelection.pdf|presentacion dynamic]] | |||
* 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] | |||
* Maite Termenon: varianza residual [[media:Mendez_presentation.pdf | Slides]] | |||
* Elsa Fernandez: diversidad [[media: ElsaDiversityMeasuresKunchNew.pdf|Slides]], [http://www.ehu.es/ccwintco/groupware/webdav.php/apps/phpbrain/593/zouari-2005-diversity-class-ensembles.pdf] | |||
* Ramón Moreno: aplicaciones [http://www.ehu.es/ccwintco/groupware/webdav.php/apps/phpbrain/277/RF-CL4.pdf Slides] | |||
*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] | |||
* 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] | |||
* Eider Sanchez: aplicaciones generales [[media:Eider ClassifierEnsembles SelectRealWorldApplications.pdf|presentacion aplicaciones]] | |||
*Borja Fernandez-Gauna: building by reward-punishment [[media:Borja-Reduced-reward-punishment.pdf | presentation]] | |||
* Maite Termenon: streaming random forests [[media:Abdulsalam_presentation.pdf | Slides]] | |||
* Miguel A. Veganzones: gene functional inference [[Media:GeneFunctionalInference-intro.pdf | intro]] [[Media:GeneFunctionalInference.pdf | slides]] | |||
* Ion Marques: action detection [http://www.ehu.es/ccwintco/groupware/webdav.php/apps/phpbrain/420/yu-2011-action-detection-FR-topK_pr.pdf presentation] | |||
* 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] | |||
== distribución de articulos a presentar == | == distribución de articulos a presentar == | ||
Línea 13: | Línea 47: | ||
* Borja Ayerdi | * Borja Ayerdi | ||
** random feature weights [http://www.ehu.es/ccwintco/groupware/webdav.php/apps/phpbrain/593/maudes-2012-random-feature-weights.pdf] | ** 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 ] | ||
** 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/ | |||
** 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 ] | |||
* Iñigo Barandiaran | * Iñigo Barandiaran | ||
Línea 33: | Línea 68: | ||
* Darya Chyzhyk | * Darya Chyzhyk | ||
** 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] | ** 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] | ||
** 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] | ** 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] | ||
* Elsa Fernandez | * Elsa Fernandez | ||
** seleccion de variables usando RF [http://www.ehu.es/ccwintco/groupware/webdav.php/apps/phpbrain/593/genuer-2010-RF-variable-selection.pdf] | ** 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]] | ||
** 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] | ** 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] | ||
* Maite Termenon | * Maite Termenon | ||
** varianza residual [http://www.ehu.es/ccwintco/groupware/webdav.php/apps/phpbrain/593/mendez-2011-residual-variance-RF-regression.pdf] [[media: | ** 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]] | ||
** streaming random forests [http://www.ehu.es/ccwintco/groupware/webdav.php/apps/phpbrain/593/abdusalma-2011-streaming-random-forests.pdf] [[media: | ** 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]] | ||
** theoretical study [http://www.ehu.es/ccwintco/groupware/webdav.php/apps/phpbrain/593/kuncheva-2002-theoretical-study.pdf] [[media: | ** theoretical study [http://www.ehu.es/ccwintco/groupware/webdav.php/apps/phpbrain/593/kuncheva-2002-theoretical-study.pdf] [[media:Termenon_Kuncheva_presentation.pdf | Slides]] | ||
* Ramón Moreno | * Ramón Moreno | ||
** 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- | ** 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] | ||
** aplicaciones [http://www.sciencedirect.com/science/article/pii/S1566253507000620] [http://www.ehu.es/ccwintco/groupware/webdav.php/apps/phpbrain/277/RF- | ** aplicaciones [http://www.sciencedirect.com/science/article/pii/S1566253507000620] [http://www.ehu.es/ccwintco/groupware/webdav.php/apps/phpbrain/277/RF-CL4.pdf Slides] | ||
* Miguel A. Veganzones | * Miguel A. Veganzones | ||
** 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]] | ** 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]] | ||
** rotation forests [http://www.ehu.es/ccwintco/groupware/webdav.php/apps/phpbrain/593/kuncheva-2006-rotation-forest.pdf] [[Media:RotationForest.pdf | slides]] | ** 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]] | ||
* Ion Marques | * Ion Marques | ||
Línea 61: | Línea 96: | ||
* Alexandre Savio: | * Alexandre Savio: | ||
**Ting Agregacion de subespacios de features [http://www.ehu.es/ccwintco/groupware/webdav.php/apps/phpbrain/593/ting-2011-feature-subspace-aggregating.pdf] -- > no llega | **Ting Agregacion de subespacios de features [http://www.ehu.es/ccwintco/groupware/webdav.php/apps/phpbrain/593/ting-2011-feature-subspace-aggregating.pdf] -- > no llega [http://www.ehu.es/ccwintco/groupware/webdav.php/apps/phpbrain/328/alexsavio_ting_featuresubspaces_20120126.pdf late slides] | ||
** 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] | ** 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] | ||
** 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] | ** 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] | ||
== referencias == | == referencias == |
Revisión actual - 10:48 12 mar 2012
objetivo
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
orden de las presentaciones
- Josu Maiora: tutorial de Criminisi, clasificiacion y regresion slides
- Alexandre Savio: breiman slides_sinrefs
- Iñigo Barandiaran: Random Subspace method for constructing decision trees presentacion
- Maite Termenon: theoretical study Slides
- Ana I. Gonzalez: experimental comparison on ensembles of trees | review
- Darya Chyzhyk: incremental ensembles |---Slides
- Ramón Moreno: overfitting cautious Slides
- Elsa Fernandez: seleccion de variables usando RF Slides
- Borja Fernandez-Gauna: learning areas of expertise presentation
- Borja Ayerdi: random feature weights Slides
- Jose Manuel Lopez-Guede: pruning con reinforcement learning presentation
- Borja Ayerdi: statistical pruning Slides
- Israel Rebollo: fuzzy random forests review
- Ion Marques: ensembles from fuzzy clustering presentation
- Miguel A. Veganzones: rotation forests intro slides
- Ana I. Gonzalez: rotation forest empirical | review
- Josu Maiora: multilabel y heterogeneos slides
- Eider Sanchez: dynamic ensemble presentacion dynamic
- Darya Chyzhyk: subspace projections |---Slides, |---Slides
- Maite Termenon: varianza residual Slides
- Elsa Fernandez: diversidad Slides, [1]
- Ramón Moreno: aplicaciones Slides
- Jose Manuel Lopez-Guede: data mining presentation
- Alexandre Savio: comparison slides slides_sinrefs
- Eider Sanchez: aplicaciones generales presentacion aplicaciones
- Borja Fernandez-Gauna: building by reward-punishment presentation
- Maite Termenon: streaming random forests Slides
- Miguel A. Veganzones: gene functional inference intro slides
- Ion Marques: action detection presentation
- Alexandre Savio: Ting Agregacion de subespacios de features late slides
distribución de articulos a presentar
- Ana I. Gonzalez
- Josu Maiora
- Borja Fernandez-Gauna
- learning areas of expertise [10] presentation
- building by reward-punishment [11] presentation
- Jose Manuel Lopez-Guede
- data mining [12] presentation
- pruning con reinforcement learning [13] presentation
- Darya Chyzhyk
- incremental ensembles [15] |---Slides
- subspace projections [16] |---Slides, [17] |---Slides
- Maite Termenon
- Ion Marques
- ensembles from fuzzy clustering [28] presentation
- action detection [29] presentation
- Eider Sanchez
- dynamic ensemble [30] presentacion dynamic
- aplicaciones generales [31] presentacion aplicaciones
- Alexandre Savio:
- Ting Agregacion de subespacios de features [32] -- > no llega late slides
- comparison [33] slides slides_sinrefs
- breiman [34] slides slides_sinrefs
referencias
- Groupware general [35]
aplicaciones [51]
- analisis de accidentes [52]
- ingenieria mecanica [53]
- ingenieria financiera [54], [55], [56], [57], [58], [59], [60], [61], [62], [63]
- biologicas, medicas y ecologicas [67], [68], [69], [70], [71], [72], [73], [74], [75], [76], [77], genomics [78], [79], [80], [81], breast cancer [82], [83], [84], cardiac arrythmia [85], [86], [87], [88], soil texture [89], [90], apendicitis [91], pulmones [92], cancer [93], glaucoma [94], [95], colon cells [96], higado [97], piel [98], de todo ?? [99], celulas [100], ultrasonidos [101], mental fatigue [102], cornea [103]
- data mining [117],
- neurociencias [118], [119], [120], fMRI [121], [122], [123], [124], [125], [126], [127], brain extraction [128]
- imagen de reconocimiento remoto, remote sensing, [129], [130], [131], [132], [133], land slides [134], [135], [136], [137], [138], hypespectral data [139], [140], SAR [141]
- pattern recognition [142], [143], biometric data [144], hadwritng [145], signature [146], objetos y acciones [147], [148], [149], visual concept [150], face and action [151]
- intrusion detection [152]