Diferencia entre revisiones de «Jornada GIC random forests 2012-01-27»

(distribución de articulos a presentar)
(orden de las presentaciones)
 
(No se muestran 87 ediciones intermedias de 14 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  
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== orden de las presentaciones ==
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* Josu Maiora:  tutorial de Criminisi, clasificiacion y regresion [[Media:Random_Forest_Crim.pdf | slides]]
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* Alexandre Savio:  breiman  [http://www.ehu.es/ccwintco/groupware/webdav.php/apps/phpbrain/328/alexsavio_breiman_random_forests_sinrefs_20120126.pdf slides_sinrefs]
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* Iñigo Barandiaran: Random Subspace method for constructing decision trees [[media:Presetacion-ibarandiaran-2012-01-27.pdf| presentacion]]
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* Maite Termenon: theoretical study [[media:Termenon_Kuncheva_presentation.pdf | Slides]]
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* 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 ]
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* 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]
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* Ramón Moreno: overfitting cautious  [http://www.ehu.es/ccwintco/groupware/webdav.php/apps/phpbrain/277/RF-Overfitting2.pdf Slides]
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* Elsa Fernandez: seleccion de variables usando RF [[media: ElsaVariableSelectionGenuer.pdf|Slides]]
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* Borja Fernandez-Gauna: learning areas of expertise  [[media:Borja-Learning-the-areas-of-expertise-of-classifiers-in-an-ensemble.pdf | presentation]]
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* Borja Ayerdi: random feature weights [http://www.ehu.es/ccwintco/groupware/webdav.php/apps/phpbrain/554/sesion_especial_random_forest_4.pdf Slides]
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* 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]
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* Borja Ayerdi: statistical pruning [http://www.ehu.es/ccwintco/groupware/webdav.php/apps/phpbrain/554/sesion_especial_random_forest_3.pdf Slides]
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*Israel Rebollo: fuzzy random forests  [[Media:israel_random_forest.pdf | review ]]
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* 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]
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* Miguel A. Veganzones: rotation forests  [[Media:RotationForest-intro.pdf | intro]] [[Media:RotationForest.pdf | slides]]
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* Ana I. Gonzalez: rotation forest empirical [http://www.ehu.es/ccwintco/groupware/webdav.php/apps/phpbrain/414/Ana_Gonzalez_Zhang2008.pdf | review ]
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* Josu Maiora: multilabel y heterogeneos [[Media:Random_Forest_EML.pdf | slides]]
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* Eider Sanchez: dynamic ensemble  [[media:Eider FromDynamicClassifierSelectionToDynamicEnsembleSelection.pdf|presentacion dynamic]]
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* 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]
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* Maite Termenon: varianza residual  [[media:Mendez_presentation.pdf | Slides]]
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* Elsa Fernandez: diversidad [[media: ElsaDiversityMeasuresKunchNew.pdf|Slides]], [http://www.ehu.es/ccwintco/groupware/webdav.php/apps/phpbrain/593/zouari-2005-diversity-class-ensembles.pdf]
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* Ramón Moreno: aplicaciones  [http://www.ehu.es/ccwintco/groupware/webdav.php/apps/phpbrain/277/RF-CL4.pdf Slides]
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*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]
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* 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]
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* Eider Sanchez: aplicaciones generales  [[media:Eider ClassifierEnsembles SelectRealWorldApplications.pdf|presentacion aplicaciones]]
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*Borja Fernandez-Gauna: building by reward-punishment  [[media:Borja-Reduced-reward-punishment.pdf | presentation]]
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* Maite Termenon: streaming random forests [[media:Abdulsalam_presentation.pdf | Slides]]
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* Miguel A. Veganzones: gene functional inference [[Media:GeneFunctionalInference-intro.pdf | intro]] [[Media:GeneFunctionalInference.pdf | slides]]
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* Ion Marques: action detection [http://www.ehu.es/ccwintco/groupware/webdav.php/apps/phpbrain/420/yu-2011-action-detection-FR-topK_pr.pdf presentation]
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* 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 ==
  
 
* Ana I. Gonzalez
 
* Ana I. Gonzalez
** experimental comparison on ensembles of trees [http://www.ehu.es/ccwintco/groupware/webdav.php/apps/phpbrain/593/dietterich-2000-exp-comp-ensembles-trees.pdf]
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** 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 ]]
** rotation forest empirical [http://www.ehu.es/ccwintco/groupware/webdav.php/apps/phpbrain/593/zhang-2008-rotation-forest.pdf]
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** 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 ]]
  
 
* Josu Maiora
 
* Josu Maiora
** tutorial de Criminisi, clasificiacion y regresion [http://www.ehu.es/ccwintco/groupware/webdav.php/apps/phpbrain/497/decisionForests_MSR_TR_2011_114.pdf]
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** 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]]
** multilabel y heterogeneos [http://www.ehu.es/ccwintco/groupware/webdav.php/apps/phpbrain/593/tahir-2012-heterogenous-ensemble.pdf]
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** 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]]
  
 
* Borja Ayerdi
 
* Borja Ayerdi
** random feature weights [http://www.ehu.es/ccwintco/groupware/webdav.php/apps/phpbrain/593/maudes-2012-random-feature-weights.pdf]
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** 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]
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** 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 21: Línea 56:
  
 
*Borja Fernandez-Gauna
 
*Borja Fernandez-Gauna
** learning areas of expertise [http://www.ehu.es/ccwintco/groupware/webdav.php/apps/phpbrain/593/kilic-2011-areas-expertise.pdf]
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** 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]]
** building by reward-punishment [http://www.ehu.es/ccwintco/groupware/webdav.php/apps/phpbrain/593/nanni-2011-reward-punishment.pdf]
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** 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]]
  
 
*Jose Manuel Lopez-Guede
 
*Jose Manuel Lopez-Guede
** data mining [http://www.ehu.es/ccwintco/groupware/webdav.php/apps/phpbrain/593/verika-2011-data-mining-random-forests.pdf]
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** 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]
**pruning con reinforcement learning [http://www.ehu.es/ccwintco/groupware/webdav.php/apps/phpbrain/593/partalas-2009-pruning-ensemble-reinforcement-learning.pdf]
+
** 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]
  
 
*Israel Rebollo
 
*Israel Rebollo
** fuzzy random forests [http://www.ehu.es/ccwintco/groupware/webdav.php/apps/phpbrain/593/bonissone-2010-fuzzy-RF.pdf]
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** 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 ]]
  
 
* Darya Chyzhyk
 
* Darya Chyzhyk
** incremental ensembles [http://www.ehu.es/ccwintco/groupware/webdav.php/apps/phpbrain/593/ulas-2009-incremental-ensembles.pdf]
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** 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]
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** 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]
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** 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]
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** 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]
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** 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]
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** 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]
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** 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]
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** 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]
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** 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]
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** 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 | presentation]]
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** 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
** ensembles from fuzzy clustering [http://www.ehu.es/ccwintco/groupware/webdav.php/apps/phpbrain/593/zhang-2010-ensembles-fuzzy-clustering.pdf]
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** 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]
** action detection [http://ieeexplore.ieee.org/search/srchabstract.jsp?tp=&arnumber=5730498&refinements%3D4294967131%26openedRefinements%3D*%26filter%3DAND%28NOT%284283010803%29%29%26matchBoolean%3Dtrue%26searchField%3DSearch+All%26queryText%3D%28random+forests%29]
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** action detection [http://ieeexplore.ieee.org/search/srchabstract.jsp?tp=&arnumber=5730498&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]
  
 
* Eider Sanchez
 
* Eider Sanchez
** dynamic ensemble [http://www.ehu.es/ccwintco/groupware/webdav.php/apps/phpbrain/593/ko-2008-dynamic-ensemble.pdf]
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** 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]]
** aplicaciones generales [http://www.sciencedirect.com/science/article/pii/S1566253507000620]
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** aplicaciones generales [http://www.sciencedirect.com/science/article/pii/S1566253507000620] [[media:1 Eider ClassifierEnsembles SelectRealWorldApplications.pdf|presentacion aplicaciones]]
  
 
* 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]
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**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]
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** 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]
+
** 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 del 11:48 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

distribución de articulos a presentar

  • Ana I. Gonzalez
  • Josu Maiora
  • Iñigo Barandiaran
    • tutorial de Criminisi, density, manyfold, semisupervised [8]
    • prehistoria ?? [9]

referencias

  • Groupware general [35]
  • Breiman, el padre de la criatura, bagging [36], random forests [37]. Groupware [38]
  • tutorial de Criminisi [39], slides [40], pagina personal [41]

aplicaciones [51]

  • intrusion detection [152]