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

De Grupo de Inteligencia Computacional (GIC)
 
(No se muestran 18 ediciones intermedias de 6 usuarios)
Línea 7: Línea 7:
* Josu Maiora:  tutorial de Criminisi, clasificiacion y regresion [[Media:Random_Forest_Crim.pdf | slides]]
* 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]
* 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: prehistoria ??
* Iñigo Barandiaran: Random Subspace method for constructing decision trees [[media:Presetacion-ibarandiaran-2012-01-27.pdf| presentacion]]
* Maite Termenon: theoretical study [[media:Kuncheva_presentacion.pdf | Slides]]
* Maite Termenon: theoretical study [[media:Termenon_Kuncheva_presentation.pdf | Slides]]
* Ana I. Gonzalez: experimental comparison on ensembles of trees  [[Media:Ana_Gonzalez_Dietterich2000.pdf | review ]]
* 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]
* 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]
* 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]]
* 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 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
* 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]
* 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
* 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 ]]
*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]
* 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]]
* Miguel A. Veganzones: rotation forests  [[Media:RotationForest-intro.pdf | intro]] [[Media:RotationForest.pdf | slides]]
* Ana I. Gonzalez: rotation forest empirical [[Media:Ana_Gonzalez_Zhang2008.pdf | review ]]
* 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]]
* Josu Maiora: multilabel y heterogeneos [[Media:Random_Forest_EML.pdf | slides]]
* Eider Sanchez: dynamic ensemble  [[media:2 Eider FromDynamicClassifierSelectionToDynamicEnsembleSelection.pdf|presentacion dynamic]]
* 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]
* 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_presentacion.pdf | Slides]]
* Maite Termenon: varianza residual  [[media:Mendez_presentation.pdf | Slides]]
* Elsa Fernandez: diversidad [[media: ElsaDiversityMeasuresKuncheva.pdf|Slides]], [http://www.ehu.es/ccwintco/groupware/webdav.php/apps/phpbrain/593/zouari-2005-diversity-class-ensembles.pdf]
* 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-Classifier2.pdf Slides]
* 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]
*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]
* 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:1 Eider ClassifierEnsembles SelectRealWorldApplications.pdf|presentacion aplicaciones]]
* 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]]
*Borja Fernandez-Gauna: building by reward-punishment  [[media:Borja-Reduced-reward-punishment.pdf | presentation]]
* Maite Termenon: streaming random forests [[media:Abdulsalam_presentation.pdf | Slides]]
* 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 44: 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/sesion_especial_random_forest.pdf  diap ]
 
** 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 71: Línea 75:


* 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:Mendez_presentacion.pdf | Slides]]
** 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:Abdulsalam_presentation.pdf | Slides]]
** 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:Kuncheva_presentacion.pdf | Slides]]
** 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-Overfitting2.pdf Slides]
** 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-Classifier2.pdf Slides]
** 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

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

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]