Ver el código de «Jornada GIC random forests 2012-01-27»

=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 

== distribución de articulos a presentar ==

* 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]   [[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] [[Media:Ana_Gonzalez_Zhang2008.pdf | review ]]

* 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][[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][[Media:Random_Forest_EML.pdf | slides]]

* Borja Ayerdi
** random feature weights [http://www.ehu.es/ccwintco/groupware/webdav.php/apps/phpbrain/593/maudes-2012-random-feature-weights.pdf]
** 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 ]

* Iñigo Barandiaran
** tutorial de Criminisi, density, manyfold, semisupervised [http://www.ehu.es/ccwintco/groupware/webdav.php/apps/phpbrain/497/decisionForests_MSR_TR_2011_114.pdf]
** prehistoria ?? [http://www.ehu.es/ccwintco/groupware/webdav.php/apps/phpbrain/593/ho-1998-random-subspace-decision-forests.pdf]

*Borja Fernandez-Gauna
** 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] [[media:Borja-Reduced-reward-punishment.pdf | presentation]]

*Jose Manuel Lopez-Guede
** 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] [http://www.ehu.es/ccwintco/groupware/webdav.php/apps/phpbrain/104/partalas-2009-pruning-ensemble-reinforcement-learning-Presentation.pdf  presentation]

*Israel Rebollo
** 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
** 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/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
** 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] [[media: ElsaDiversityMeasuresKuncheva.pdf|Slides]], [http://www.ehu.es/ccwintco/groupware/webdav.php/apps/phpbrain/593/zouari-2005-diversity-class-ensembles.pdf]

* Maite Termenon
** 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]]
** 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]]
** theoretical study [http://www.ehu.es/ccwintco/groupware/webdav.php/apps/phpbrain/593/kuncheva-2002-theoretical-study.pdf] [[media:Termenon_Kuncheva.pdf | Slides]]

* 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]
** aplicaciones [http://www.sciencedirect.com/science/article/pii/S1566253507000620] [http://www.ehu.es/ccwintco/groupware/webdav.php/apps/phpbrain/277/RF-Classifier2.pdf Slides]

* 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]]
** rotation forests [http://www.ehu.es/ccwintco/groupware/webdav.php/apps/phpbrain/593/kuncheva-2006-rotation-forest.pdf] [[Media:RotationForest.pdf | slides]]

* Ion Marques
** 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] [http://www.ehu.es/ccwintco/groupware/webdav.php/apps/phpbrain/420/yu-2011-action-detection-FR-topK_pr.pdf presentation]

* Eider Sanchez
** 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] [[media:1 Eider ClassifierEnsembles SelectRealWorldApplications.pdf|presentacion aplicaciones]]

* 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
** 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] [http://www.ehu.es/ccwintco/groupware/webdav.php/apps/phpbrain/328/alexsavio_breiman_random_forests_sinrefs_20120126.pdf slides_sinrefs]

== referencias ==
* Groupware general [http://www.ehu.es/ccwintco/groupware/index.php?menuaction=phpbrain.uikb.view_article&art_id=593]

*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&art_id=591]

* 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/]

* 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=&arnumber=5405643&refinements%3D4294967131%26openedRefinements%3D*%26filter%3DAND%28NOT%284283010803%29%29%26matchBoolean%3Dtrue%26searchField%3DSearch+All%26queryText%3D%28random+forests%29&tag=1], [http://www.sciencedirect.com/science/article/pii/S0031320311001828], [http://www.sciencedirect.com/science/article/pii/S0730725X09003130]

===aplicaciones [http://www.sciencedirect.com/science/article/pii/S1566253507000620]===
* analisis de accidentes [http://www.sciencedirect.com/science/article/pii/S0001457508001887]
* ingenieria mecanica [http://www.sciencedirect.com/science/article/pii/S187770581105209X]
* 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]

* 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=&arnumber=4432283&refinements%3D4294967131%26openedRefinements%3D*%26filter%3DAND%28NOT%284283010803%29%29%26matchBoolean%3Dtrue%26searchField%3DSearch+All%26queryText%3D%28random+forests%29], 

* 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=&arnumber=4432283&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=&arnumber=5720314&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=&arnumber=5779487&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=&arnumber=4359054&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=&arnumber=4237349&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=&arnumber=4118190&refinements%3D4294967131%26openedRefinements%3D*%26filter%3DAND%28NOT%284283010803%29%29%26matchBoolean%3Dtrue%26pageNumber%3D3%26searchField%3DSearch+All%26queryText%3D%28random+forests%29]

* 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]

* data mining [http://www.sciencedirect.com/science/article/pii/S0031320310003973],

* 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=&arnumber=5069763&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=&arnumber=5405643&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=&arnumber=5742706&refinements%3D4294967131%26openedRefinements%3D*%26filter%3DAND%28NOT%284283010803%29%29%26matchBoolean%3Dtrue%26pageNumber%3D2%26searchField%3DSearch+All%26queryText%3D%28random+forests%29]

* 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=&arnumber=1396322&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=&arnumber=5710029&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=&arnumber=4481234&refinements%3D4294967131%26openedRefinements%3D*%26filter%3DAND%28NOT%284283010803%29%29%26matchBoolean%3Dtrue%26pageNumber%3D2%26searchField%3DSearch+All%26queryText%3D%28random+forests%29]

* 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=&arnumber=5740927&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=&arnumber=5730498&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=&arnumber=6077098&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=&arnumber=5482156&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=&arnumber=5975216&refinements%3D4294967131%26openedRefinements%3D*%26filter%3DAND%28NOT%284283010803%29%29%26matchBoolean%3Dtrue%26pageNumber%3D4%26searchField%3DSearch+All%26queryText%3D%28random+forests%29]

* intrusion detection [http://ieeexplore.ieee.org/search/srchabstract.jsp?tp=&arnumber=4603103&refinements%3D4294967131%26openedRefinements%3D*%26filter%3DAND%28NOT%284283010803%29%29%26matchBoolean%3Dtrue%26searchField%3DSearch+All%26queryText%3D%28random+forests%29]