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020 _a9783642260773
024 7 _a10.1007/978-3-642-03999-7
_2doi
035 _a(WaSeSS)ssj0000316259
038 _akhadija
040 _dWaSeSS
_c.
050 4 _aTA329-348
050 4 _aTA640-643
072 7 _aTBJ
_2bicssc
072 7 _aMAT003000
_2bisacsh
082 0 4 _a006.3
_223
_bAPP
100 1 _aOkun, Oleg.
_eeditor.
_981800
210 1 0 _aApplications of Supervised and Unsupervised Ensemble Methods
245 1 0 _aApplications of Supervised and Unsupervised Ensemble Methods /
_cedited by Oleg Okun, Giorgio Valentini.
490 1 _aStudies in Computational Intelligence,
_x1860-949X ;
_v245
505 0 _aAn Ensemble Pruning Primer -- Evade Hard Multiple Classifier Systems -- A Personal Antispam System Based on a Behaviour-Knowledge Space Approach -- Weighted Decoding ECOC for Facial Action Unit Classification -- Prediction of Gene Function Using Ensembles of SVMs and Heterogeneous Data Sources -- Partitioner Trees for Classification: a New Ensemble Method -- Disturbing Neighbors Diversity for Decision Forests -- Improving Supervised Learning with Multiple Clusterings -- The Neighbors Voting Algorithm and Its Applications -- Clustering Ensembles with Active Constraints -- Verifiable Ensembles of Low-Dimensional Submodels for Multi-Class Problems with Imbalanced Misclassification Costs -- Independent Data Model Selection for Ensemble Dispersion Forecasting -- Integrating Liknon Feature Selection and Committee Training -- Evaluating Hybrid Ensembles for Intelligent Decision Support for Intensive Care.
506 _aLicense restrictions may limit access.
520 _aThis book contains the extended papers presented at the 2nd Workshop on Supervised and Unsupervised Ensemble Methods and their Applications (SUEMA) held on 21-22 July, 2008 in Patras, Greece, in conjunction with the 18th European Conference on Artificial Intelligence (ECAI'2008). This workshop was a successor of the smaller event held in 2007 in conjunction with 3rd Iberian Conference on Pattern Recognition and Image Analysis, Girona, Spain. The success of that event as well as the publication of workshop papers in the edited book "Supervised and Unsupervised Ensemble Methods and their Applications", published by Springer-Verlag in Studies in Computational Intelligence Series in volume 126, encouraged us to continue a good tradition. The purpose of this book is to support practitioners in various branches of science and technology to adopt the ensemble approach for their daily research work. We hope that fourteen chapters composing the book will be a good guide in the sea of numerous opportunities for ensemble methods.
563 _apaperback
650 0 _aEngineering.
650 0 _aArtificial intelligence.
_918060
650 0 _aEngineering mathematics.
_92310
650 1 4 _aEngineering.
_981801
650 2 4 _aAppl.Mathematics/Computational Methods of Engineering.
_981802
650 2 4 _aArtificial Intelligence (incl. Robotics).
_981803
700 1 _aValentini, Giorgio.
_eeditor.
_981804
710 2 _aSpringerLink (Online service)
_981564
773 0 _tSpringer eBooks
773 0 _tSpringerLink ebooks - Engineering (2009)
776 0 8 _iPrinted edition:
_z9783642039980
830 0 _aStudies in Computational Intelligence,
_v245
_981268
856 4 0 _uhttp://www.columbia.edu/cgi-bin/cul/resolve?clio7915667
_zFull text available from SpringerLink ebooks - Engineering (2009)
910 _aVendor-generated brief record
942 _2ddc
_cBK
999 _c32910
_d32910