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Supervised and Unsupervised Ensemble Methods and Their Applications
Published by Springer-Verlag Berlin and Heidelberg GmbH & Co. K, 2008
ISBN 10: 3540789804 ISBN 13: 9783540789802
Language: English
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Applications of Supervised and Unsupervised Ensemble Methods (Studies in Computational Intelligence, 245)
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Supervised and Unsupervised Ensemble Methods and their Applications (Studies in Computational Intelligence, 126)
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Applications of Supervised and Unsupervised Ensemble Methods
Published by Springer Berlin Heidelberg, 2009
ISBN 10: 3642039987 ISBN 13: 9783642039980
Language: English
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Supervised and Unsupervised Ensemble Methods and their Applications
Published by Springer Berlin Heidelberg, 2008
ISBN 10: 3540789804 ISBN 13: 9783540789802
Language: English
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Supervised and Unsupervised Ensemble Methods and their Applications
Published by Springer Berlin Heidelberg, Springer Berlin Heidelberg Apr 2008, 2008
ISBN 10: 3540789804 ISBN 13: 9783540789802
Language: English
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Add to basketBuch. Condition: Neu. Neuware -majority vote.Springer Verlag GmbH, Tiergartenstr. 17, 69121 Heidelberg 196 pp. Englisch.
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Applications of Supervised and Unsupervised Ensemble Methods
Published by Springer Berlin Heidelberg, Springer Berlin Heidelberg Okt 2009, 2009
ISBN 10: 3642039987 ISBN 13: 9783642039980
Language: English
Seller: buchversandmimpf2000, Emtmannsberg, BAYE, Germany
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Add to basketBuch. Condition: Neu. Neuware -This book contains the extended papers presented at the 2nd Workshop on Supervised and Unsupervised Ensemble Methods and their Applications (SUEMA)heldon21¿22July,2008inPatras,Greece,inconjunctionwiththe 18thEuropeanConferenceon Arti cial Intelligence(ECAI 2008). This wo- shop 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 - pers in the edited book ¿Supervised and Unsupervised Ensemble Methods and their Applications¿, published by Springer-Verlag in Studies in Com- tational Intelligence Series in volume 126, encouraged us to continue a good tradition. The scope of both SUEMA workshops (hence, the book as well) is the application of theoretical ideas in the eld of ensembles of classi cation and clusteringalgorithmstoreal/lifeproblemsinscienceandindustry. Ensembles, which represent a number of algorithms whose class or cluster membership predictions are combined together to produce a single outcome value, have alreadyprovedto be a viable alternativeto a single best algorithmin various practical tasks under di erent scenarios, from bioinformatics to biometrics, from medicine to network security. The ensemble approach is caused to life by the famous ¿no free lunch¿ theorem, stating that there is no absolutely best algorithm to solve all problems. Although ensembles cannot be cons- ered as absolute remedy of a single algorithm de ciency, it is widely believed thatensemblesprovideabetteranswertönofreelunch¿theoremthanas- glebestalgorithm. Statistical,algorithmical,representational,computational and practical reasons can explain the success of ensemble methods.Springer Verlag GmbH, Tiergartenstr. 17, 69121 Heidelberg 288 pp. Englisch.
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Applications of Supervised and Unsupervised Ensemble Methods
Published by Springer Berlin Heidelberg, Springer Berlin Heidelberg Mär 2012, 2012
ISBN 10: 3642260772 ISBN 13: 9783642260773
Language: English
Seller: buchversandmimpf2000, Emtmannsberg, BAYE, Germany
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Add to basketTaschenbuch. Condition: Neu. Neuware -This book contains the extended papers presented at the 2nd Workshop on Supervised and Unsupervised Ensemble Methods and their Applications (SUEMA)heldon21¿22July,2008inPatras,Greece,inconjunctionwiththe 18thEuropeanConferenceon Arti cial Intelligence(ECAI 2008). This wo- shop 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 - pers in the edited book ¿Supervised and Unsupervised Ensemble Methods and their Applications¿, published by Springer-Verlag in Studies in Com- tational Intelligence Series in volume 126, encouraged us to continue a good tradition. The scope of both SUEMA workshops (hence, the book as well) is the application of theoretical ideas in the eld of ensembles of classi cation and clusteringalgorithmstoreal/lifeproblemsinscienceandindustry. Ensembles, which represent a number of algorithms whose class or cluster membership predictions are combined together to produce a single outcome value, have alreadyprovedto be a viable alternativeto a single best algorithmin various practical tasks under di erent scenarios, from bioinformatics to biometrics, from medicine to network security. The ensemble approach is caused to life by the famous ¿no free lunch¿ theorem, stating that there is no absolutely best algorithm to solve all problems. Although ensembles cannot be cons- ered as absolute remedy of a single algorithm de ciency, it is widely believed thatensemblesprovideabetteranswertönofreelunch¿theoremthanas- glebestalgorithm. Statistical,algorithmical,representational,computational and practical reasons can explain the success of ensemble methods.Springer Verlag GmbH, Tiergartenstr. 17, 69121 Heidelberg 292 pp. Englisch.
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Supervised and Unsupervised Ensemble Methods and their Applications
Published by Springer Berlin Heidelberg, 2010
ISBN 10: 3642097766 ISBN 13: 9783642097768
Language: English
US$ 128.45
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Add to basketTaschenbuch. Condition: Neu. Druck auf Anfrage Neuware - Printed after ordering - This book was inspired by the last argument and resulted from the workshop on Supervised and Unsupervised Ensemble Methods and their Applications (briefly, SUEMA) organized on June 4, 2007 in Girona, Spain. This workshop was held in conjunction with the 3rd Iberian Conference on Pattern Recognition and Image Analysis and was intended to encompass the progress in the ensemble applications made by the Iberian and international scholars. Despite its small format, SUEMA attracted researchers from Spain, Portugal, France, USA, Italy, and Finland, who presented interesting ideas about using the ensembles in various practical cases. Encouraged by this enthusiastic reply, we decided to publish workshop papers in an edited book, since CD proceedings were the only media distributed among the workshop participants at that time. The book includes nine chapters divided into two parts, assembling contributions to the applications of supervised and unsupervised ensembles.The book is intended to be primarily a reference work. It could be a good complement to two excellent books on ensemble methodology - 'Combining pattern classifiers: methods and algorithms' by Ludmila Kuncheva (John Wiley & Sons, 2004) and 'Decomposition methodology for knowledge discovery and data mining: theory and applications' by Oded Maimon and Lior Rokach (World Scientific, 2005).
