Applications of Supervised and Unsupervised Ensemble Methods by Oleg OkunApplications of Supervised and Unsupervised Ensemble Methods by Oleg Okun

Applications of Supervised and Unsupervised Ensemble Methods

byOleg Okun

Paperback | March 14, 2012

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Expanding upon presentations at last year's SUEMA (Supervised and Unsupervised Ensemble Methods and Applications) meeting, this volume explores recent developments in the field. Useful examples act as a guide for practitioners in computational intelligence.

Title:Applications of Supervised and Unsupervised Ensemble MethodsFormat:PaperbackDimensions:268 pagesPublished:March 14, 2012Publisher:Springer-Verlag/Sci-Tech/TradeLanguage:English

The following ISBNs are associated with this title:

ISBN - 10:3642260772

ISBN - 13:9783642260773


Table of Contents

An 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.