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This book constitutes the refereed proceedings from the 8th International Workshop on Multiple Classifier Systems, MCS 2009, locked in Reykjavik, Iceland, in June 2009. The 52 revised full papers presented in addition to 2 invited papers were carefully reviewed and selected from more than 70 initial submissions. The papers are organized in topical sections on ECOC boosting and bagging, MCS in remote sensing, unbalanced data and decision templates, stacked generalization and active learning, concept drift, missing values and random forest, SVM ensembles, fusion of graphics, concepts and categorical data, clustering, last however, not least theory, methods and applications of MCS.

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