Multiple Classifier Systems
8th International Workshop, MCS 2009, Reykjavik, Iceland, June 10-12, 2009, Proceedings
Editors: Benediktsson, Jón Atli, Kittler, Josef, Roli, Fabio (Eds.)
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- About this book
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This book constitutes the refereed proceedings of the 8th International Workshop on Multiple Classifier Systems, MCS 2009, held in Reykjavik, Iceland, in June 2009.
The 52 revised full papers presented together with 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, and finally theory, methods and applications of MCS.
- Table of contents (49 chapters)
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The Bias Variance Trade-Off in Bootstrapped Error Correcting Output Code Ensembles
Pages 1-10
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Recoding Error-Correcting Output Codes
Pages 11-21
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Comparison of Bagging and Boosting Algorithms on Sample and Feature Weighting
Pages 22-31
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Multi-class Boosting with Class Hierarchies
Pages 32-41
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Hybrid Hierarchical Classifiers for Hyperspectral Data Analysis
Pages 42-51
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Table of contents (49 chapters)
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Bibliographic Information
- Bibliographic Information
-
- Book Title
- Multiple Classifier Systems
- Book Subtitle
- 8th International Workshop, MCS 2009, Reykjavik, Iceland, June 10-12, 2009, Proceedings
- Editors
-
- Jón Atli Benediktsson
- Josef Kittler
- Fabio Roli
- Series Title
- Image Processing, Computer Vision, Pattern Recognition, and Graphics
- Series Volume
- 5519
- Copyright
- 2009
- Publisher
- Springer-Verlag Berlin Heidelberg
- Copyright Holder
- Springer-Verlag Berlin Heidelberg
- eBook ISBN
- 978-3-642-02326-2
- DOI
- 10.1007/978-3-642-02326-2
- Softcover ISBN
- 978-3-642-02325-5
- Edition Number
- 1
- Number of Pages
- XI, 540
- Topics
