Feature Extraction Foundations and Applications

This book is both a reference for engineers and scientists and a teaching resource, featuring tutorial chapters and research papers on feature extraction. "This book compiles some very promising techniques, coming from an extremely smart collection of res

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Studies in Fuzziness and Soft Computing, Volume 207 Editor-in-chief Prof. Janusz Kacprzyk Systems Research Institute Polish Academy of Sciences ul. Newelska 6 01-447 Warsaw Poland E-mail: [email protected] Further volumes of this series can be found on our homepage: springer.com Vol. 191. Martin V. Butz Rule-Based Evolutionary Online Learning Systems, 2006 ISBN 3-540-25379-3 Vol. 192. Jose A. Lozano, Pedro Larrañaga, Iñaki Inza, Endika Bengoetxea (Eds.) Towards a New Evolutionary Computation, 2006 ISBN 3-540-29006-0 Vol. 193. Ingo Glöckner Fuzzy Quantifiers: A Computational Theory, 2006 ISBN 3-540-29634-4 Vol. 194. Dawn E. Holmes, Lakhmi C. Jain (Eds.) Innovations in Machine Learning, 2006 ISBN 3-540-30609-9 Vol. 195. Zongmin Ma Fuzzy Database Modeling of Imprecise and Uncertain Engineering Information, 2006 ISBN 3-540-30675-7 Vol. 196. James J. Buckley Fuzzy Probability and Statistics, 2006 ISBN 3-540-30841-5 Vol. 197. Enrique Herrera-Viedma, Gabriella Pasi, Fabio Crestani (Eds.) Soft Computing in Web Information Retrieval, 2006 ISBN 3-540-31588-8 Vol. 198. Hung T. Nguyen, Berlin Wu Fundamentals of Statistics with Fuzzy Data, 2006 ISBN 3-540-31695-7

Vol. 199. Zhong Li Fuzzy Chaotic Systems, 2006 ISBN 3-540-33220-0 Vol. 200. Kai Michels, Frank Klawonn, Rudolf Kruse, Andreas Nürnberger Fuzzy Control, 2006 ISBN 3-540-31765-1 Vol. 201. Cengiz Kahraman (Ed.) Fuzzy Applications in Industrial Engineering, 2006 ISBN 3-540-33516-1 Vol. 202. Patrick Doherty, Witold Łukaszewicz, Andrzej Skowron, Andrzej Szałas Knowledge Representation Techniques: A Rough Set Approach, 2006 ISBN 3-540-33518-8 Vol. 203. Gloria Bordogna, Giuseppe Psaila (Eds.) Flexible Databases Supporting Imprecision and Uncertainty, 2006 ISBN 3-540-33288-X Vol. 204. Zongmin Ma (Ed.) Soft Computing in Ontologies and Semantic Web, 2006 ISBN 3-540-33472-6 Vol. 205. Mika Sato-Ilic, Lakhmi C. Jain Innovations in Fuzzy Clustering, 2006 ISBN 3-540-34356-3 Vol. 206. Ashok Sengupta (Ed.) Chaos, Nonlinearity, Complexity, 2006 ISBN 3-540-31756-2 Vol. 207. Isabelle Guyon, Steve Gunn, Masoud Nikravesh, Lotfi A. Zadeh (Eds.) Feature Extraction, 2006 ISBN 3-540-35487-5

Isabelle Guyon Steve Gunn Masoud Nikravesh Lotfi A. Zadeh (Eds.)

Feature Extraction Foundations and Applications

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Isabelle Guyon

Masoud Nikravesh

Clopinet 955 Creston Road 94708 Berkeley, USA E-mail: [email protected]

Department of Electrical Engineering & Computer Science – EECS University of California 94720 Berkeley, USA E-mail: [email protected]

Steve Gunn School of Electronics and Computer Sciences University of Southampton SO17 1BJ Southampton Highfield, United Kingdom E-mail: [email protected]

Lotfi A. Zadeh Division of Computer Science Lab. Electronics Research University of California Soda Hall 387 94720-1776 Berkeley, CA, USA E-mail: [email protected]

Library of Congress Control Number: 2006928001

ISSN print edition: 1434-9922 ISSN electronic edition: 1860-0808 ISBN-10 3-540-35487-5 Springer Berlin Heidelberg New York ISBN-13 978-3-540-35487-1 Springer Berlin Heidel