Kernel Based Algorithms for Mining Huge Data Sets Supervised, Semi-s
"Kernel Based Algorithms for Mining Huge Data Sets" is the first book treating the fields of supervised, semi-supervised and unsupervised machine learning collectively. The book presents both the theory and the algorithms for mining huge data sets by usin
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Studies in Computational Intelligence, Volume 17 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. 3. Boz˙ ena Kostek Perception-Based Data Processing in Acoustics, 2005 ISBN 3-540-25729-2 Vol. 4. Saman K. Halgamuge, Lipo Wang (Eds.) Classification and Clustering for Knowledge Discovery, 2005 ISBN 3-540-26073-0 Vol. 5. Da Ruan, Guoqing Chen, Etienne E. Kerre, Geert Wets (Eds.) Intelligent Data Mining, 2005 ISBN 3-540-26256-3 Vol. 6. Tsau Young Lin, Setsuo Ohsuga, Churn-Jung Liau, Xiaohua Hu, Shusaku Tsumoto (Eds.) Foundations of Data Mining and Knowledge Discovery, 2005 ISBN 3-540-26257-1 Vol. 7. Bruno Apolloni, Ashish Ghosh, Ferda Alpaslan, Lakhmi C. Jain, Srikanta Patnaik (Eds.) Machine Learning and Robot Perception, 2005 ISBN 3-540-26549-X Vol. 8. Srikanta Patnaik, Lakhmi C. Jain, Spyros G. Tzafestas, Germano Resconi, Amit Konar (Eds.) Innovations in Robot Mobility and Control, 2006 ISBN 3-540-26892-8
Vol. 9. Tsau Young Lin, Setsuo Ohsuga, Churn-Jung Liau, Xiaohua Hu (Eds.) Foundations and Novel Approaches in Data Mining, 2005 ISBN 3-540-28315-3 Vol. 10. Andrzej P. Wierzbicki, Yoshiteru Nakamori Creative Space, 2005 ISBN 3-540-28458-3 Vol. 11. Antoni Ligêza Logical Foundations for Rule-Based Systems, 2006 ISBN 3-540-29117-2 Vol. 13. Nadia Nedjah, Ajith Abraham, Luiza de Macedo Mourelle (Eds.) Genetic Systems Programming, 2006 ISBN 3-540-29849-5 Vol. 14. Spiros Sirmakessis (Ed.) Adaptive and Personalized Semantic Web, 2006 ISBN 3-540-30605-6 Vol. 15. Lei Zhi Chen, Sing Kiong Nguang, Xiao Dong Chen Modelling and Optimization of Biotechnological Processes, 2006 ISBN 3-540-30634-X Vol. 16. Yaochu Jin (Ed.) Multi-Objective Machine Learning, 2006 ISBN 3-540-30676-5 Vol. 17. Te-Ming Huang, Vojislav Kecman, Ivica Kopriva Kernel Based Algorithms for Mining Huge Data Sets, 2006 ISBN 3-540-31681-7
Te-Ming Huang Vojislav Kecman Ivica Kopriva
Kernel Based Algorithms for Mining Huge Data Sets Supervised, Semi-supervised, and Unsupervised Learning
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Te-Ming Huang Vojislav Kecman
Ivica Kopriva Department of Electrical and Computer Engineering 22nd St. NW 801 20052 Washington D.C., USA E-mail: [email protected]
Faculty of Engineering The University of Auckland Private Bag 92019 1030 Auckland, New Zealand E-mail: [email protected] [email protected]
Library of Congress Control Number: 2005938947
ISSN print edition: 1860-949X ISSN electronic edition: 1860-9503 ISBN-10 3-540-31681-7 Springer Berlin Heidelberg New York ISBN-13 978-3-540-31681-7 Springer Berlin Heidelberg New York This work is subject to copyright. All rights are reserved, whether the whole or part of the material is concerned, specifically the rights of translation, reprinting, reuse of illustrations, recitation, broadcasting, reproduction on microfilm or in any other way, and storage in data banks. Duplication of this publication or parts thereof is p
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