Multi-Objective Machine Learning
Recently, increasing interest has been shown in applying the concept of Pareto-optimality to machine learning, particularly inspired by the successful developments in evolutionary multi-objective optimization. It has been shown that the multi-objective ap
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Studies in Computational Intelligence, Volume 16 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. 1. Tetsuya Hoya Artificial Mind System – Kernel Memory Approach, 2005 ISBN 3-540-26072-2 Vol. 2. Saman K. Halgamuge, Lipo Wang (Eds.) Computational Intelligence for Modelling and Prediction, 2005 ISBN 3-540-26071-4 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 Ligeza c Logical Foundations for Rule-Based Systems, 2006 ISBN 3-540-29117-2 Vol. 12. Jonathan Lawry Modelling and Reasoning with Vague Concepts, 2006 ISBN 0-387-29056-7 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
Yaochu Jin (Ed.)
Multi-Objective Machine Learning
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Dr. Yaochu Jin Honda Research Institute Europe GmbH Carl-Legien-Str. 30 63073 Offenbach Germany E-mail: [email protected]
Library of Congress Control Number: 2005937505
ISSN print edition: 1860-949X ISSN electronic edition: 1860-9503 ISBN-10 3-540-30676-5 Springer Berlin Heidelberg New York ISBN-13 978-3-540-30676-4 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 permitted only under the provisions of the German Copyright Law of September 9, 1965, in its current version,
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