Evolutionary Computation in Data Mining

This carefully edited book reflects and advances the state of the art in the area of Data Mining and Knowledge Discovery with Evolutionary Algorithms. It emphasizes the utility of different evolutionary computing tools to various facets of knowledge disco

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To our students A. Ghosh L. C.Jain

Studies in Fuzziness and Soft Computing,Volume 163 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: springeronline.com Vol. 147. K. Watanabe, M.M.A. Hashem New Algorithms and their Applications to Evolutionary Robots, 2004 ISBN 3-540-20901-8 Vol. 148. C. Martin-Vide, V. Mitrana, G. PSun (Eds.) Formal Languages and Applications, 2004 ISBN 3-540-20907-7

Vol. 155. G. Resconi, J.L. Jain Intelligent Agents, 2004 ISBN 3-540-22003-8 Vol. 156. R. Tadeusiewicz, M.R. Ogiela Medical Image Understanding Technology, 2004 ISBN 3-540-21985-4 Vol. 157. R.A. Aliev, F. Fazlollahi, R.R. Aliev Soft Computing and its Applications in Business and Economics, 2004 ISBN 3-540-22138-7

Vol. 149. J.J. Buckley Fuzzy Statistics, 2004 ISBN 3-540-21084-9

Vol. 158. K.K. Dompere Cost-Benefit Analysis and the Theory of Fuzzy Decisions - Identification and Measurement Theory, 2004 ISBN 3-540-22154-9

Vol. 150. L. Bull (Ed.) Applications of iear&ng Classifier Systems, 2004 ISBN 3-540-21109-8

Vol. 159. E. Damiani, L.C. Jain, M. Madravia Soft Computing in Software Engineering, 2004 ISBN 3-540-22030-5

Vol. 151. T. Kowalczyk, E. Pleszczynska, F. Ruland (Eds.) Grade Models and Methods for Data Analysis, 2004 ISBN 3-540-21120-9

Vol. 160. K.K. Dompere Cost-Benefit Analysis and the Theory of Fuzzy Decisions - Fuzzy Value Theory, 2004 ISBN 3-540-22161-1

Vol. 152. J. Rajapakse, L. Wang (Eds.) Neural Information Processing: Research and Development, 2004 ISBN 3-540-21123-3

Vol. 161. N. Nedjah, L. d e Macedo Mourelle (Eds.) Evolvable Machines, 2005 ISBN 3-540-22905-1

Vol. 153. J. Fulcher, L.C. Jain (Eds.) Applied Intelligent Systems, 2004 ISBN 3-540-21153-5

Vol. 162. N. Ichalkaranje, R. Khosla, L.C. Jain Design of Intelligent Multi-Agent Systems, 2005 ISBN 3-540-22913-2

Vol. 154. B. Liu Uncertainty Theory, 2004 ISBN 3-540-21333-3

Ashish Ghosh Lakhmi C. Jain (Eds.)

Evolutionary Computation in Data Mining

- Springer

Dr. Ashish Ghosh

Prof. Lakhmi C. Jain

Indian Statistical Institute

University of South Australia

Machine Intelligence Unit 203 Barrackpore Trunk Road

Knowledge-Based Intelligent Engineering Systems Centre

Kolkata 700 108

Mawson Lakes

India E-mail: [email protected]

5095 Adelaide Australia E-mail: [email protected]

ISSN 1434-9922 ISBN 3-540-22370-3 Springer Berlin Heidelberg New York Library of Congress Control Number: 2004111009 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, recitations, 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, and permission for use must always be obtained