Swarm Intelligence in Data Mining

Swarm Intelligence is an innovative distributed intelligent paradigm for solving optimization problems that originally took its inspiration from the biological examples by swarming, flocking and herding phenomena in vertebrates. Data Mining is an analytic

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Studies in Computational Intelligence, Volume 34 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. 25. Zolt n Ésik, Carlos Mart n-Vide, Victor Mitrana (Eds.)

Vol. 16. Yaochu Jin (Ed.)

ISBN 3-540-33460-2

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 Vol. 18. Chang Wook Ahn

Advances in Evolutionary Algorithms,, 2006 ISBN 3-540-31758-9 Vol. 19. Ajita Ichalkaranje, Nikhil Ichalkaranje, Lakhmi C. Jain (Eds.)

Intelligent Paradigms for Assistive and Preventive Healthcare, 2006

Recent Advances in Formal Languages and Applications,, 2006 Vol. 26. Nadia Nedjah, Luiza de Macedo Mourelle (Eds.) Swarm Intelligent Systems, 2006 ISBN 3-540-33868-3 Vol. 27. Vassilis G. Kaburlasos

Towards a Unified Modeling and KnowledgeRepresentation based on Lattice Theory, 2006 ISBN 3-540-34169-2 Vol. 28. Brahim Chaib-draa, Jörg P. Müller (Eds.) Multiagent based Supply Chain Management, 2006 ISBN 3-540-33875-6 Vol. 29. Sai Sumathi, S.N. Sivanandam

ISBN 3-540-31762-7

Introduction to Data Mining and its Applications, 2006

Vol. 20. Wojciech Penczek, Agata Póárola

ISBN 3-540-34689-9

Advances in Verification of Time Petri Nets and Timed Automata, 2006

Vol. 30. Yukio Ohsawa, Shusaku Tsumoto (Eds.)

ISBN 3-540-32869-6 Vol. 21. C ndida Ferreira

Gene Expression on Programming: Mathematical Modeling by an Artificial Intelligence, 2006 ISBN 3-540-32796-7 Vol. 22. N. Nedjah, E. Alba, L. de Macedo Mourelle (Eds.) Parallel Evolutionary Computations, 2006 ISBN 3-540-32837-8 Vol. 23. M. Last, Z. Volkovich, A. Kandel (Eds.)

Algorithmic Techniques for Data Mining, 2006 ISBN 3-540-33880-2 Vol. 24. Alakananda Bhattacharya, Amit Konar, Ajit K. Mandal

Parallel and Distributed Logic Programming, 2006 ISBN 3-540-33458-0

Chance Discoveries in Real World Decision Making, 2006 ISBN 3-540-34352-0 Vol. 31. Ajith Abraham, Crina Grosan, Vitorino Ramos (Eds.) Stigmergic Optimization, 2006 ISBN 3-540-34689-9 Vol. 32. Akira Hirose

Complex-Valued Neural Networks, 2006 ISBN 3-540-33456-4 Vol. 33. Martin Pelikan, Kumara Sastry, Erick Cantú-Paz (Eds.)

Scalable Optimization via Probabilistic Modeling, 2006 ISBN 3-540-34953-7

Vol. 34. Ajith Abraham, Crina Grosan, Vitorino Ramos (Eds.) Swarm Intelligence in Data Mining, 2006 ISBN 3-540-34955-3

Ajith Abraham Crina Grosan Vitorino Ramos (Eds.)

Swarm Intelligence in Data Mining With 91 Figures and 73 Tables

123

Dr. Ajith Abraham

Dr. Vitorino Ramos

IITA Professorship Program School of Computer Science and Engineering Chung-Ang University, 221 Heukseok-dong Dongjak-gu Seoul 156-756 Republic of Korea E-mail: [email protected]; [email protected]

CVRM-IST, IST Technical University of Lisbon Av. Rovisco Pais 1049-001, Lisboa Portugal E-mail: [email protected]

Dr.