Scalable Optimization via Probabilistic Modeling

This book focuses like a laser beam on one of the hottest topics in evolutionary computation over the last decade or so: estimation of distribution algorithms (EDAs). EDAs are an important current technique that is leading to breakthroughs in genetic and

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Martin Pelikan, Kumara Sastry, Erick Cantú-Paz (Eds.) Scalable Optimization via Probabilistic Modeling

Studies in Computational Intelligence, Volume 33 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

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

Advances in Evolutionary Algorithms,, 2006

ISBN 3-540-34169-2

ISBN 3-540-31758-9

Vol. 28. Brahim Chaib-draa, Jörg P. Müller (Eds.) Multiagent based Supply Chain Management, 2006 ISBN 3-540-33875-6

Vol. 19. Ajita Ichalkaranje, Nikhil Ichalkaranje, Lakhmi C. Jain (Eds.)

Intelligent Paradigms for Assistive and Preventive Healthcare, 2006

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

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. 22. N. Nedjah, E. Alba, L. de Macedo Mourelle (Eds.) Parallel Evolutionary Computations, 2006 ISBN 3-540-32837-8

Vol. 32. Akira Hirose

Vol. 23. M. Last, Z. Volkovich, A. Kandel (Eds.) Algorithmic Techniques for Data Mining, 2006 ISBN 3-540-33880-2

Vol. 33. Martin Pelikan, Kumara Sastry, Erick Cantú-Paz (Eds.)

Vol. 24. Alakananda Bhattacharya, Amit Konar, Ajit K. Mandal

ISBN 3-540-34953-7

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

Complex-Valued Neural Networks, 2006 ISBN 3-540-33456-4

Scalable Optimization via Probabilistic Modeling, 2006

Martin Pelikan Kumara Sastry Erick Cantú-Paz (Eds.)

Scalable Optimization via Probabilistic Modeling From Algorithms to Applications With 98 Figures and 26 Tables

123

Dr. Martin Pelikan

Kumara Sastry

Department of Math. and Computer Science 320 CCB University of Missouri at St. Louisz One University Blvd. St. Louis, MO 63121 USA E-mail: [email protected]