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Multiobjective Heuristic Search: An Introduction to Intelligent Search Methods for Multicriteria Optimization (Computational Intelligence) - Softcover

Dasgupta, Pallab

 
9783528057084: Multiobjective Heuristic Search: An Introduction to Intelligent Search Methods for Multicriteria Optimization (Computational Intelligence)
Softcover
ISBN 10: 3528057084 ISBN 13: 9783528057084
Verlag: Vieweg Verlagsgesellschaft, 1999

Inhaltsangabe

An introduction to intelligent search methods for multicriteria optimization

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Über die Autorin bzw. den Autor

Assistant Professor Dr. Pallab Dasgupta, Associate Professor Dr. P.P. Chakrabarti and Professor Dr. S. C. DeSarkar are at the Department of Computer Science & Engineering at the Indian Institute of Technology Kharagpur, INDIA 721302

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Solutions to most real-world optimization problems involve a trade-off between multiple conflicting and non-commensurate objectives. Some of the most challenging ones are area-delay trade-off in VLSI synthesis and design space exploration, time-space trade-off in computation, and multi-strategy games. Conventional search techniques are not equipped to handle the partial order state spaces of multiobjective problems since they inherently assume a single scalar objective function. Multiobjective heuristic search techniques have been developed to specifically address multicriteria combinatorial optimization problems. This text describes the multiobjective search model and develops the theoretical foundations of the subject, including complexity results . The fundamental algorithms for three major problem formulation schemes, namely state-space formulations, problem-reduction formulations, and game-tree formulations are developed with the support of illustrative examples. Applications of multiobjective search techniques to synthesis problems in VLSI, and operations research are considered. This text provides a complete picture on contemporary research on multiobjective search, most of which is the contribution of the authors.

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Verlag
Vieweg Verlagsgesellschaft
Erscheinungsdatum
1999
Sprache
Englisch
ISBN 10 
3528057084
ISBN 13 
9783528057084
Einband
Taschenbuch
Anzahl der Seiten
148
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