Self-Adaptive Heuristics for Evolutionary Computation (Studies in Computational Intelligence #147)
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Evolutionary algorithms are successful biologically inspired meta-heuristics. Their success depends on adequate parameter settings. The question arises: how can evolutionary algorithms learn parameters automatically during the optimization? Evolution strategies gave an answer decades ago: self-adaptation. Their self-adaptive mutation control turned out to be exceptionally successful. But nevertheless self-adaptation has not achieved the attention it deserves.
This book introduces various types of self-adaptive parameters for evolutionary computation. Biased mutation for evolution strategies is useful for constrained search spaces. Self-adaptive inversion mutation accelerates the search on combinatorial TSP-like problems. After the analysis of self-adaptive crossover operators the book concentrates on premature convergence of self-adaptive mutation control at the constraint boundary. Besides extensive experiments, statistical tests and some theoretical investigations enrich the analysis of the proposed concepts.
Details
- Publisher
- Springer Berlin Heidelberg
- Author
- Oliver Kramer
- Format
- Hardcover
- Published
- Aug 19, 2008
- ISBN-13
- 9783540692805
- Pages
- 182
Self-Adaptive Heuristics for Evolutionary Computation (Studies in Computational Intelligence #147) for groups: pricing
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| 25 – 49 | $96.79 | 12% off list |
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| 100+ | $94.59 | 14% off list |
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