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Carlos Cotta, Marc Sevaux, Kenneth Sörensen - Adaptive and Multilevel Metaheuristics, Häftad

Häftad, Engelska, 2010

Adaptive and Multilevel Metaheuristics

Av Carlos Cotta, Marc Sevaux, Kenneth Sörensen

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Beskrivning
One of the keystones in practical metaheuristic problem-solving is the fact that tuning the optimization technique to the problem under consideration is crucial for achieving top performance. This tuning/customization is usually in the hands of the algorithm designer, and despite some methodological attempts, it largely remains a scientific art. Transferring a part of this customization effort to the algorithm itself -endowing it with smart mechanisms to self-adapt to the problem- has been a long pursued goal in the field of metaheuristics.These mechanisms can involve different aspects of the algorithm, such as for example, self-adjusting the parameters, self-adapting the functioning of internal components, evolving search strategies, etc.Recently, the idea of hyperheuristics, i.e., using a metaheuristic layer for adapting the search by selectively using different low-level heuristics, has also been gaining popularity. This volume presents recent advances in the area of adaptativeness in metaheuristic optimization, including up-to-date reviews of hyperheuristics and self-adaptation in evolutionary algorithms, as well as cutting edge works on adaptive, self-adaptive and multilevel metaheuristics, with application to both combinatorial and continuous optimization.
Produktinformation
  • Utgivningsdatum: 2010-10-28
  • Mått: 155 x 235 x 16 mm
  • Vikt: 446 g
  • Format: Häftad
  • Språk: Engelska
  • Serie: Studies in Computational Intelligence
  • Antal sidor: 275
  • Förlag: Springer-Verlag Berlin and Heidelberg GmbH & Co. KG
  • ISBN: 9783642098338
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