Parameter Setting in Evolutionary Algorithms (Studies in Computational Intelligence) (Volume 54)

Lobo, FG et al (eds)

ISBN 10: 3540694315 / ISBN 13: 9783540694311

Verlag: Springer, 2007

Beschreibung

Volume 54. This is an ex-library book and may have the usual library/used-book markings inside.This book has hardback covers. Clean from markings. In good all round condition. No dust jacket. Please note the Image in this listing is a stock photo and may not match the covers of the actual item,700grams, ISBN:9783540694311. Bestandsnummer des Verkäufers 7055136

Bibliografische Details

Titel: Parameter Setting in Evolutionary Algorithms...

Verlag: Springer

Erscheinungsdatum: 2007

Einband: Hardcover

Zustand: Good

Über diesen Titel

Inhaltsangabe:

One of the main difficulties of applying an evolutionary algorithm (or, as a matter of fact, any heuristic method) to a given problem is to decide on an appropriate set of parameter values. Typically these are specified before the algorithm is run and include population size, selection rate, operator probabilities, not to mention the representation and the operators themselves. This book gives the reader a solid perspective on the different approaches that have been proposed to automate control of these parameters as well as understanding their interactions. The book covers a broad area of evolutionary computation, including genetic algorithms, evolution strategies, genetic programming, estimation of distribution algorithms, and also discusses the issues of specific parameters used in parallel implementations, multi-objective evolutionary algorithms, and practical consideration for real-world applications. It is a recommended read for researchers and practitioners of evolutionary computation and heuristic methods.