Parameter Setting in Evolutionary Algorithms: 54 (Studies in Computational Intelligence, 54) - Tapa dura

 
9783540694311: Parameter Setting in Evolutionary Algorithms: 54 (Studies in Computational Intelligence, 54)
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ISBN 10: 3540694315 ISBN 13: 9783540694311
Editorial: Springer, 2007

Sinopsis

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.

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De la contraportada

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.

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Editorial
Springer
Año de publicación
2007
Idioma
Inglés
ISBN 10 
3540694315
ISBN 13 
9783540694311
Encuadernación
Tapa dura
Número de páginas
332
Editor
Lima Cláudio F., Lobo F.J., Michalewicz Zbigniew
Contacto del fabricante
ProductSafety@springernature.com
ProductSafety@springernature.com

Poststr. 9
Darmstadt
64293
Alemania

Otras ediciones populares con el mismo título

9783642088926: Parameter Setting in Evolutionary Algorithms: 54 (Studies in Computational Intelligence)

Edición Destacada

ISBN 10:  3642088929 ISBN 13:  9783642088926
Editorial: Springer, 2010
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