Evolutionary Algorithms: The Role of Mutation and Recombination (Natural Computing Series) - Hardcover

Spears, William M.

 
9783540669500: Evolutionary Algorithms: The Role of Mutation and Recombination (Natural Computing Series)

Inhaltsangabe

Despite decades of work in evolutionary algorithms, there remains an uncertainty as to the relative benefits and detriments of using recombination or mutation. This book provides a characterization of the roles that recombination and mutation play in evolutionary algorithms. It integrates important prior work and introduces new theoretical techniques for studying evolutionary algorithms. Consequences of the theory are explored and a novel method for comparing search and optimization algorithms is introduced. The focus allows the book to bridge multiple communities, including evolutionary biologists and population geneticists.

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Reseña del editor

Despite decades of work in evolutionary algorithms, there remains an uncertainty as to the relative benefits and detriments of using recombination or mutation. This book provides a characterization of the roles that recombination and mutation play in evolutionary algorithms. It integrates important prior work and introduces new theoretical techniques for studying evolutionary algorithms. Consequences of the theory are explored and a novel method for comparing search and optimization algorithms is introduced. The focus allows the book to bridge multiple communities, including evolutionary biologists and population geneticists.

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Weitere beliebte Ausgaben desselben Titels

9783642086243: Evolutionary Algorithms: The Role of Mutation and Recombination (Natural Computing Series)

Vorgestellte Ausgabe

ISBN 10:  3642086241 ISBN 13:  9783642086243
Verlag: Springer, 2010
Softcover