Foundations of Genetic Algorithms 1993 (FOGA 2) (Volume 2) (Foundations of Genetic Algorithms, Volume 2)

L.Darrell Whitley

ISBN 10: 1558602631 / ISBN 13: 9781558602632

Editore: Morgan Kaufmann, 1993

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1st edition in near fine condition. Codice articolo LE0035

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Titolo: Foundations of Genetic Algorithms 1993 (FOGA...

Casa editrice: Morgan Kaufmann

Data di pubblicazione: 1993

Legatura: Hardcover

Condizione: Near Fine

Edizione: 1st Edition

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Riassunto:

Foundations of Genetic Algorithms, Volume 2 provides insight of theoretical work in genetic algorithms. This book provides a general understanding of a canonical genetic algorithm.

Organized into six parts encompassing 19 chapters, this volume begins with an overview of genetic algorithms in the broader adaptive systems context. This text then reviews some results in mathematical genetics that use probability distributions to characterize the effects of recombination on multiple loci in the absence of selection. Other chapters examine the static building block hypothesis (SBBH), which is the underlying assumption used to define deception. This book discusses as well the effect of noise on the quality of convergence of genetic algorithms. The final chapter deals with the primary goal in machine learning and artificial intelligence, which is to dynamically and automatically decompose problems into simpler problems to facilitate their solution.

This book is a valuable resource for theorists and genetic algorithm researchers.