Representations for Genetic and Evolutionary Algorithms

Name: Representations for Genetic and Evolutionary Algorithms
Brand: Springer-Verlag Berlin and Heidelberg GmbH & Co. KG
SKU: 9783642064104
Price: 3426 CZK
Availability: InStock

Autor: Franz Rothlauf

Jazyk:

Vazba: Brožovaná

Vydavatel: Springer-Verlag Berlin and Heidelberg GmbH & Co. KG

Dostupnost: Skladem u dodavatele

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In the field of genetic and evolutionary algorithms (GEAs), a large amount of theory and empirical s...

Informace o knize

Autor

Franz Rothlauf

Jazyk

Angličtina

Vazba

Kniha - Brožovaná

Vydáno

2010

Stránek

325

EAN

9783642064104

ISBN

3642064108

Enbook ID

01651664

Vydavatel

Springer-Verlag Berlin and Heidelberg GmbH & Co. KG

Hmotnost

528

Rozměry

155 x 235 x 19

Kompletní popis

In the field of genetic and evolutionary algorithms (GEAs), a large amount of theory and empirical study has focused on operators and test problems, while problem representation has often been taken as given. This book breaks away from this tradition and provides a comprehensive overview on the influence of problem representations on GEA performance.The book summarizes existing knowledge regarding problem representations and describes how basic properties of representations, such as redundancy, scaling, or locality, influence the performance of GEAs and other heuristic optimization methods. Using the developed theory, representations can be analyzed and designed in a theory-guided matter. The theoretical concepts are used for solving integer optimization problems and network design problems more efficiently.The book is written in an easy-to-read style and is intended for researchers, practitioners, and students who want to learn about representations. This second edition extends the analysis of the basic properties of representations and introduces a new chapter on the analysis of direct representations.

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Representations for Genetic and Evolutionary Algorithms

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