Representations for Genetic and Evolutionary Algorithms

Name: Representations for Genetic and Evolutionary Algorithms
Brand: Springer-Verlag Berlin and Heidelberg GmbH & Co. KG
SKU: 9783642880964
Price: 1147 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), much theory and empirical study has been...

Informace o knize

Autor

Franz Rothlauf

Jazyk

Angličtina

Vazba

Kniha - Brožovaná

Vydáno

2012

Stránek

290

EAN

9783642880964

ISBN

3642880967

Enbook ID

05281879

Vydavatel

Springer-Verlag Berlin and Heidelberg GmbH & Co. KG

Hmotnost

474

Rozměry

155 x 235 x 17

Kompletní popis

In the field of genetic and evolutionary algorithms (GEAs), much theory and empirical study has been heaped upon operators and test problems, but problem representation has often been taken as given. This monograph breaks with this tradition and studies a number of critical elements of a theory of representations for GEAs and applies them to the empirical study of various important idealized test functions and problems of commercial import. The book considers basic concepts of representations, such as redundancy, scaling and locality and describes how GEAs'performance is influenced. Using the developed theory representations can be analyzed and designed in a theory-guided manner. The theoretical concepts are used as examples for efficiently solving integer optimization problems and network design problems. The results show that proper representations are crucial for GEAs'success.§

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Representations for Genetic and Evolutionary Algorithms

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