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: 276.54 RON
Availability: InStock

Autor: Franz Rothlauf

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Legare: Carte broșată

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

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276.54 lei

In the field of genetic and evolutionary algorithms (GEAs), much theory and empirical study has been...

Informații despre carte

Autor

Franz Rothlauf

Limbă

engleză

Legare

Carte - Carte broșată

Publicat

2012

Pagini

290

EAN

9783642880964

ISBN

3642880967

Enbook ID

05281879

Editura

Springer-Verlag Berlin and Heidelberg GmbH & Co. KG

Greutate

474

Dimensiuni

155 x 235 x 17

Descriere completă

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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