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Representations for Genetic and Evolutionary Algorithms

BookPaperback
Ranking52106inInformatik EDV
CHF130.00

Description

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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Details

ISBN/GTIN978-3-642-88096-4
Product TypeBook
BindingPaperback
Publishing date18/04/2012
EditionSoftcover reprint of the original 1st ed. 2002
Series no.104
Pages290 pages
LanguageEnglish
SizeWidth 155 mm, Height 235 mm
Weight474 g
IllustrationsXIV, 290 p.
Article no.16264384
CatalogsBuchzentrum
Data source no.15411982
Product groupInformatik EDV
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