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Item Details
Title: REPRESENTATIONS FOR GENETIC AND EVOLUTIONARY ALGORITHMS
By: Franz Rothlauf
Format: Hardback

List price: £74.99


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ISBN 10: 3790814962
ISBN 13: 9783790814965
Publisher: PHYSICA-VERLAG GMBH & CO
Pub. date: 1 June, 2002
Series: Studies in Fuzziness and Soft Computing
Pages: 303
Description: This monograph 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.
Synopsis: 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 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.
Illustrations: 99 figures, 53 tables
Returns: Returnable
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