Representations for Genetic and Evolutionary Algorithms (Studies in Fuzziness and Soft Computing, Band 104) - Softcover

Rothlauf, Franz E.

 
9783642880964: Representations for Genetic and Evolutionary Algorithms (Studies in Fuzziness and Soft Computing, Band 104)
Softcover
ISBN 10: 3642880967 ISBN 13: 9783642880964
Verlag: Physica, 2012

Inhaltsangabe

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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Verlag
Physica
Erscheinungsdatum
2012
Sprache
Englisch
ISBN 10 
3642880967
ISBN 13 
9783642880964
Einband
Taschenbuch
Anzahl der Seiten
308
Kontakt zum Hersteller
Nicht verfügbar
Verantwortliche Person
Nicht verfügbar

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