Representations for Genetic and Evolutionary Algorithms: 104 (Studies in Fuzziness and Soft Computing) - Tapa blanda

Rothlauf, Franz E.

 
9783642880964: Representations for Genetic and Evolutionary Algorithms: 104 (Studies in Fuzziness and Soft Computing)
Tapa blanda
ISBN 10: 3642880967 ISBN 13: 9783642880964
Editorial: Physica, 2012

Sinopsis

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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Reseña del editor

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.

"Sobre este título" puede pertenecer a otra edición de este libro.

Editorial
Physica
Año de publicación
2012
Idioma
Inglés
ISBN 10 
3642880967
ISBN 13 
9783642880964
Encuadernación
Tapa blanda
Número de páginas
308
Contacto del fabricante
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Otras ediciones populares con el mismo título

9783790814965: Representations for Genetic and Evolutionary Algorithms: v. 104 (Studies in Fuzziness and Soft Computing)

Edición Destacada

ISBN 10:  3790814962 ISBN 13:  9783790814965
Editorial: Physica-Verlag GmbH & Co, 2002
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