Representations for Genetic and Evolutionary Algorithms

Franz Rothlauf

ISBN 10: 3790814962 / ISBN 13: 9783790814965

Edité par Physica/SV SPRINGER V., 2002

A propos de cet article

This is a fine, as new, first edition copy, no DJ, blue-brown spine. N° de réf. du vendeur 087188

Détails bibliographiques

Titre : Representations for Genetic and Evolutionary...

Éditeur : Physica/SV SPRINGER V.

Date d'édition : 2002

Reliure : Hardcover

Etat : Fine

Etat de la jaquette : No DJ

Edition : First Edition, First Printing

A propos de ce titre

Synopsis :

Book by Rothlauf Franz

Présentation de l'éditeur:

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.