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portada representations for genetic and evolutionary algorithms
Type
Physical Book
Author
Preface by
Publisher
Year
2012
Language
English
Pages
290
Format
Paperback
Dimensions
23.4 x 15.6 x 1.7 cm
Weight
0.44 kg.
ISBN
3642880967
ISBN13
9783642880964
Categories

representations for genetic and evolutionary algorithms

Franz Rothlauf (Author) · D. E. Goldberg (Preface by) · Physica-Verlag · Paperback

representations for genetic and evolutionary algorithms - Goldberg, D. E. ; Rothlauf, Franz

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Synopsis "representations for genetic and evolutionary algorithms"

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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