Książka Representations for Genetic and Evolutionary Algorithms Franz Rothlauf

Representations for Genetic and Evolutionary Algorithms

Język: Angielski
Oprawa: Miękka
Dostępność: Dostępna u dostawcy
Wysyłamy za 5-8 dni
212.24
In the field of genetic and evolutionary algorithms (GEAs), much theory and empirical study has been...

Informacje o książce

Język
Angielski
Oprawa
Książka - Miękka
Data wydania
2012
strony
290
EAN
9783642880964
ISBN
3642880967
Enbook ID
05281879
Waga
474
Wymiary
155 x 235 x 17

Pełny opis

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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