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Könyv Representations for Genetic and Evolutionary Algorithms Franz Rothlauf

Representations for Genetic and Evolutionary Algorithms

Szerző: Franz Rothlauf
Nyelv: Angol
Kötés: Puha kötésű
Kiadó: Springer-Verlag Berlin and Heidelberg GmbH & Co. KG
Elérhetőség: Beszállítói készleten
Küldés 5-8 napon belül
19 305 Ft
In the field of genetic and evolutionary algorithms (GEAs), much theory and empirical study has been...

Információk a könyvről

Szerző
Franz Rothlauf
Nyelv
Angol
Kötés
Könyv - Puha kötésű
Kiadva
2012
oldal
290
EAN
9783642880964
ISBN
3642880967
Enbook ID
05281879
Kiadó
Springer-Verlag Berlin and Heidelberg GmbH & Co. KG
Súly
474
Méretek
155 x 235 x 17

Teljes leírás

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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