Linkage in evolutionary computation

In recent years, the issue of linkage in GEAs has garnered greater attention and recognition from researchers. Conventional approaches that rely much on ad hoc tweaking of parameters to control the search by balancing the level of exploitation and exploration are grossly inadequate. As shown in the...

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Detaylı Bibliyografya
Yazar: Chen, Ying-ping
Diğer Yazarlar: Kacprzyk, Janusz, 1947- (Yayın yönetmeni), Chen, Ying-ping, 19..- (Yayın yönetmeni), Lim, Meng-Hiot (Yayın yönetmeni)
Materyal Türü: Livre numérique
Dil:Anglais
Baskı/Yayın Bilgisi: Berlin, Heidelberg : Springer Berlin Heidelberg [20..].
Cham : Springer Nature
Edisyon:1st ed. 2008.
Seri Bilgileri:Studies in Computational Intelligence 157
Online Erişim:Accès sur la plateforme de l'éditeur
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Accès Université d'Orléans
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Not: Archives Springer e-books (Licence nationale)
Archives Springer e-books (Licence nationale)
Autres localisations: Voir dans le Sudoc
Edition sous un autre format:• Linkage in Evolutionary Computation, Texte imprimé, 9783540873129
• Linkage in Evolutionary Computation, Texte imprimé, 9783642098765
• Linkage in Evolutionary Computation, Texte imprimé, 9783540850670
• Linkage in Evolutionary Computation, Texte imprimé, 9783540873129
• Linkage in Evolutionary Computation, Texte imprimé, 9783642098765
• Linkage in Evolutionary Computation, Texte imprimé, 9783540850670
Diğer Bilgiler
Özet:In recent years, the issue of linkage in GEAs has garnered greater attention and recognition from researchers. Conventional approaches that rely much on ad hoc tweaking of parameters to control the search by balancing the level of exploitation and exploration are grossly inadequate. As shown in the work reported here, such parameters tweaking based approaches have their limits; they can be easily fooled by cases of triviality or peculiarity of the class of problems that the algorithms are designed to handle. Furthermore, these approaches are usually blind to the interactions between the decision variables, thereby disrupting the partial solutions that are being built up along the way. The whole volume consisting of 19 chapters is divided into 3 parts: Models and Theories; Operators and Frameworks; Applications. This edited volume will serve as a useful guide and reference for researchers who are currently working in the area of linkage. For postgraduate research students, this volume will serve as a good source of reference. It is also suitable as a text for a graduate level course focusing on linkage issues. For practitioners who are looking at putting into practice the concept of linkage, the few chapters on applications will serve as a useful guide.
Diğer Bilgileri:Archives Springer e-books (Licence nationale)
Archives Springer e-books (Licence nationale)
ISBN:9783540850687
ISSN:1860-9503
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