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Hierarchical Bayesian Optimization Algorithm: Toward A New Generation Of Evolutionary Algorithms - Couverture rigide

Pelikan, Martin

 
9783540237747: Hierarchical Bayesian Optimization Algorithm: Toward A New Generation Of Evolutionary Algorithms
Couverture rigide
ISBN 10 : 3540237747 ISBN 13 : 9783540237747
Editeur : Springer-Verlag Berlin and Heidelberg GmbH & Co. K, 2005

Synopsis

This book provides a framework for the design of competent optimization techniques by combining advanced evolutionary algorithms with state-of-the-art machine learning techniques. The primary focus of the book is on two algorithms that replace traditional variation operators of evolutionary algorithms, by learning and sampling Bayesian networks: the Bayesian optimization algorithm (BOA) and the hierarchical BOA (hBOA). They provide a scalable solution to a broad class of problems. The book provides an overview of evolutionary algorithms that use probabilistic models to guide their search, motivates and describes BOA and hBOA in a way accessible to a wide audience, and presents numerous results confirming that they are revolutionary approaches to black-box optimization.

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Éditeur
Springer-Verlag Berlin and Heidelberg GmbH & Co. K
Date d'édition
2005
Langue
anglais
ISBN 10 
3540237747
ISBN 13 
9783540237747
Reliure
Relié
Nombre de pages
184
Coordonnées du fabricant
non disponible
Personne responsable
CMN Printpool Inh. Mathis Neumann
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