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Hierarchical Bayesian Optimization Algorithm

Name: Hierarchical Bayesian Optimization Algorithm
Brand: Studies In Fuzziness And Soft Computing
Price: 60.94 EUR
Availability: InStock
Author: Martin Pelikan
ISBN: 9783642062735

Toward a New Generation of Evolutionary Algorithms

Martin Pelikan

Editore:: Springer Berlin Heidelberg
Collana:: Studies In Fuzziness And Soft Computing
EAN:: 9783642062735
ISBN:: 3642062733
Pagine:: 184
Formato:: Paperback
Lingua:: Tedesco

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Descrizione Hierarchical Bayesian Optimization Algorithm

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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Hierarchical Bayesian Optimization Algorithm

Toward a New Generation of Evolutionary Algorithms

Martin Pelikan

Springer Berlin Heidelberg

9783642062735

3642062733

Descrizione Hierarchical Bayesian Optimization Algorithm

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