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Hierarchical Bayesian Optimization Algorithm Toward a New Generation of Evolutionary Algorithms

Innbundet • 2005 • Engelsk

Hierarchical Bayesian Optimization Algorithm Toward a New Generation of Evolutionary Algorithms

Av Martin Pelikan

0 vurderinger • 0.0 av 5

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Om boken

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 book focuses 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). BOA and hBOA are theoretically and empirically shown to provide robust and scalable solution f...Vis mer

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Om boken

ISBN

9783540237747

Forlag

Springer Science & Business Media

Publiseringsår

2005

Språk

Engelsk

Originaltittel

Hierarchical Bayesian Optimization Algorithm Toward a New Generation of Evolutionary Algorithms

Format

Innbundet

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0 vurderinger • 0.0 av 5

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