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Hierarchical Bayesian Optimization Algorithm Toward a New Generation of Evolutionary Algorithms

Hardcover • 2005 • English

Hierarchical Bayesian Optimization Algorithm Toward a New Generation of Evolutionary Algorithms

By Martin Pelikan

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About the book

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...Show more

Technical design
Engineering graphics and draughting / technical drawing

Book details

ISBN

9783540237747

Publisher

Springer Science & Business Media

Published year

2005

Language

English

Original title

Hierarchical Bayesian Optimization Algorithm Toward a New Generation of Evolutionary Algorithms

Format

Hardcover

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