Hierarchical Bayesian Optimization Algorithm Toward A New Generation Of Evolutionary Algorithms(2005th Edition)
Authors:
Martin Pelikan
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Book details
ISBN: 3540237747, 978-3540237747
Book publisher: Springer
Book Price $0 : 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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