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Hierarchical Bayesian Optimization Algorithm by Martin Pelikan, Hardcover | Indigo Chapters
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Hierarchical Bayesian Optimization Algorithm by Martin Pelikan, Hardcover | Indigo Chapters
From Martin Pelikan
Current price: $80.50
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Coles
Hierarchical Bayesian Optimization Algorithm by Martin Pelikan, Hardcover | Indigo Chapters
From Martin Pelikan
Current price: $80.50
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Size: 1 x 9.25 x 2.16
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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. | Hierarchical Bayesian Optimization Algorithm by Martin Pelikan, Hardcover | Indigo Chapters