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Armando Freitas da Rocha
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دانلود کتاب Hierarchical Bayesian Optimization Algorithm: Toward a New Generation of Evolutionary Algorithms
by Armando Freitas da Rocha|
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عنوان فارسی: سلسله مراتبی الگوریتم بهینه سازی بیزی: به سوی نسل جدید از الگوریتم های تکاملی |
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جزییات کتاب
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.
کتاب های مرتبط
Hierarchical Bayesian Optimization Algorithm: Toward a new Generation ...
Martin Pelikan (auth.), 2005 
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