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Hierarchical Bayesian Optimization Algorithm: Toward a New Generation of Evolutionary Algorithms (Studies in Fuzziness and Soft Computing) [Hardcover]

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Item description for Hierarchical Bayesian Optimization Algorithm: Toward a New Generation of Evolutionary Algorithms (Studies in Fuzziness and Soft Computing) by Martin Pelikan...

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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Item Specifications...


Pages   166
Est. Packaging Dimensions:   Length: 9.4" Width: 6.3" Height: 0.6"
Weight:   0.85 lbs.
Binding  Hardcover
Release Date   Mar 24, 2005
Publisher   Springer
ISBN  3540237747  
ISBN13  9783540237747  


Availability  125 units.
Availability accurate as of Jan 19, 2017 10:45.
Usually ships within one to two business days from La Vergne, TN.
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Product Categories

1Books > Special Features > New & Used Textbooks > Computer Science & Information Systems > Algorithms
2Books > Special Features > New & Used Textbooks > Computer Science & Information Systems > Artificial Intelligence
3Books > Special Features > New & Used Textbooks > Sciences > Mathematics
4Books > Subjects > Computers & Internet > Computer Science > Artificial Intelligence > Computer Mathematics
5Books > Subjects > Computers & Internet > Computer Science > Artificial Intelligence > General
6Books > Subjects > Computers & Internet > General
7Books > Subjects > Computers & Internet > Programming > Algorithms > General
8Books > Subjects > Computers & Internet > Programming > Algorithms > Genetic
9Books > Subjects > Professional & Technical > Professional Science > Mathematics > Applied > General
10Books > Subjects > Science > Mathematics > Applied > General
11Books > Subjects > Science > Mathematics > General



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