Książka Hierarchical Bayesian Optimization Algorithm Martin Pelikan

Hierarchical Bayesian Optimization Algorithm

Toward a New Generation of Evolutionary Algorithms

Język: Angielski
Oprawa: Twarda
Dostępność: Dostępna u dostawcy w małych ilościach
Wysyłamy za 13-18 dni
240.43
This book provides a framework for the design of competent optimization techniques by combining adva...

Informacje o książce

Język
Angielski
Oprawa
Książka - Twarda
Data wydania
2005
strony
166
EAN
9783540237747
ISBN
3540237747
Enbook ID
01560051
Waga
406
Wymiary
165 x 242 x 16

Pełny opis

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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