Książka Stochastic Global Optimization Anatoly Zhigljavsky

Stochastic Global Optimization

Język: Angielski
Oprawa: Twarda
Dostępność: Dostępna u dostawcy
Wysyłamy za 10-13 dni
423.49
This book presents the main methodological and theoretical developments in stochastic global optimiz...

Informacje o książce

Język
Angielski
Oprawa
Książka - Twarda
Data wydania
2007
strony
262
EAN
9780387740225
ISBN
0387740228
Enbook ID
01382709
Waga
1250
Wymiary
155 x 235 x 19

Pełny opis

This book presents the main methodological and theoretical developments in stochastic global optimization. The extensive text is divided into four chapters; the topics include the basic principles and methods of global random search, statistical inference in random search, Markovian and population-based random search methods, methods based on statistical models of multimodal functions and principles of rational decisions theory.§Key features: Inspires readers to explore various stochastic methods of global optimization by clearly explaining the main methodological principles and features of the methods; Includes a comprehensive study of probabilistic and statistical models underlying the stochastic optimization algorithms; Expands upon more sophisticated techniques including random and semi-random coverings, stratified sampling schemes, Markovian algorithms and population based algorithms; Provides a thorough description of the methods based on statistical models of objective function; Discusses criteria for evaluating efficiency of optimization algorithms and difficulties occurring in applied global optimization.

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