Stochastic Global Optimization: 9 (Springer Optimization and Its Applications) - Tapa dura

Zhigljavsky, Anatoly; Zilinskas, Antanas

 
9780387740225: Stochastic Global Optimization: 9 (Springer Optimization and Its Applications)
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ISBN 10: 0387740228 ISBN 13: 9780387740225
Editorial: Springer, 2007

Sinopsis

This book examines the main methodological and theoretical developments in stochastic global optimization. It is designed to inspire readers to explore various stochastic methods of global optimization by clearly explaining the main methodological principles and features of the methods. Among the book’s features is a comprehensive study of probabilistic and statistical models underlying the stochastic optimization algorithms.

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De la contraportada

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.

Stochastic Global Optimization is intended for mature researchers and graduate students interested in global optimization, operations research, computer science, probability, statistics, computational and applied mathematics, mechanical and chemical engineering, and many other fields where methods of global optimization can be used.

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Editorial
Springer
Año de publicación
2007
Idioma
Inglés
ISBN 10 
0387740228
ISBN 13 
9780387740225
Encuadernación
Tapa dura
Número de páginas
276
Contacto del fabricante
no disponible
Persona responsable
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Hamburg
Alemania

Otras ediciones populares con el mismo título

9781441944856: Stochastic Global Optimization: 9 (Springer Optimization and Its Applications)

Edición Destacada

ISBN 10:  1441944850 ISBN 13:  9781441944856
Editorial: Springer, 2010
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