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Learning Automata and Stochastic Optimization : Communications and Control Engineering (Paperback) - A.S. Pozniak

Learning Automata and Stochastic Optimization

Communications and Control Engineering (Paperback)

Paperback

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In the last decade there has been a steadily growing need for and interest in computational methods for solving stochastic optimization problems with or wihout constraints. Optimization techniques have been gaining greater acceptance in many industrial applications, and learning systems have made a significant impact on engineering problems in many areas, including modelling, control, optimization, pattern recognition, signal processing and diagnosis. Learning automata have an advantage over other methods in being applicable across a wide range of functions. Featuring new and efficient learning techniques for stochastic optimization, and with examples illustrating the practical application of these techniques, this volume will be of benefit to practicing control engineers and to graduate students taking courses in optimization, control theory or statistics.

Stochastic Optimizationp. 3
On Learning Automatap. 27
Unconstrained Optimization Problemsp. 43
Constrained Optimization Problemsp. 107
Optimization of Nonstationary Functionsp. 161
Referencesp. 189
Theorems and Lemmasp. 191
Stochastic Processesp. 200
Indexp. 203
Table of Contents provided by Blackwell. All Rights Reserved.

ISBN: 9783540761549
ISBN-10: 3540761543
Series: Communications and Control Engineering (Paperback)
Audience: General
Format: Paperback
Language: English
Number Of Pages: 207
Publisher: Springer-Verlag Berlin and Heidelberg Gmbh & Co. Kg
Country of Publication: DE
Dimensions (cm): 23.39 x 15.6  x 1.17
Weight (kg): 0.31