Stochastic Approximation and Recursive Algorithms and Applications
Language: English
Published by Springer, 2010
Series: Book 5 of 30 - Stochastic Modelling and Applied Probability
- Softcover
- New
Seller: Majestic Books, Hounslow, United KingdomMajestic Books
AbeBooks seller since January 19, 2007
Condition: New
£ 260.55
Quantity: 4 available
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Print on Demand pp. 500 31 Illus.
Seller Inventory # 5805481
- Title
- Stochastic Approximation and Recursive Algorithms and Applications
- Author
- Yin G. George Kushner Harold
- Publisher
- Springer
- Publication year
- 2010
- Condition
- New
- Binding
- Soft cover
- Language
- English
- ISBN 10
- 1441918477
- ISBN 13
- 9781441918475
- Edition
- 2nd Edition
- Series
- Book 5 of 30: Stochastic Modelling and Applied Probability
"Synopsis" may belong to another edition of this title.
From the Back Cover
This revised and expanded second edition presents a thorough development of the modern theory of stochastic approximation or recursive stochastic algorithms for both constrained and unconstrained problems. There is a complete development of both probability one and weak convergence methods for very general noise processes. The proofs of convergence use the ODE method, the most powerful to date. The assumptions and proof methods are designed to cover the needs of recent applications. The development proceeds from simple to complex problems, allowing the underlying ideas to be more easily understood. Rate of convergence, iterate averaging, high-dimensional problems, stability-ODE methods, two time scale, asynchronous and decentralized algorithms, state-dependent noise, stability methods for correlated noise, perturbed test function methods, and large deviations methods are covered. Many motivating examples from learning theory, ergodic cost problems for discrete event systems, wireless communications, adaptive control, signal processing, and elsewhere illustrate the applications of the theory.
"About the title" may belong to another edition of this title.
Majestic Books
Hounslow, United Kingdom
AbeBooks seller since January 19, 2007
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