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Stochastic Approximation: A Dynamicial Systems Viewpoint
Seller: Majestic Books, Hounslow, United Kingdom
Seller rating 4 out of 5 stars
Condition: New. Seller Inventory # 401831014
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Stochastic Approximation: A Dynamicial Systems Viewpoint
Seller: Books Puddle, New York, NY, U.S.A.
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Condition: New. Seller Inventory # 26394578873
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Stochastic Approximation: A Dynamicial Systems Viewpoint
Seller: Books in my Basket, New Delhi, India
Seller rating 5 out of 5 stars
Soft cover. Condition: New. ISBN:9788195196111,Territorial restriction maybe printed on the book. This is an Int'l edition, ISBN and cover may differ from US edition, Contents same as US edition. Seller Inventory # 2521552
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Stochastic Approximation: A Dynamicial Systems Viewpoint
Seller: Books in my Basket, New Delhi, India
Seller rating 5 out of 5 stars
Soft cover. Condition: New. ISBN:9788195196111. Seller Inventory # 2296194
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Stochastic Approximation: A Dynamical Systems View Point (2/e)
Seller: Vedams eBooks (P) Ltd, New Delhi, India
Seller rating 4 out of 5 stars
Hardcover. Condition: New. Contents: 1. Introduction. 2. Convergence Analysis. 3. Finite time bounds and traps. 4. Stability Criteria. 5. Stochastic Recursive Inclusions. 6. Asynchronous Schemes. 7. A Limit Theorem for Fluctuations. 8. Multiple Timescales. 9. Constant Stepsize Algorithms. 10. General noise models. 11. Stochastic Gradient Schemes. 12. Liapunov and Related Systems. 13. Topics in Analysis. 14. Ordinary Differential Equations. 15. Topics in Probability. This book gives a comprehensive treatment of stochastic approximation algorithms using their differential equation limits, which lays bare its dynamical aspects. Highlights of the book include a streamlined treatment of classical results such as the analysis of asymptotic behavior for decreasing and constant stepsizes and the functional central limit theorem, and inclusion of several important extensions and recent developments such as concentration bounds, avoidance of traps, stability tests, asynchronous implementations, differential inclusion limits, multiple time scales, and general noise models. In addition, major applications are surveyed category-wise, with special focus on stochastic gradient descent. The book will be a valuable resource to students, researchers, and practitioners in statistics, applied probability, control and communication engineering, operations research, machine learning and economic models. Seller Inventory # 137877A
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STOCHASTIC APPROXIMATION: A DYNAMICIAL SYSTEMS VIEWPOINT
Seller: SMASS Sellers, IRVING, TX, U.S.A.
Seller rating 4 out of 5 stars
Condition: New. Brand New, Softcover edition. This item may ship from the US or our Overseas warehouse depending on your location and stock availability. Seller Inventory # ASNNN-17894