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Stochastic Approximation: A Dynamical Systems Viewpoint (Texts and Readings in Mathematics, 48) - Softcover
- PublisherSpringer
- Publication date2025
- ISBN 10 9819982790
- ISBN 13 9789819982790
- BindingPaperback
- LanguageEnglish
- Edition number2
- Number of pages288
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Stochastic Approximation: A Dynamical Systems Viewpoint
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Springer Nature Singapore, Springer Nature Singapore Feb 2025, 2025
ISBN 10: 9819982790
ISBN 13: 9789819982790
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Seller: BuchWeltWeit Ludwig Meier e.K., Bergisch Gladbach, Germany
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Taschenbuch. Condition: Neu. This item is printed on demand - it takes 3-4 days longer - Neuware -This book serves as an advanced text for a graduate course on stochastic algorithms for the students of probability and statistics, engineering, economics and machine learning. This second edition gives a comprehensive treatment of stochastic approximation algorithms based on the ordinary differential equation (ODE) approach which analyses the algorithm in terms of a limiting ODE. It has a streamlined treatment of the classical convergence analysis and includes several recent developments such as concentration bounds, avoidance of traps, stability tests, distributed and asynchronous schemes, multiple time scales, general noise models, etc., and a category-wise exposition of many important applications. It is also a useful reference for researchers and practitioners in the field. 292 pp. Englisch. Seller Inventory # 9789819982790
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Stochastic Approximation: A Dynamical Systems Viewpoint
Published by
Springer Nature Singapore, Springer Nature Singapore, 2025
ISBN 10: 9819982790
ISBN 13: 9789819982790
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Taschenbuch
Seller: AHA-BUCH GmbH, Einbeck, Germany
Seller rating 5 out of 5 stars
Taschenbuch. Condition: Neu. Druck auf Anfrage Neuware - Printed after ordering - This book serves as an advanced text for a graduate course on stochastic algorithms for the students of probability and statistics, engineering, economics and machine learning. This second edition gives a comprehensive treatment of stochastic approximation algorithms based on the ordinary differential equation (ODE) approach which analyses the algorithm in terms of a limiting ODE. It has a streamlined treatment of the classical convergence analysis and includes several recent developments such as concentration bounds, avoidance of traps, stability tests, distributed and asynchronous schemes, multiple time scales, general noise models, etc., and a category-wise exposition of many important applications. It is also a useful reference for researchers and practitioners in the field. Seller Inventory # 9789819982790
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Stochastic Approximation: A Dynamical Systems Viewpoint: 48 (Texts and Readings in Mathematics)
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Stochastic Approximation: A Dynamical Systems Viewpoint: 48 (Texts and Readings in Mathematics)
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Stochastic Approximation: A Dynamical Systems Viewpoint: 48 (Texts and Readings in Mathematics)
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