Stochastic Approximation: A Dynamical Systems Viewpoint: 48 (Texts and Readings in Mathematics) - Tapa blanda

Borkar, Vivek S.

9789819982790: Stochastic Approximation: A Dynamical Systems Viewpoint: 48 (Texts and Readings in Mathematics)

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ISBN 10: 9819982790 ISBN 13: 9789819982790

Editorial: Springer-Verlag GmbH, 2025

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EditorialSpringer-Verlag GmbH
A�o de publicaci�n2025
ISBN 10 9819982790
ISBN 13 9789819982790
Encuadernaci�nTapa blanda
IdiomaIngl�s
N�mero de edici�n2
N�mero de p�ginas292

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9789819982769: Stochastic Approximation: A Dynamical Systems Viewpoint: 48 (Texts and Readings in Mathematics)

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Stochastic Approximation: A Dynamical Systems Viewpoint

Vivek S. Borkar

Publicado por Springer Nature Singapore, Springer Nature Singapore Feb 2025, 2025

ISBN 10: 9819982790 ISBN 13: 9789819982790

Nuevo Taschenbuch

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Librería: BuchWeltWeit Ludwig Meier e.K., Bergisch Gladbach, Alemania

Calificaci�n del vendedor: 5 de 5 estrellas

Taschenbuch. Condici�n: 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. N� de ref. del art�culo: 9789819982790

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Stochastic Approximation: A Dynamical Systems Viewpoint

Vivek S. Borkar

Publicado por Springer Nature Singapore, Springer Nature Singapore, 2025

ISBN 10: 9819982790 ISBN 13: 9789819982790

Nuevo Taschenbuch

Librería: AHA-BUCH GmbH, Einbeck, Alemania

Calificaci�n del vendedor: 5 de 5 estrellas

Taschenbuch. Condici�n: 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. N� de ref. del art�culo: 9789819982790

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