Stochastic Approximation: A Dynamical Systems Viewpoint - Couverture souple

Borkar, Vivek S.

9789819982790: Stochastic Approximation: A Dynamical Systems Viewpoint

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ISBN 10 : 9819982790 ISBN 13 : 9789819982790

Editeur : Springer Verlag, Singapore, 2025

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�diteurSpringer Verlag, Singapore
Date d'�dition2025
ISBN 10 9819982790
ISBN 13 9789819982790
ReliureBroch�
Langueanglais
Num�ro d'�dition2
Nombre de pages273

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9789819982769: Stochastic Approximation. a Dynamical Systems Viewpoint

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ISBN 10 : 9819982766 ISBN 13 : 9789819982769
Editeur : Springer Verlag, Singapore, 2024
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Stochastic Approximation: A Dynamical Systems Viewpoint

Vivek S. Borkar

Edit� par Springer Nature Singapore, Springer Nature Singapore Feb 2025, 2025

ISBN 10 : 9819982790 ISBN 13 : 9789819982790

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Vendeur : BuchWeltWeit Ludwig Meier e.K., Bergisch Gladbach, Allemagne

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Taschenbuch. Etat : 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 r�f. du vendeur 9789819982790

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Stochastic Approximation: A Dynamical Systems Viewpoint

Vivek S. Borkar

Edit� par Springer Nature Singapore, Springer Nature Singapore, 2025

ISBN 10 : 9819982790 ISBN 13 : 9789819982790

Neuf Taschenbuch

Vendeur : AHA-BUCH GmbH, Einbeck, Allemagne

�valuation du vendeur 5 sur 5 �toiles

Taschenbuch. Etat : 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 r�f. du vendeur 9789819982790

Contacter le vendeur