Stochastic Approximation: A Dynamical Systems Viewpoint

Language: English

Published by Springer, Springer Feb 2025, 2025

9819982790 / 9789819982790

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This item is printed on demand - Print on Demand Titel. 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.Springer-Verlag KG, Sachsenplatz 4-6, 1201 Wien 292 pp. Englisch.

Seller Inventory # 9789819982790

Title
Stochastic Approximation: A Dynamical Systems Viewpoint
Author
Vivek S. Borkar
Publisher
Springer, Springer Feb 2025
Publication year
2025
Condition
Neu
Binding
Taschenbuch
Language
English
ISBN 10
9819982790
ISBN 13
9789819982790
Edition
2nd Edition
Item weight
500 grams
Dimensions
235x155x15 mm

buchversandmimpf2000

Emtmannsberg, BAYE, Germany

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AbeBooks seller since January 23, 2017

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