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Stochastic Approximation: A Dynamical Systems Viewpoint: 48 - Brossura

 
9789819982738: Stochastic Approximation: A Dynamical Systems Viewpoint: 48

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Sinossi

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.

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Altre edizioni note dello stesso titolo

9789819982769: Stochastic Approximation. a Dynamical Systems Viewpoint: 48

Edizione in evidenza

ISBN 10:  9819982766 ISBN 13:  9789819982769
Casa editrice: Springer Nature, 2024
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