New book
"Sinopsis" puede pertenecer a otra edición de este libro.
Librería: Majestic Books, Hounslow, Reino Unido
Condición: New. Nº de ref. del artículo: 401831014
Cantidad disponible: 4 disponibles
Librería: Books Puddle, New York, NY, Estados Unidos de America
Condición: New. Nº de ref. del artículo: 26394578873
Cantidad disponible: 4 disponibles
Librería: Vedams eBooks (P) Ltd, New Delhi, India
Hardcover. Condición: New. Contents: 1. Introduction. 2. Convergence Analysis. 3. Finite time bounds and traps. 4. Stability Criteria. 5. Stochastic Recursive Inclusions. 6. Asynchronous Schemes. 7. A Limit Theorem for Fluctuations. 8. Multiple Timescales. 9. Constant Stepsize Algorithms. 10. General noise models. 11. Stochastic Gradient Schemes. 12. Liapunov and Related Systems. 13. Topics in Analysis. 14. Ordinary Differential Equations. 15. Topics in Probability. This book gives a comprehensive treatment of stochastic approximation algorithms using their differential equation limits, which lays bare its dynamical aspects. Highlights of the book include a streamlined treatment of classical results such as the analysis of asymptotic behavior for decreasing and constant stepsizes and the functional central limit theorem, and inclusion of several important extensions and recent developments such as concentration bounds, avoidance of traps, stability tests, asynchronous implementations, differential inclusion limits, multiple time scales, and general noise models. In addition, major applications are surveyed category-wise, with special focus on stochastic gradient descent. The book will be a valuable resource to students, researchers, and practitioners in statistics, applied probability, control and communication engineering, operations research, machine learning and economic models. Nº de ref. del artículo: 137877A
Cantidad disponible: 5 disponibles
Librería: Books in my Basket, New Delhi, India
Soft cover. Condición: New. ISBN:9788195196111,Territorial restriction maybe printed on the book. This is an Int'l edition, ISBN and cover may differ from US edition, Contents same as US edition. Nº de ref. del artículo: 2521552
Cantidad disponible: 1 disponibles
Librería: Books in my Basket, New Delhi, India
Soft cover. Condición: New. ISBN:9788195196111. Nº de ref. del artículo: 2296194
Cantidad disponible: 2 disponibles