Stochastic Approximation

Stochastic Approximation

M.T. Wasan , Béla Bollobás , W. Fulton
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Jun 3, 2004 · English · Paperback (216 pages)
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Book Details

Format Paperback
Pages 216
Language English
Published Jun 3, 2004
Publisher Cambridge University Press
ISBN-10 0521604850
ISBN-13 9780521604857

Description

Stochastic approximation is a relatively new technique for studying the properties of an experimental situation; it has important applications in fields such as medicine and engineering. The subject can be treated either largely as a branch of pure mathematics, or else from an empirical and practical angle. In this book, Dr Wasan gives a rigorous mathematical treatment of the subject, drawing together the scattered results of a number of authors. He discusses the conditions under which the method gives a valid approximation to the required solution; methods for optimal choice of parameters to hasten convergence; the comparison of the method with other techniques. The discussion and proofs of theorems are given in enough detail to make them easy to follow, while a number of interesting examples show how the techniques may be applied in many fields.
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