Albert Benveniste

(Author)

Adaptive Algorithms and Stochastic Approximations (Softcover Reprint of the Original 1st 1990)Paperback - Softcover Reprint of the Original 1st 1990, 24 February 2012

Adaptive Algorithms and Stochastic Approximations (Softcover Reprint of the Original 1st 1990)
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Part of Series
Stochastic Modelling and Applied Probability
Print Length
365 pages
Language
English
Publisher
Springer
Date Published
24 Feb 2012
ISBN-10
3642758967
ISBN-13
9783642758966

Description

Adaptive systems are widely encountered in many applications ranging through adaptive filtering and more generally adaptive signal processing, systems identification and adaptive control, to pattern recognition and machine intelligence: adaptation is now recognised as keystone of "intelligence" within computerised systems. These diverse areas echo the classes of models which conveniently describe each corresponding system. Thus although there can hardly be a "general theory of adaptive systems" encompassing both the modelling task and the design of the adaptation procedure, nevertheless, these diverse issues have a major common component: namely the use of adaptive algorithms, also known as stochastic approximations in the mathematical statistics literature, that is to say the adaptation procedure (once all modelling problems have been resolved). The juxtaposition of these two expressions in the title reflects the ambition of the authors to produce a reference work, both for engineers who use these adaptive algorithms and for probabilists or statisticians who would like to study stochastic approximations in terms of problems arising from real applications. Hence the book is organised in two parts, the first one user-oriented, and the second providing the mathematical foundations to support the practice described in the first part. The book covers the topcis of convergence, convergence rate, permanent adaptation and tracking, change detection, and is illustrated by various realistic applications originating from these areas of applications.

Product Details

Authors:
Albert BenvenisteMichel MetivierPierre Priouret
Book Edition:
Softcover Reprint of the Original 1st 1990
Book Format:
Paperback
Country of Origin:
NL
Date Published:
24 February 2012
Dimensions:
23.39 x 15.6 x 1.98 cm
ISBN-10:
3642758967
ISBN-13:
9783642758966
Language:
English
Location:
Berlin, Heidelberg
Pages:
365
Publisher:
Weight:
530.7 gm

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