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The Variational Bayes Method in Signal Processing (Signals and Communication Technology)

Posted on 2010-04-14




Name:The Variational Bayes Method in Signal Processing (Signals and Communication Technology)
ASIN/ISBN:3540288198
Author:Anthony Quinn, V¨¢clav Sm¨ªdl
Publisher:Springer (2005)
Language:English
Pages:Hardcover, 227 pages
File size:2.2 Mb
   The Variational Bayes Method in Signal Processing (Signals and Communication Technology)

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Author: Anthony Quinn, V¨¢clav Sm¨ªdl


Publisher: Springer (2005)


Binding: Hardcover, 227 pages


pricer: $84.95


ISBN-10: 3540288198


editorialreviews

This is the first book-length treatment of the Variational Bayes (VB) approximation in signal processing. It has been written as a self-contained, self-learning guide for academic and industrial research groups in signal processing, data analysis, machine learning, identification and control. It reviews the VB distributional approximation, showing that tractable algorithms for parametric model identification can be generated in off-line and on-line contexts. Many of the principles are first illustrated via easy-to-follow scalar decomposition problems. In later chapters, successful applications are found in factor analysis for medical image sequences, mixture model identification and speech reconstruction. Results with simulated and real data are presented in detail. The unique development of an eight-step "VB method", which can be followed in all cases, enables the reader to develop a VB inference algorithm from the ground up, for their own particular signal or image model.




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Anthony Quinn and Vaclav Smidl, «The Variational Bayes Method in Signal Processing»Springer-Verlag | ISBN 3540288198 | December 2005 | 247 Pages | 3,60 MbPrimarily a research monograph, this first book-length treatment of VB approximation ...

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