Signals and Communication Technology
cover

The Variational Bayes Method in Signal Processing

Authors: #mídl, Václav, Quinn, Anthony

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eBook 86,86 €
price for Spain (gross)
  • ISBN 978-3-540-28820-6
  • Digitally watermarked, DRM-free
  • Included format: PDF
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  • Immediate eBook download after purchase
Hardcover 145,59 €
price for Spain (gross)
  • ISBN 978-3-540-28819-0
  • Free shipping for individuals worldwide
  • Usually dispatched within 3 to 5 business days.
  • The final prices may differ from the prices shown due to specifics of VAT rules
Softcover 106,90 €
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  • ISBN 978-3-642-06690-0
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  • The final prices may differ from the prices shown due to specifics of VAT rules
About this book

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.

Table of contents (9 chapters)

Table of contents (9 chapters)
  • Introduction

    Pages 1-11

  • Bayesian Theory

    Pages 13-23

  • Off-line Distributional Approximations and the Variational Bayes Method

    Pages 25-56

  • Principal Component Analysis and Matrix Decompositions

    Pages 57-88

  • Functional Analysis of Medical Image Sequences

    Pages 89-108

Buy this book

eBook 86,86 €
price for Spain (gross)
  • ISBN 978-3-540-28820-6
  • Digitally watermarked, DRM-free
  • Included format: PDF
  • ebooks can be used on all reading devices
  • Immediate eBook download after purchase
Hardcover 145,59 €
price for Spain (gross)
  • ISBN 978-3-540-28819-0
  • Free shipping for individuals worldwide
  • Usually dispatched within 3 to 5 business days.
  • The final prices may differ from the prices shown due to specifics of VAT rules
Softcover 106,90 €
price for Spain (gross)
  • ISBN 978-3-642-06690-0
  • Free shipping for individuals worldwide
  • Usually dispatched within 3 to 5 business days.
  • The final prices may differ from the prices shown due to specifics of VAT rules
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Bibliographic Information

Bibliographic Information
Book Title
The Variational Bayes Method in Signal Processing
Authors
Series Title
Signals and Communication Technology
Copyright
2006
Publisher
Springer-Verlag Berlin Heidelberg
Copyright Holder
Springer-Verlag Berlin Heidelberg
eBook ISBN
978-3-540-28820-6
DOI
10.1007/3-540-28820-1
Hardcover ISBN
978-3-540-28819-0
Softcover ISBN
978-3-642-06690-0
Series ISSN
1860-4862
Edition Number
1
Number of Pages
XX, 228
Number of Illustrations
65 b/w illustrations
Topics