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The Variational Bayes Method in Signal Processing
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SYSNO ASEP 0030768 Document Type B - Monograph R&D Document Type Monograph Title The Variational Bayes Method in Signal Processing Title Metoda Variační Bayes ve zpracování signálu Author(s) Šmídl, Václav (UTIA-B) RID, ORCID
Quinn, A. (IE)Issue data Heidelberg: Springer, 2005 ISBN 3-540-28819-8 Number of pages 227 s. Language eng - English Country DE - Germany Keywords variational Bayes ; statistical signal processing ; Bayesian filtering ; principial component analysis Subject RIV BD - Theory of Information R&D Projects 1M0572 GA MŠMT - Ministry of Education, Youth and Sports (MEYS) 1ET100750401 GA AV ČR - Academy of Sciences of the Czech Republic (AV ČR) CEZ AV0Z10750506 - UTIA-B (2005-2011) Annotation This monograph is the first book-length treatment of the Variational Bayes approach to approximate Bayesian inference.The main contribution of the book is clean formalization of the approach into 8 distincive steps.This allows for reader to follow through derivation of inference algorithms for simple examples as well as real practical problems. Notably, full-length applications of the method in medical image processing and de-noising of audio signals are presented. Workplace Institute of Information Theory and Automation Contact Markéta Votavová, votavova@utia.cas.cz, Tel.: 266 052 201. Year of Publishing 2007
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