The variational Bayes method in signal processing

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 rev...

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Bibliografske podrobnosti
Auteurs principaux: Šmídl, Václav, 19..-, Quinn, Anthony, 19..-...., professeur d'électronique (Auteur)
Format: Livre numérique
Jezik:Anglais
Izdano: Berlin, Heidelberg : Springer Berlin Heidelberg 2006.
Cham : Springer Nature
Serija:Signals and Communication Technology
Teme:
Online dostop:Accès sur la plateforme de l'éditeur
Accès sur la plateforme Istex
Accès Université d'Orléans
Accès INSA CVL
Sporočilo: Archives Springer e-books (Licence nationale)
Archives Springer e-books (Licence nationale)
Autres localisations: Voir dans le Sudoc
Edition sous un autre format:• The Variational Bayes Method in Signal Processing, Texte imprimé, 9783642066900
• The Variational Bayes Method in Signal Processing, Texte imprimé, 9783540815433
• The Variational Bayes Method in Signal Processing, Texte imprimé, 9783540288190
Kazalo:
  • Bayesian Theory
  • Off-line Distributional Approximations and the Variational Bayes Method
  • Principal Component Analysis and Matrix Decompositions
  • Functional Analysis of Medical Image Sequences
  • On-line Inference of Time-Invariant Parameters
  • On-line Inference of Time-Variant Parameters
  • The Mixture-based Extension of the AR Model (MEAR)
  • Concluding Remarks.