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Könyv Variational Bayes Method in Signal Processing Václav Mídl

Variational Bayes Method in Signal Processing

Szerző: Václav Mídl, Anthony Quinn
Nyelv: Angol
Kötés: Puha kötésű
Kiadó: Springer-Verlag Berlin and Heidelberg GmbH & Co. KG
Elérhetőség: Beszállítói készleten
Küldés 8-11 napon belül
38 234 Ft
This is the first book-length treatment of the Variational Bayes (VB) approximation in signal proces...

Információk a könyvről

Szerző
Václav Mídl, Anthony Quinn
Nyelv
Angol
Kötés
Könyv - Puha kötésű
Kiadva
2010
oldal
228
EAN
9783642066900
ISBN
3642066909
Enbook ID
01651913
Kiadó
Springer-Verlag Berlin and Heidelberg GmbH & Co. KG
Súly
385
Méretek
155 x 235 x 13

Teljes leírás

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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