Bayesian signal processing : classical, modern, and particle filtering methods /

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Bibliographic Details
Author / Creator:Candy, James V.
Imprint:Hoboken, N.J. : Wiley : IEEE, [2009]
©2009
Description:1 online resource (xxiii, 445 pages) : illustrations, map
Language:English
Series:Adaptive and learning systems for signal processing, communications, and control
Adaptive and learning systems for signal processing, communications, and control.
Subject:
Format: E-Resource Book
URL for this record:http://pi.lib.uchicago.edu/1001/cat/bib/13595719
Hidden Bibliographic Details
ISBN:9780470430583
0470430583
9781118210543
1118210549
0470180943
9780470180945
9780470430576
0470430575
9780470180945
1282316680
9781282316683
Digital file characteristics:data file
Notes:Includes bibliographical references and index.
Print version record.
Summary:New Bayesian approach helps you solve tough problems in signal processing with ease. Signal processing is based on this fundamental conceptthe extraction of critical information from noisy, uncertain data. Most techniques rely on underlying Gaussian assumptions for a solution, but what happens when these assumptions are erroneous? Bayesian techniques circumvent this limitation by offering a completely different approach that can easily incorporate non-Gaussian and nonlinear processes along with all of the usual methods currently available. This text enables readers to fully exploit the many a.
Other form:Print version: Candy, J.V. Bayesian signal processing. Hoboken, N.J. : Wiley : IEEE, ©2009 9780470180945 0470180943
Standard no.:10.1002/9780470430583

MARC

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245 1 0 |a Bayesian signal processing :  |b classical, modern, and particle filtering methods /  |c James V. Candy. 
264 1 |a Hoboken, N.J. :  |b Wiley :  |b IEEE,  |c [2009] 
264 4 |c ©2009 
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505 0 |a Bayestian estimation -- Simulation-based Bayesian methods -- State-space models for Bayesian processing -- Classical Bayesian state-space processors -- Modern Bayesian state-space processors -- Particle-based Bayesian state-space processors -- Joint Bayesian state/parametric processors -- Discrete hidden Markov model Bayesian processors -- Bayesian processors for physics-based applications. 
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650 0 |a Signal processing  |x Mathematics. 
650 0 |a Bayesian statistical decision theory.  |0 http://id.loc.gov/authorities/subjects/sh85012506 
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650 6 |a Théorie de la décision bayésienne. 
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650 7 |a TECHNOLOGY & ENGINEERING  |x Signals & Signal Processing.  |2 bisacsh 
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