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Overview of Bayesian sequential Monte Carlo methods for group and extended object tracking.

, , , , , and . Digital Signal Processing, (2014)

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Bayesian model selection for time series using Markov chain Monte Carlo., and . ICASSP, page 3733-3736. IEEE Computer Society, (1997)Marginal MAP estimation using Markov chain Monte Carlo., , and . ICASSP, page 1753-1756. IEEE Computer Society, (1999)Monte Carlo filtering and smoothing with application to time-varying spectral estimation., , and . ICASSP, page 701-704. IEEE, (2000)Inference in symmetric alpha-stable noise using MCMC and the slice sampler.. ICASSP, page 3806-3809. IEEE, (2000)Bayesian interpolation in a dynamic sinusoidal model with application to packet-loss concealment., , , , and . EUSIPCO, page 239-243. IEEE, (2010)MCMC for joint noise reduction and missing data treatment in degraded video., and . IEEE Trans. Signal Processing, 50 (2): 189-205 (2002)Structure inference for networks with general non-parametric inter-object relationships., and . FUSION, page 2193-2200. IEEE, (2012)Sparse Linear Regression With Structured Priors and Application to Denoising of Musical Audio., , , and . IEEE Trans. Audio, Speech & Language Processing, 16 (1): 174-185 (2008)Fundamental Frequency Estimation in Speech Signals With Variable Rate Particle Filters., and . IEEE/ACM Trans. Audio, Speech & Language Processing, 24 (5): 890-900 (2016)Blind separation of sparse sources using variational EM., , and . EUSIPCO, page 1-4. IEEE, (2005)