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particle mcmc

4 papers

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Co-occurring keywords

bayesian inference (1907) gaussian process (1200) markov chain monte carlo (725) stochastic processes (22) disease progression (37) nonparametric inference (30) continuous time systems (2) exact mcmc sampling (1) discrete state systems (1) forward-backward algorithm (12)

Papers

Computationally Efficient Bayesian Learning of Gaussian Process State Space Models AISTATS 2016
Bayesian Inference and Learning in Gaussian Process State-Space Models with Particle MCMC NIPS 2013
MCMC for continuous-time discrete-state systems NIPS 2012
Priors over Recurrent Continuous Time Processes NIPS 2011