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Particle filter with rejection control and unbiased estimator of the marginal likelihood


Oct 21, 2019
Jan Kudlicka, Lawrence M. Murray, Thomas B. Schön, Fredrik Lindsten


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Probabilistic programming for birth-death models of evolution using an alive particle filter with delayed sampling


Jul 10, 2019
Jan Kudlicka, Lawrence M. Murray, Fredrik Ronquist, Thomas B. Schön


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Automated learning with a probabilistic programming language: Birch


Oct 02, 2018
Lawrence M. Murray, Thomas B. Schön


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Delayed Sampling and Automatic Rao-Blackwellization of Probabilistic Programs


Mar 21, 2018
Lawrence M. Murray, Daniel Lundén, Jan Kudlicka, David Broman, Thomas B. Schön

* Proceedings of the 21st International Conference on Artificial Intelligence and Statistics (AISTATS) 2018 
* 13 pages, 4 figures 

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Anytime Monte Carlo


Jun 07, 2017
Lawrence M. Murray, Sumeetpal Singh, Pierre E. Jacob, Anthony Lee

* 20 pages, 7 figures 

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