81 citations · 102 across the 9 of their papers we have counts for
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stat.ML2017★ 7 cited
Delayed Sampling and Automatic Rao-Blackwellization of Probabilistic Programs
Lawrence M. Murray, Daniel Lundén, Jan Kudlicka +2
We introduce a dynamic mechanism for the solution of analytically-tractable substructure in probabilistic programs, using conjugate priors and affine transformations to reduce vari…
stat.ML2015★ 1 cited
Sparse Partially Collapsed MCMC for Parallel Inference in Topic Models
Måns Magnusson, Leif Jonsson, Mattias Villani +1
Topic models, and more specifically the class of Latent Dirichlet Allocation (LDA), are widely used for probabilistic modeling of text. MCMC sampling from the posterior distributio…