102 citations · 315 across the 32 of their papers we have counts for
Showing 2014Show all
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stat.ME2014★ 6 cited
Infinite Structured Hidden Semi-Markov Models
Jonathan H. Huggins, Frank Wood
This paper reviews recent advances in Bayesian nonparametric techniques for constructing and performing inference in infinite hidden Markov models. We focus on variants of Bayesian…
stat.ML2014★ 4 cited
Tempering by Subsampling
Jan-Willem van de Meent, Brooks Paige, Frank Wood
In this paper we demonstrate that tempering Markov chain Monte Carlo samplers for Bayesian models by recursively subsampling observations without replacement can improve the perfor…