538 citations
- University College LondonGB83 papers
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Showing 2012 · stat.MEShow all
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stat.ME2012
Bayesian Inference for Gaussian Mixed Graph Models
Ricardo Silva, Zoubin Ghahramani
We introduce priors and algorithms to perform Bayesian inference in Gaussian models defined by acyclic directed mixed graphs. Such a class of graphs, composed of directed and bi-di…
stat.ME2012★ 8 cited
Fast MCMC sampling for Markov jump processes and continuous time Bayesian networks
Vinayak Rao, Yee Whye Teh
Markov jump processes and continuous time Bayesian networks are important classes of continuous time dynamical systems. In this paper, we tackle the problem of inferring unobserved…