For the most part, my work has focused on the computational aspects of inference in discrete probabilistic graphical models (e.g., Bayesian networks, Sum-Product networks), and in their use in classification and planning under uncertainty. More recently, I also became interested in probabilistic logics, that is, languages that combine logic and probability. A very nice example is ProbLog.

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