I am an Assistant Professor at the Department of Computer Science of the Institute of Mathematics and Statistics of the University of São Paulo. My research is on probabilistic reasoning, and its application to artificial intelligence and machine learning.
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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