Probabilistic Graphical Models

Antonucci, Alessandro and De Campos, Cassio Polpo and Zaffalon, Marco (2014) Probabilistic Graphical Models. Technical Report. UNSPECIFIED.

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This report presents probabilistic graphical models that are based on imprecise probabilities using a comprehensive language. In particular, the discussion is focused on credal networks and discrete domains. It describes the building blocks of credal networks, algorithms to perform inference, and discusses on complexity results and related work. The goal is to present an easy-to-follow introduction to the topic.

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