Samian

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SamIam is a comprehensive tool for modeling and reasoning with Bayesian networks, developed in Java by the Automated Reasoning Group of Professor Adnan Darwiche at UCLA.

Link to website: http://reasoning.cs.ucla.edu/samiam/