Denis Deratani Mauá

Learning probabilistic sentential decision diagrams under logic constraints by sampling and averaging

Probabilistic Sentential Decision Diagrams (PSDDs) are effective tools for combining uncertain knowledge in the form of (learned) probabilities and certain knowledge in the form of logical constraints. Despite some promising recent advances in the topic, very little attention has been given to the p…