Probabilistic Sentential Decision Diagrams

@inproceedings{Kisa2014ProbabilisticSD,
  title={Probabilistic Sentential Decision Diagrams},
  author={Doga Kisa and Guy Van den Broeck and Arthur Choi and Adnan Darwiche},
  booktitle={KR},
  year={2014}
}
We propose the Probabilistic Sentential Decision Diagram (PSDD): A complete and canonical representation of probability distributions defined over the models of a given propositional theory. Each parameter of a PSDD can be viewed as the (conditional) probability of making a decision in a corresponding Sentential Decision Diagram (SDD). The SDD itself is a recently proposed complete and canonical representation of propositional theories. We explore a number of interesting properties of PSDDs… CONTINUE READING
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