Learning Logic Programs with Annotated Disjunctions

@inproceedings{Riguzzi2004LearningLP,
  title={Learning Logic Programs with Annotated Disjunctions},
  author={Fabrizio Riguzzi},
  booktitle={ILP},
  year={2004}
}
Logic Programs with Annotated Disjunctions (LPADs) provide a simple and elegant framework for integrating probabilistic reasoning and logic programming. In this paper we propose an algorithm for learning LPADs. The learning problem we consider consists in starting from a sets of interpretations annotated with their probability and finding one (or more) LPAD that assign to each interpretation the associated probability. The learning algorithm first finds all the disjunctive clauses that are true… CONTINUE READING
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