Structure learning of probabilistic logic programs by searching the clause space

@article{Bellodi2015StructureLO,
  title={Structure learning of probabilistic logic programs by searching the clause space},
  author={Elena Bellodi and Fabrizio Riguzzi},
  journal={TPLP},
  year={2015},
  volume={15},
  pages={169-212}
}
Learning probabilistic logic programming languages is receiving an increasing attention and systems are available for learning the parameters (PRISM, LeProbLog, LFI-ProbLog and EMBLEM) or both the structure and the parameters (SEM-CP-logic and SLIPCASE) of these languages. In this paper we present the algorithm SLIPCOVER for “Structure LearnIng of Probabilistic logic programs by searChing OVER the clause space”. It performs a beam search in the space of probabilistic clauses and a greedy search… CONTINUE READING
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