On the Relationship Between P-Log and LPMLN

Abstract

The paper investigates the relationship between knowledge representation languages P-log and LPMLN designed for representing and reasoning with logic and probability. We give a translation from an important subset of LPMLN to P-log which preserves probabilistic functions defined by LPMLN programs and complements recent research by the authors of LPMLN where they give a similar translation from a subset of P-log to their language. This work sheds light on the different ways to treat inconsistency in both languages. PDF

Cite

Text

Balai and Gelfond. "On the Relationship Between P-Log and LPMLN." International Joint Conference on Artificial Intelligence, 2016.

Markdown

[Balai and Gelfond. "On the Relationship Between P-Log and LPMLN." International Joint Conference on Artificial Intelligence, 2016.](https://mlanthology.org/ijcai/2016/balai2016ijcai-relationship/)

BibTeX

@inproceedings{balai2016ijcai-relationship,
  title     = {{On the Relationship Between P-Log and LPMLN}},
  author    = {Balai, Evgenii and Gelfond, Michael},
  booktitle = {International Joint Conference on Artificial Intelligence},
  year      = {2016},
  pages     = {915-921},
  url       = {https://mlanthology.org/ijcai/2016/balai2016ijcai-relationship/}
}