On the Relationship between P-log and LPMLN

Balai, Evgenii; Gelfond, Michael

On the Relationship between P-log and LPMLN

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Proceedings of the Twenty-Fifth International Joint Conference on Artificial Intelligence. Pages 915-920.

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.

Evgenii Balai, and Michael Gelfond. 2016. On the Relationship between P-log and LPMLN. In Proceedings of the Twenty-Fifth International Joint Conference on Artificial Intelligence, IJCAI-16. IJCAI, 915–920. https://ijcai.org/proceedings/2016/134

@inproceedings{ijcai2016p134,
  title     = {On the Relationship between P-log and LPMLN},
  author    = {Balai, Evgenii and Gelfond, Michael},
  booktitle = {Proceedings of the Twenty-Fifth International Joint Conference on
               Artificial Intelligence, {IJCAI-16}},
  publisher = {AAAI Press / International Joint Conferences on Artificial Intelligence},
  editor    = {Subbarao Kambhampati},
  pages     = {915--920},
  year      = {2016},
  month     = {7},
  url       = {https://ijcai.org/proceedings/2016/134},
}

TY  - CPAPER
TI  - On the Relationship between P-log and LPMLN
AU  - Balai, Evgenii
AU  - Gelfond, Michael
T2  - Proceedings of the Twenty-Fifth International Joint Conference on Artificial Intelligence, IJCAI-16
PB  - AAAI Press / International Joint Conferences on Artificial Intelligence
PY  - 2016
SP  - 915
EP  - 920
UR  - https://ijcai.org/proceedings/2016/134
ER  -