Probabilistic Logic Programming Under Inheritance with Overriding

Abstract

We present probabilistic logic programming un­ der inheritance with overriding. This approach is based on new notions of entailment for reasoning with conditional constraints, which are obtained from the classical notion of logical entailment by adding inheritance with overriding. This is done by using recent approaches to probabilistic de­ fault reasoning with conditional constraints. We analyze the semantic properties of the new en­ tailment relations. We also present algorithm s for probabilistic logic prograrruning under inh er­ itance with overriding, and we analyze its com­ plexity in the propositional case.

Cite

Text

Lukasiewicz. "Probabilistic Logic Programming Under Inheritance with Overriding." Conference on Uncertainty in Artificial Intelligence, 2001.

Markdown

[Lukasiewicz. "Probabilistic Logic Programming Under Inheritance with Overriding." Conference on Uncertainty in Artificial Intelligence, 2001.](https://mlanthology.org/uai/2001/lukasiewicz2001uai-probabilistic/)

BibTeX

@inproceedings{lukasiewicz2001uai-probabilistic,
  title     = {{Probabilistic Logic Programming Under Inheritance with Overriding}},
  author    = {Lukasiewicz, Thomas},
  booktitle = {Conference on Uncertainty in Artificial Intelligence},
  year      = {2001},
  pages     = {329-336},
  url       = {https://mlanthology.org/uai/2001/lukasiewicz2001uai-probabilistic/}
}