Probabilistic Logic Programming under Inheritance with Overriding
We present probabilistic logic programming under 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 default reasoning with conditional constraints. We analyze the semantic properties of the new entailment relations. We also present algorithms for probabilistic logic programming under inheritance with overriding, and we analyze its complexity in the propositional case.
Proceedings of the 17th Conference in Uncertainty in Artificial Intelligence‚ UAI 2001‚ Seattle‚ Washington‚ USA‚ August 2−5‚ 2001
Jack S. Breese and Daphne Koller