Probabilistic Logic Programming under Inheritance with Overriding

<p>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 don...

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Detalhes bibliográficos
Autor principal: Lukasiewicz, T
Formato: Conference item
Publicado em: Morgan Kaufmann 2001
Descrição
Resumo:<p>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.</p>