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...

Full description

Bibliographic Details
Main Author: Lukasiewicz, T
Format: Conference item
Published: Morgan Kaufmann 2001
_version_ 1826279284326531072
author Lukasiewicz, T
author_facet Lukasiewicz, T
author_sort Lukasiewicz, T
collection OXFORD
description <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>
first_indexed 2024-03-06T23:56:26Z
format Conference item
id oxford-uuid:74605dde-7f2c-44db-bb7b-9bd50295689e
institution University of Oxford
last_indexed 2024-03-06T23:56:26Z
publishDate 2001
publisher Morgan Kaufmann
record_format dspace
spelling oxford-uuid:74605dde-7f2c-44db-bb7b-9bd50295689e2022-03-26T20:02:18ZProbabilistic Logic Programming under Inheritance with OverridingConference itemhttp://purl.org/coar/resource_type/c_5794uuid:74605dde-7f2c-44db-bb7b-9bd50295689eDepartment of Computer ScienceMorgan Kaufmann2001Lukasiewicz, T<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>
spellingShingle Lukasiewicz, T
Probabilistic Logic Programming under Inheritance with Overriding
title Probabilistic Logic Programming under Inheritance with Overriding
title_full Probabilistic Logic Programming under Inheritance with Overriding
title_fullStr Probabilistic Logic Programming under Inheritance with Overriding
title_full_unstemmed Probabilistic Logic Programming under Inheritance with Overriding
title_short Probabilistic Logic Programming under Inheritance with Overriding
title_sort probabilistic logic programming under inheritance with overriding
work_keys_str_mv AT lukasiewiczt probabilisticlogicprogrammingunderinheritancewithoverriding