Probabilistic Description Logic Programs

<p>Towards sophisticated representation and reasoning techniques that allow for probabilistic uncertainty in the Rules, Logic, and Proof layers of the Semantic Web, we present probabilistic description logic programs (or pdl-programs), which are a combination of description logic programs (or...

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Váldodahkki: Lukasiewicz, T
Materiálatiipa: Conference item
Almmustuhtton: Springer 2005
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author Lukasiewicz, T
author_facet Lukasiewicz, T
author_sort Lukasiewicz, T
collection OXFORD
description <p>Towards sophisticated representation and reasoning techniques that allow for probabilistic uncertainty in the Rules, Logic, and Proof layers of the Semantic Web, we present probabilistic description logic programs (or pdl-programs), which are a combination of description logic programs (or dl-programs) under the answer set semantics and the well-founded semantics with Poole's independent choice logic.We show that query processing in such pdl-programs can be reduced to computing all answer sets of dl-programs and solving linear optimization problems, and to computing the well-founded model of dl-programs, respectively. Furthermore, we show that the answer set semantics of pdl-programs is a refinement of the well-founded semantics of pdl-programs.</p>
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spelling oxford-uuid:b1feacfe-dd02-4af5-8da5-99313ebf5c522022-03-27T04:08:25ZProbabilistic Description Logic ProgramsConference itemhttp://purl.org/coar/resource_type/c_5794uuid:b1feacfe-dd02-4af5-8da5-99313ebf5c52Department of Computer ScienceSpringer2005Lukasiewicz, T<p>Towards sophisticated representation and reasoning techniques that allow for probabilistic uncertainty in the Rules, Logic, and Proof layers of the Semantic Web, we present probabilistic description logic programs (or pdl-programs), which are a combination of description logic programs (or dl-programs) under the answer set semantics and the well-founded semantics with Poole's independent choice logic.We show that query processing in such pdl-programs can be reduced to computing all answer sets of dl-programs and solving linear optimization problems, and to computing the well-founded model of dl-programs, respectively. Furthermore, we show that the answer set semantics of pdl-programs is a refinement of the well-founded semantics of pdl-programs.</p>
spellingShingle Lukasiewicz, T
Probabilistic Description Logic Programs
title Probabilistic Description Logic Programs
title_full Probabilistic Description Logic Programs
title_fullStr Probabilistic Description Logic Programs
title_full_unstemmed Probabilistic Description Logic Programs
title_short Probabilistic Description Logic Programs
title_sort probabilistic description logic programs
work_keys_str_mv AT lukasiewiczt probabilisticdescriptionlogicprograms