Proceedings of the AAAI Conference on Artificial Intelligence · 2014 · 34 citations · 15 references
ComputingComputer ScienceKnowledge RepresentationLogicSemanticsConsistency ModelsConstraint SatisfactionDescription LogicsFormal OntologyOntology EngineeringQuery ProcessingComplexityDescription Logic ReasoningInconsistency ToleranceLightweight Description LogicsOntology ConsistencyQuery AnsweringRepairsScalability
Recently several inconsistency-tolerant semantics have been introduced for querying inconsistent description logic knowledge bases. Most of these semantics rely on the notion of a repair, defined as an inclusion-maximal subset of the facts (ABox) which is consistent with the ontology (TBox). In this paper, we study variants of two popular inconsistency-tolerant semantics obtained by replacing classical repairs by various types of preferred repair. We analyze the complexity of query answering under the resulting semantics, focusing on the lightweight logic DL-Lite_R. Unsurprisingly, query answering is intractable in all cases, but we nonetheless identify one notion of preferred repair, based upon priority levels, whose data complexity is "only" coNP-complete. This leads us to propose an approach combining incomplete tractable methods with calls to a SAT solver. An experimental evaluation of the approach shows good scalability on realistic cases.
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OWL 2 Web Ontology Language: Profiles
Bernardo Cuenca Grau · 2009 · 447 citations
The complexity of logic-based abduction
Thomas Eiter, Georg Gottlob · Journal of the ACM · 1995 · 428 citations · Full text