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Reasoning in the Defeasible Description Logic —computing standard inferences under rational and relevant semantics
- Source :
- International Journal of Approximate Reasoning. 103:28-70
- Publication Year :
- 2018
- Publisher :
- Elsevier BV, 2018.
-
Abstract
- Defeasible Description Logics (DDLs) extend Description Logics with defeasible concept inclusions. Reasoning in DDLs often employs rational closure according to the (propositional) KLM postulates. A well-known approach to lift this closure to DDLs is by so-called materialisation. Previously investigated algorithms for materialisation-based reasoning employ reductions to classical reasoning using all Boolean connectors. As a first result in this paper, we present a materialisation-based algorithm for the sub-Boolean DDL , using a reduction to reasoning in classical , rendering materialisation-based defeasible reasoning tractable. The main contribution of this article is a kind of canonical model construction, which can be used to decide defeasible subsumption and instance queries in under rational and the stronger relevant entailment. Our so-called typicality models can reproduce the entailments obtained from materialisation-based rational and relevant closure and, more importantly, obtain stronger versions of rational and relevant entailment. These do not suffer from neglecting defeasible information for concepts appearing nested inside quantifications, which all materialisation-based approaches do. We also show the computational complexity of defeasible subsumption and instance checking in our stronger rational and relevant semantics.
- Subjects :
- Theoretical computer science
Computational complexity theory
Computer science
Applied Mathematics
Defeasible estate
0102 computer and information sciences
02 engineering and technology
01 natural sciences
Logical consequence
Theoretical Computer Science
Rendering (computer graphics)
TheoryofComputation_MATHEMATICALLOGICANDFORMALLANGUAGES
Description logic
010201 computation theory & mathematics
Artificial Intelligence
Rational closure
0202 electrical engineering, electronic engineering, information engineering
Canonical model
020201 artificial intelligence & image processing
Defeasible reasoning
Software
Subjects
Details
- ISSN :
- 0888613X
- Volume :
- 103
- Database :
- OpenAIRE
- Journal :
- International Journal of Approximate Reasoning
- Accession number :
- edsair.doi...........a41543a4fa65176194de306d8eee6ad2
- Full Text :
- https://doi.org/10.1016/j.ijar.2018.08.005