A non-monotonic Description Logic for reasoning about typicality

L. Giordano, V. Gliozzi, N. Olivetti, G. L. Pozzato

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Abstract

In this paper we propose a non-monotonic extension of the Description Logic ALC for reasoning about prototypical properties and inheritance with exceptions. The resulting logic, called ALC + Tmin, is built upon a previously introduced (monotonic) logic ALC + T that is obtained by adding a typicality operator T to ALC . The operator T is intended to select the "most normal" or "most typical" instances of a concept, so that knowledge bases may contain subsumption relations of the form T( C ) ⊆ D ("T(C ) is subsumed by D "), expressing that typical C -members are instances of concept D . From a knowledge representation point of view, the monotonic logic ALC + T is too weak to perform inheritance reasoning. In ALC + Tmin, in order to perform non-monotonic inferences, we define a "minimal model" semantics over ALC + T. The intuition is that preferred or minimal models are those that maximize typical instances of concepts. By means of ALC + Tmin we are able to infer defeasible properties of (explicit or implicit) individuals. We also present a tableau calculus for deciding ALC + Tmin entailment that allows to give a complexity upper bound for the logic, namely that query entailment is in co-NExpNP.

Lingua originaleInglese
pagine (da-a)165-202
Numero di pagine38
RivistaArtificial Intelligence
Volume195
DOI
Stato di pubblicazionePubblicato - 2013

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