Explanation in the DL-Lite family of description logics

Alexander Borgida, Diego Calvanese, Mariano Rodriguez-Muro

Research output: Chapter in Book/Report/Conference proceedingConference contribution

34 Scopus citations

Abstract

In ontology-based data access (OBDA), access to (multiple) incomplete data sources is mediated by a conceptual layer constituted by an ontology. In such a setting, to correctly compute answers to queries, it is necessary to perform complex reasoning over the constraints expressed by the ontology. We consider the case of ontologies expressed in DL∈-∈Lite, a family of DLs that, in the context of OBDA, provide an optimal tradeoff between expressive power and computational complexity of reasoning; notably conjunctive query answering is LOGSPACE in the size of the data. However, query answering with reasoning comes at a price: the justification of the presence of tuples in answers is no longer trivial, and requires explanation. In this paper, we characterize reasoning in DL∈-∈Lite, through deduction rules for building proofs, and we provide several novel contributions: (i) For standard ontology level reasoning, explanation is relatively simple, and our contribution comes mainly from a novel focus on brevity of proofs. (ii) Motivated by the use of DL∈-∈Lite for OBDA, we analyze and provide explanation for reasoning in finite models. (iii) We provide a facility for the explanation of an answer to a conjunctive query over a DL∈-∈Lite ontology. This algorithm is able to exploit the relational query engine to extract from the data the information necessary for finding the explanation more efficiently, and thus scales to large data sets. The presented approach has been implemented in a prototype for constructing explanations.

Original languageEnglish (US)
Title of host publicationOn the Move to Meaningful Internet Systems
Subtitle of host publicationOTM 2008 - OTM 2008 Confederated International Conferences CoopIS, DOA, GADA, IS, and ODBASE 2008, Proceedings
PublisherSpringer Verlag
Pages1440-1457
Number of pages18
EditionPART 2
ISBN (Print)3540888705, 9783540888703
DOIs
StatePublished - 2008
EventOTM 2008 Confederated International Conferences CoopIS, DOA, GADA, IS, and ODBASE 2008 - Monterrey, Mexico
Duration: Nov 9 2008Nov 14 2008

Publication series

NameLecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics)
NumberPART 2
Volume5332 LNCS
ISSN (Print)0302-9743
ISSN (Electronic)1611-3349

Other

OtherOTM 2008 Confederated International Conferences CoopIS, DOA, GADA, IS, and ODBASE 2008
Country/TerritoryMexico
CityMonterrey
Period11/9/0811/14/08

All Science Journal Classification (ASJC) codes

  • Theoretical Computer Science
  • General Computer Science

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