We propose a new family of description logics (DLs), called DL-Lite, specifically tailored to capture basic ontology languages, while keeping low complexity of reasoning. Reasoning here means not only computing subsumption between concepts and checking satisfiability of the whole knowledge base, but also answering complex queries (in particular, unions of conjunctive queries) over the instance level (ABox) of the DL knowledge base. We show that, for the DLs of the DL-Lite family, the usual DL reasoning tasks are polynomial in the size of the TBox, and query answering is LogSpace in the size of the ABox (i.e., in data complexity). To the best of our knowledge, this is the first result of polynomial-time data complexity for query answering over DL knowledge bases. Notably our logics allow for a separation between TBox and ABox reasoning during query evaluation: the part of the process requiring TBox reasoning is independent of the ABox, and the part of the process requiring access to the ABox can be carried out by an SQL engine, thus taking advantage of the query optimization strategies provided by current database management systems. Since even slight extensions to the logics of the DL-Lite family make query answering at least NLogSpace in data complexity, thus ruling out the possibility of using on-the-shelf relational technology for query processing, we can conclude that the logics of the DL-Lite family are the maximal DLs supporting efficient query answering over large amounts of instances.

Tractable reasoning and efficient query answering in description logics: The DL-Lite family / Diego, Calvanese; DE GIACOMO, Giuseppe; Lembo, Domenico; Lenzerini, Maurizio; Rosati, Riccardo. - In: JOURNAL OF AUTOMATED REASONING. - ISSN 0168-7433. - STAMPA. - 39:3(2007), pp. 385-429. [10.1007/s10817-007-9078-x]

Tractable reasoning and efficient query answering in description logics: The DL-Lite family

DE GIACOMO, Giuseppe;LEMBO, Domenico;LENZERINI, Maurizio;ROSATI, Riccardo
2007

Abstract

We propose a new family of description logics (DLs), called DL-Lite, specifically tailored to capture basic ontology languages, while keeping low complexity of reasoning. Reasoning here means not only computing subsumption between concepts and checking satisfiability of the whole knowledge base, but also answering complex queries (in particular, unions of conjunctive queries) over the instance level (ABox) of the DL knowledge base. We show that, for the DLs of the DL-Lite family, the usual DL reasoning tasks are polynomial in the size of the TBox, and query answering is LogSpace in the size of the ABox (i.e., in data complexity). To the best of our knowledge, this is the first result of polynomial-time data complexity for query answering over DL knowledge bases. Notably our logics allow for a separation between TBox and ABox reasoning during query evaluation: the part of the process requiring TBox reasoning is independent of the ABox, and the part of the process requiring access to the ABox can be carried out by an SQL engine, thus taking advantage of the query optimization strategies provided by current database management systems. Since even slight extensions to the logics of the DL-Lite family make query answering at least NLogSpace in data complexity, thus ruling out the possibility of using on-the-shelf relational technology for query processing, we can conclude that the logics of the DL-Lite family are the maximal DLs supporting efficient query answering over large amounts of instances.
2007
description logics; dl-lite; ontology languages; query answering
01 Pubblicazione su rivista::01a Articolo in rivista
Tractable reasoning and efficient query answering in description logics: The DL-Lite family / Diego, Calvanese; DE GIACOMO, Giuseppe; Lembo, Domenico; Lenzerini, Maurizio; Rosati, Riccardo. - In: JOURNAL OF AUTOMATED REASONING. - ISSN 0168-7433. - STAMPA. - 39:3(2007), pp. 385-429. [10.1007/s10817-007-9078-x]
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