Recently, explanations for query answers under existential rules have been investigated, where an explanation is an inclusion-minimal subset of a given database that, together with the ontology, entails the query. In this paper, we take a step further and study explanations under different minimality criteria. In particular, we first study cardinality-minimal explanations and hence focus on deriving explanations of minimum size. We then study a more general preference order induced by a weight distribution. We assume that every database fact is annotated with a (penalization) weight, and we are interested in explanations with minimum overall weight. For both preference orders, we study a variety of explanation problems, such as recognizing a preferred explanation, all preferred explanations, a relevant or necessary fact, and the existence of a preferred explanation not containing forbidden sets of facts. We provide a detailed complexity analysis for all the aforementioned problems, thereby providing a more complete picture for explaining query answers under existential rules.

Preferred Explanations for Ontology-Mediated Queries under Existential Rules / CEYLAN İSMAIL İLKAN; LUKASIEWICZ THOMAS; MALIZIA E; MOLINARO CRISTIAN; VAICENAVIČIUS ANDRIUS. - STAMPA. - 35:7(2021), pp. 6262-6270. (Intervento presentato al convegno AAAI 2021 tenutosi a Online nel 2/02/2021 - 9/02/2021).

Preferred Explanations for Ontology-Mediated Queries under Existential Rules

MALIZIA E;
2021

Abstract

Recently, explanations for query answers under existential rules have been investigated, where an explanation is an inclusion-minimal subset of a given database that, together with the ontology, entails the query. In this paper, we take a step further and study explanations under different minimality criteria. In particular, we first study cardinality-minimal explanations and hence focus on deriving explanations of minimum size. We then study a more general preference order induced by a weight distribution. We assume that every database fact is annotated with a (penalization) weight, and we are interested in explanations with minimum overall weight. For both preference orders, we study a variety of explanation problems, such as recognizing a preferred explanation, all preferred explanations, a relevant or necessary fact, and the existence of a preferred explanation not containing forbidden sets of facts. We provide a detailed complexity analysis for all the aforementioned problems, thereby providing a more complete picture for explaining query answers under existential rules.
2021
Proceedings of the 35th AAAI Conference on Artificial Intelligence (AAAI-21)
6262
6270
Preferred Explanations for Ontology-Mediated Queries under Existential Rules / CEYLAN İSMAIL İLKAN; LUKASIEWICZ THOMAS; MALIZIA E; MOLINARO CRISTIAN; VAICENAVIČIUS ANDRIUS. - STAMPA. - 35:7(2021), pp. 6262-6270. (Intervento presentato al convegno AAAI 2021 tenutosi a Online nel 2/02/2021 - 9/02/2021).
CEYLAN İSMAIL İLKAN; LUKASIEWICZ THOMAS; MALIZIA E; MOLINARO CRISTIAN; VAICENAVIČIUS ANDRIUS
File in questo prodotto:
Eventuali allegati, non sono esposti

I documenti in IRIS sono protetti da copyright e tutti i diritti sono riservati, salvo diversa indicazione.

Utilizza questo identificativo per citare o creare un link a questo documento: https://hdl.handle.net/11585/821341
 Attenzione

Attenzione! I dati visualizzati non sono stati sottoposti a validazione da parte dell'ateneo

Citazioni
  • ???jsp.display-item.citation.pmc??? ND
  • Scopus 14
  • ???jsp.display-item.citation.isi??? 4
social impact