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.

CEYLAN İSMAIL, I., Lukasiewicz, T., Malizia, E., Molinaro, C., Vaicenavičius, A. (2021). Preferred Explanations for Ontology-Mediated Queries under Existential Rules [10.1609/aaai.v35i7.16778].

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
CEYLAN İSMAIL, I., Lukasiewicz, T., Malizia, E., Molinaro, C., Vaicenavičius, A. (2021). Preferred Explanations for Ontology-Mediated Queries under Existential Rules [10.1609/aaai.v35i7.16778].
CEYLAN İSMAIL, İlkan; Lukasiewicz, Thomas; Malizia, E; Molinaro, Cristian; Vaicenavičius, Andrius
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Utilizza questo identificativo per citare o creare un link a questo documento: https://hdl.handle.net/11585/821341
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