Preferred Explanations for Ontology-Mediated Queries under Existential Rules

Author:

Ceylan İsmail İlkan,Lukasiewicz Thomas,Malizia Enrico,Molinaro Cristian,Vaicenavičius Andrius

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.

Publisher

Association for the Advancement of Artificial Intelligence (AAAI)

Subject

General Medicine

Cited by 2 articles. 订阅此论文施引文献 订阅此论文施引文献,注册后可以免费订阅5篇论文的施引文献,订阅后可以查看论文全部施引文献

1. Querying Data Exchange Settings Beyond Positive Queries;Theory and Practice of Logic Programming;2023-08-15

2. Guest Editorial: Reasoning With Inconsistent, Incomplete, and Uncertain Knowledge;IEEE Intelligent Systems;2022-11-01

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