Preferred Explanations for Ontology-Mediated Queries Under Existential Rules

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.

Cite

Text

Ceylan et al. "Preferred Explanations for Ontology-Mediated Queries Under Existential Rules." AAAI Conference on Artificial Intelligence, 2021. doi:10.1609/AAAI.V35I7.16778

Markdown

[Ceylan et al. "Preferred Explanations for Ontology-Mediated Queries Under Existential Rules." AAAI Conference on Artificial Intelligence, 2021.](https://mlanthology.org/aaai/2021/ceylan2021aaai-preferred/) doi:10.1609/AAAI.V35I7.16778

BibTeX

@inproceedings{ceylan2021aaai-preferred,
  title     = {{Preferred Explanations for Ontology-Mediated Queries Under Existential Rules}},
  author    = {Ceylan, Ismail Ilkan and Lukasiewicz, Thomas and Malizia, Enrico and Molinaro, Cristian and Vaicenavicius, Andrius},
  booktitle = {AAAI Conference on Artificial Intelligence},
  year      = {2021},
  pages     = {6262-6270},
  doi       = {10.1609/AAAI.V35I7.16778},
  url       = {https://mlanthology.org/aaai/2021/ceylan2021aaai-preferred/}
}