Hypertableau Reasoning for Description Logics

Abstract

We present a novel reasoning calculus for the description logic SHOIQ+--a knowledge representation formalism with applications in areas such as the SemanticWeb. Unnecessary nondeterminism and the construction of large models are two primary sources of inefficiency in the tableau-based reasoning calculi used in state-of-the-art reasoners. In order to reduce nondeterminism, we base our calculus on hypertableau and hyperresolution calculi, which we extend with a blocking condition to ensure termination. In order to reduce the size of the constructed models, we introduce anywhere pairwise blocking. We also present an improved nominal introduction rule that ensures termination in the presence of nominals, inverse roles, and number restrictions--a combination of DL constructs that has proven notoriously difficult to handle. Our implementation shows significant performance improvements over state-of-the-art reasoners on several well-known ontologies.

Cite

Text

Motik et al. "Hypertableau Reasoning for Description Logics." Journal of Artificial Intelligence Research, 2009. doi:10.1613/JAIR.2811

Markdown

[Motik et al. "Hypertableau Reasoning for Description Logics." Journal of Artificial Intelligence Research, 2009.](https://mlanthology.org/jair/2009/motik2009jair-hypertableau/) doi:10.1613/JAIR.2811

BibTeX

@article{motik2009jair-hypertableau,
  title     = {{Hypertableau Reasoning for Description Logics}},
  author    = {Motik, Boris and Shearer, Robert D. C. and Horrocks, Ian},
  journal   = {Journal of Artificial Intelligence Research},
  year      = {2009},
  pages     = {165-228},
  doi       = {10.1613/JAIR.2811},
  volume    = {36},
  url       = {https://mlanthology.org/jair/2009/motik2009jair-hypertableau/}
}