Handling Nominals and Inverse Roles using Algebraic Reasoning
Humaira Farid, Volker Haarslev

TL;DR
This paper introduces an algebraic reasoning-based tableau calculus for SHOI ontologies, encoding restrictions as linear inequalities and solving them with advanced algorithms, improving performance over standard methods.
Contribution
It presents a novel SHOI tableau calculus that integrates algebraic reasoning and advanced algorithms to enhance ontology consistency checking.
Findings
Better performance on SHOI ontologies compared to standard tableau methods
Effective encoding of restrictions into linear inequalities
Use of column generation and branch-and-price algorithms
Abstract
This paper presents a novel SHOI tableau calculus which incorporates algebraic reasoning for deciding ontology consistency. Numerical restrictions imposed by nominals, existential and universal restrictions are encoded into a set of linear inequalities. Column generation and branch-and-price algorithms are used to solve these inequalities. Our preliminary experiments indicate that this calculus performs better on SHOI ontologies than standard tableau methods.
Peer Reviews
No public reviews on file for this paper yet. If you reviewed it on a platform where reviews are public (OpenReview, ICLR, NeurIPS, ICML), you can paste yours below so the community can read it here.
Videos
No videos yet. Explain this paper in a talk, walkthrough, or lecture? Add one.
Taxonomy
TopicsSemantic Web and Ontologies · Advanced Database Systems and Queries · Natural Language Processing Techniques
