PAC learning of concept inclusions for ontology-mediated query answering
Publikation: Beitrag in Fachzeitschrift › Forschungsartikel › Beigetragen › Begutachtung
Beitragende
Abstract
We present a probably approximately correct algorithm for learning the terminological part of a description-logic knowledge base via subsumption queries. The axioms we learn are concept inclusions between conjunctions of concepts from a specified set of concept descriptions. By varying the distribution of queries posed to the oracle, we adapt the algorithm to improve the recall when using the resulting TBox for ontology-mediated query answering. Experimental evaluation on OWL 2 EL ontologies suggests that our approach helps significantly improve recall while maintaining a high precision of query answering.
Details
| Originalsprache | Englisch |
|---|---|
| Aufsatznummer | 109523 |
| Fachzeitschrift | International journal of approximate reasoning |
| Jahrgang | 186 |
| Publikationsstatus | Veröffentlicht - Nov. 2025 |
| Peer-Review-Status | Ja |
Schlagworte
ASJC Scopus Sachgebiete
Schlagwörter
- Active learning, Description logics, Knowledge acquisition, Ontologies, PAC learning