Title
Learning Ontologies with Epistemic Reasoning: The EL Case.
Abstract
We investigate the problem of learning description logic ontologies from entailments via queries, using epistemic reasoning. We introduce a new learning model consisting of epistemic membership and example queries and show that polynomial learnability in this model coincides with polynomial learnability in Angluin's exact learning model with membership and equivalence queries. We then instantiate our learning framework to EL and show some complexity results for an epistemic extension of EL where epistemic operators can be applied over the axioms. Finally, we transfer known results for EL ontologies and its fragments to our learning model based on epistemic reasoning.
Year
Venue
DocType
2019
CoRR
Journal
Volume
Citations 
PageRank 
abs/1902.03273
0
0.34
References 
Authors
0
2
Name
Order
Citations
PageRank
Ana Ozaki1917.03
Nicolas Troquard226629.54