Learning description logic ontologies: Five approaches. Where do they stand?

A Ozaki - KI-Künstliche Intelligenz, 2020 - Springer
The quest for acquiring a formal representation of the knowledge of a domain of interest has
attracted researchers with various backgrounds into a diverse field called ontology learning …

Exact learning of lightweight description logic ontologies

B Konev, C Lutz, A Ozaki, F Wolter - Journal of Machine Learning Research, 2018 - jmlr.org
We study the problem of learning description logic (DL) ontologies in Angluin et al.'s
framework of exact learning via queries. We admit membership queries (" is a given …

A model for learning description logic ontologies based on exact learning

B Konev, A Ozaki, F Wolter - Proceedings of the AAAI Conference on …, 2016 - ojs.aaai.org
We investigate the problem of learning description logic (DL) ontologies in Angluin et al.'s
framework of exact learning via queries posed to an oracle. We consider membership …

[PDF][PDF] Learning Query Inseparable εℒℋ Ontologies

A Ozaki, C Persia, A Mazzullo - Proceedings of the AAAI Conference on …, 2020 - aaai.org
Learning Query Inseparable ELH Ontologies Page 1 The Thirty-Fourth AAAI Conference on
Artificial Intelligence (AAAI-20) Learning Query Inseparable ELH Ontologies Ana Ozaki …

Mining ℰℒ⊥ Bases with Adaptable Role Depth

R Guimarães, A Ozaki, C Persia, B Sertkaya - Journal of Artificial …, 2023 - jair.org
Abstract In Formal Concept Analysis, a base for a finite structure is a set of implications that
characterizes all valid implications of the structure. This notion can be adapted to the context …

Semiautomatic Design of Ontologies

M Grüninger, A Chow, J Wong - IFIP Working Conference on The Practice …, 2023 - Springer
The design of ontologies is a time-consuming and resource-intensive endeavour. Rather
than (manually) design the ontology first and then associate it with data, can we …

[PDF][PDF] Probably Approximately Correct Ontology Completion with pacco

S Obiedkov, B Sertkaya - 2024 - ceur-ws.org
Traditionally, ontology construction is conducted by knowledge engineers whose task is to
formalize relevant concepts of the application domain and the relationships among them …

Learning Query Inseparable ELH Ontologies

A Ozaki, C Persia, A Mazzullo - arXiv preprint arXiv:1911.07229, 2019 - arxiv.org
We investigate the complexity of learning query inseparable ELH ontologies in a variant of
Angluin's exact learning model. Given a fixed data instance A* and a query language Q, we …

[图书][B] Exact Learning of Description Logic Ontologies

AHOR Castillo - 2016 - search.proquest.com
We study the problem of learning Description Logic (DL) ontologies in Angluin et al.'s
framework of exact learning via membership and equivalence queries posed to an oracle …