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Embedding OWL ontologies with OWL2Vec

Holter, O. M., Myklebust, E. B., Chen, J. & Jimenez-Ruiz, E. (2019). Embedding OWL ontologies with OWL2Vec. CEUR Workshop Proceedings, 2456, pp. 33-36.

Abstract

In this paper, we present a preliminary study to compute embeddings for OWL 2 ontologies by projecting the ontology axioms into a graph and performing (random) walks over the ontology graph to create a corpus of sentences. This corpus is then given to a neural language model to create concept embeddings. The conducted preliminary evaluation shows promising results.

Publication Type: Article
Subjects: Q Science > QA Mathematics > QA75 Electronic computers. Computer science
Z Bibliography. Library Science. Information Resources > Z665 Library Science. Information Science
Departments: School of Science & Technology > Computer Science
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