Proceedings of ISP RAS

Joining Dictionaries and Word Embeddings for Ontology Induction

D.A. Ustalov (IMM UB RAS, Yekaterinburg, Russia)

Abstract

This paper presents an ontology induction approach that extracts the structured lexical knowledge from synonym dictionaries and establishing the semantic relations within these structures using word embeddings and their projections. The results of the preliminary experiments have also been reported showing certain strengths and weaknesses of the proposed approach.

Keywords

ontology induction, lexical resource, synonyms, word embeddings, graph clustering, projection learning

Edition

Proceedings of the Institute for System Programming, vol. 28, issue 6, 2016, pp. 197-206.

ISSN 2220-6426 (Online), ISSN 2079-8156 (Print).

DOI: 10.15514/ISPRAS-2016-28(6)-14

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