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JOURNALS // Proceedings of the Institute for System Programming of the RAS // Archive

Proceedings of ISP RAS, 2016 Volume 28, Issue 6, Pages 197–206 (Mi tisp94)

This article is cited in 1 paper

Joining dictionaries and word embeddings for ontology induction

D. A. Ustalov

Krasovskii Institute of Mathematics and Mechanics

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.

Language: English

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



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