Joining Dictionaries and Word Embeddings for Ontology Induction

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

• автоматическое построение онтологии
• лексический ресурс
• синоним
• векторное представление слова в пространстве низкой размерности
• , кластеризация графа
• подбор проекционной матрицы