Vector Similarity of Related Words in the Japanese Word Net

Takuya Hirao, Nao Wariishi, Takahiko Suzuki, Sachio Hirokawa

研究成果: 著書/レポートタイプへの貢献会議での発言

抜粋

Word2vec is a tool that produces vector representation of words from a large amount of text data. In this paper, we show that only a part of the vector space produced by word2vec is enough to represent the collective sense of a set of related words in the Japanese Word Net. Further, we will show that there is a subspace in the vector space which do not relate to the collective sense. We construct a compact decision tree by using the vectors in order to distinguish whether a given word belongs to the set of related words.

元の言語英語
ホスト出版物のタイトルProceedings - 2015 IIAI 4th International Congress on Advanced Applied Informatics, IIAI-AAI 2015
編集者Sachio Hirokawa, Kiyota Hashimoto, Tokuro Matsuo, Tsunenori Mine
出版者Institute of Electrical and Electronics Engineers Inc.
ページ142-147
ページ数6
ISBN(電子版)9781479999583
DOI
出版物ステータス出版済み - 1 6 2016
イベント4th IIAI International Congress on Advanced Applied Informatics, IIAI-AAI 2015 - Okayama, 日本
継続期間: 7 12 20157 16 2015

出版物シリーズ

名前Proceedings - 2015 IIAI 4th International Congress on Advanced Applied Informatics, IIAI-AAI 2015

その他

その他4th IIAI International Congress on Advanced Applied Informatics, IIAI-AAI 2015
日本
Okayama
期間7/12/157/16/15

    フィンガープリント

All Science Journal Classification (ASJC) codes

  • Information Systems
  • Computer Networks and Communications
  • Computer Science Applications
  • Computer Vision and Pattern Recognition

これを引用

Hirao, T., Wariishi, N., Suzuki, T., & Hirokawa, S. (2016). Vector Similarity of Related Words in the Japanese Word Net. : S. Hirokawa, K. Hashimoto, T. Matsuo, & T. Mine (版), Proceedings - 2015 IIAI 4th International Congress on Advanced Applied Informatics, IIAI-AAI 2015 (pp. 142-147). [7373891] (Proceedings - 2015 IIAI 4th International Congress on Advanced Applied Informatics, IIAI-AAI 2015). Institute of Electrical and Electronics Engineers Inc.. https://doi.org/10.1109/IIAI-AAI.2015.254