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Research on method of extracting collocation for each word sense and its application for word sense disambiguation

Research Project

Project/Area Number 24700131
Research Category

Grant-in-Aid for Young Scientists (B)

Allocation TypeMulti-year Fund
Research Field Intelligent informatics
Research InstitutionIbaraki University

Principal Investigator

SASAKI Minoru  茨城大学, 工学部, 講師 (60344834)

Research Collaborator SHINNOU Hiroyuki  茨城大学, 工学部, 准教授 (10250987)
Project Period (FY) 2012-04-01 – 2014-03-31
Project Status Completed (Fiscal Year 2013)
Budget Amount *help
¥2,080,000 (Direct Cost: ¥1,600,000、Indirect Cost: ¥480,000)
Fiscal Year 2013: ¥650,000 (Direct Cost: ¥500,000、Indirect Cost: ¥150,000)
Fiscal Year 2012: ¥1,430,000 (Direct Cost: ¥1,100,000、Indirect Cost: ¥330,000)
Keywords自然言語処理 / 語義別コロケーション / 用例文抽出 / 語義識別 / ベクトル空間モデル / 国際情報交換 / イスタンブール / バルセロナ / シドニー
Research Abstract

In 2012, I study a method of extracting collocation for each word sense from the training data and a method of identifying the senses of words in text using collocation dictionary. As a result, I publish one journal article, two international conference papers and two domestic conference papers about the method of collocation extraction for each word sense and word sense disambiguation.
In 2013, I study a method of method of extracting collocation for each word sense and its application for word sense disambiguation. I publish two journal papers, one international conference paper and two domestic conference papers about a word sense disambiguation method based on the global co-occurrence information.

Report

(3 results)
  • 2013 Annual Research Report   Final Research Report ( PDF )
  • 2012 Research-status Report
  • Research Products

    (20 results)

All 2014 2013 2012 Other

All Journal Article (8 results) (of which Peer Reviewed: 8 results) Presentation (10 results) Remarks (2 results)

  • [Journal Article] 共変量シフトの問題としての語義曖昧性解消の領域適応2014

    • Author(s)
      新納浩幸、佐々木稔
    • Journal Title

      自然言語処理

      Volume: 21巻 Pages: 61-79

    • NAID

      130004566466

    • Related Report
      2013 Annual Research Report 2013 Final Research Report
    • Peer Reviewed
  • [Journal Article] k 近傍法とトピックモデルを利用した語義曖昧性解消の領域適応2013

    • Author(s)
      新納浩幸、佐々木稔
    • Journal Title

      自然言語処理

      Volume: 20巻 Pages: 707-726

    • NAID

      130004566460

    • Related Report
      2013 Final Research Report
    • Peer Reviewed
  • [Journal Article] 外れ値検出手法を利用した新語義の検出2013

    • Author(s)
      新納浩幸、佐々木稔
    • Journal Title

      自然言語処理

      Volume: 19巻 Pages: 303-327

    • NAID

      10031134258

    • Related Report
      2013 Final Research Report 2012 Research-status Report
    • Peer Reviewed
  • [Journal Article] k近傍法とトピックモデルを利用した語義曖昧性解消の領域適応2013

    • Author(s)
      新納浩幸、佐々木稔
    • Journal Title

      自然言語処理

      Volume: 20 Pages: 707-726

    • NAID

      130004566460

    • Related Report
      2013 Annual Research Report
    • Peer Reviewed
  • [Journal Article] Word Sense Disambiguation Based on Distance Metric Learning from Training Documents2012

    • Author(s)
      Minoru Sasaki、Hiroyuki Shinnou
    • Journal Title

      The Sixth International Conference on Advances in Semantic Processing(イタリア)

      Volume: 6巻 Pages: 54-58

    • Related Report
      2013 Final Research Report
    • Peer Reviewed
  • [Journal Article] Detection of Peculiar Word Sense by Distance Metric Learning with Labeled Examples2012

    • Author(s)
      Minoru Sasaki 、Hiroyuki Shinnou
    • Journal Title

      The Eighth International Conference on Language Resources (トルコ)

      Volume: 8巻 Pages: 601-604

    • Related Report
      2013 Final Research Report
    • Peer Reviewed
  • [Journal Article] Word Sense Disambiguation Based on Distance Metric Learning from Training Documents2012

    • Author(s)
      Minoru Sasaki and Hiroyuki Shinnou
    • Journal Title

      The Sixth International Conference on Advances in Semantic Processing

      Volume: 6 Pages: 54-58

    • Related Report
      2012 Research-status Report
    • Peer Reviewed
  • [Journal Article] Detection of Peculiar Word Sense by Distance Metric Learning with Labeled Examples2012

    • Author(s)
      Minoru Sasaki and Hiroyuki Shinnou
    • Journal Title

      Proceedings of the Eight International Conference on Language Resources and Evaluation

      Volume: 8 Pages: 601-604

    • Related Report
      2012 Research-status Report
    • Peer Reviewed
  • [Presentation] インスタンス選択による文書データの効率的な分類モデル構築手法2014

    • Author(s)
      小幡智裕、佐々木稔
    • Organizer
      言語処理学会第20回年次大会
    • Place of Presentation
      北海道大学 (査読無)
    • Year and Date
      2014-03-20
    • Related Report
      2013 Final Research Report
  • [Presentation] 語義曖昧性解消を対象とした領域固有のシソーラスの構築2014

    • Author(s)
      新納浩幸、國井慎也、佐々木稔
    • Organizer
      第5回コーパス日本語学ワークショップ
    • Place of Presentation
      国立国語研究所 (査読無)
    • Year and Date
      2014-03-07
    • Related Report
      2013 Final Research Report
  • [Presentation] Latent Semantic Word Sense Disambiguation Using Global Co-occurrence Information2014

    • Author(s)
      Minoru Sasaki
    • Organizer
      Third International Conference on Natural Language Processing
    • Place of Presentation
      Pullman Sydney (オーストラリア)(査読有)
    • Year and Date
      2014-02-21
    • Related Report
      2013 Final Research Report
  • [Presentation] Latent Semantic Word Sense Disambiguation Using Global Co-occurrence Information2014

    • Author(s)
      Minoru Sasaki
    • Organizer
      Third International Conference on Natural Language Processing
    • Place of Presentation
      シドニー
    • Related Report
      2013 Annual Research Report
  • [Presentation] 語義曖昧性解消を対象とした領域固有のシソーラスの構築2014

    • Author(s)
      新納 浩幸,國井 慎也,佐々木 稔
    • Organizer
      第5回コーパス日本語学ワークショップ
    • Place of Presentation
      国立国語研究所
    • Related Report
      2013 Annual Research Report
  • [Presentation] インスタンス選択による文書データの効率的な分類モデル構築手法2014

    • Author(s)
      小幡智裕, 佐々木稔
    • Organizer
      言語処理学会第20回年次大会
    • Place of Presentation
      北海道大学
    • Related Report
      2013 Annual Research Report
  • [Presentation] サポートベクターマシンに基づくHit Miss Network を用いたインスタンス選択2013

    • Author(s)
      小幡智裕、佐々木稔
    • Organizer
      言語処理学会第19回年次大会
    • Place of Presentation
      名古屋大学 (査読無)
    • Year and Date
      2013-03-15
    • Related Report
      2013 Final Research Report
  • [Presentation] ミドルソフトタグのトピック素性を利用した語義曖昧性解消2013

    • Author(s)
      國井慎也、新納浩幸、佐々木稔
    • Organizer
      言語処理学会第19回年次大会
    • Place of Presentation
      名古屋大学 (査読無)
    • Year and Date
      2013-03-15
    • Related Report
      2013 Final Research Report
  • [Presentation] ミドルソフトタグのトピック素性を利用した語義曖昧性解消2013

    • Author(s)
      國井慎也, 新納浩幸, 佐々木稔
    • Organizer
      言語処理学会第19回年次大会
    • Place of Presentation
      名古屋大学
    • Related Report
      2012 Research-status Report
  • [Presentation] サポートベクターマシンに基づくHit Miss Networkを用いたインスタンス選択2013

    • Author(s)
      小幡智裕, 佐々木稔, 新納浩幸
    • Organizer
      言語処理学会第19回年次大会
    • Place of Presentation
      名古屋大学
    • Related Report
      2012 Research-status Report
  • [Remarks] ホームページアドレス

    • URL

      http://sas.cis.ibaraki.ac.jp/

    • Related Report
      2013 Final Research Report
  • [Remarks] 茨城大学研究者総覧

    • URL

      http://info.ibaraki.ac.jp/Profiles/5/0000495/profile.html

    • Related Report
      2013 Final Research Report

URL: 

Published: 2013-05-31   Modified: 2019-07-29  

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