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Advanced Sentiment Analysis based on Classification and Aggregation

Research Project

Project/Area Number 23300053
Research Category

Grant-in-Aid for Scientific Research (B)

Allocation TypeSingle-year Grants
Section一般
Research Field Intelligent informatics
Research InstitutionTokyo Institute of Technology

Principal Investigator

OKUMURA MANABU  東京工業大学, 精密工学研究所, 教授 (60214079)

Co-Investigator(Kenkyū-buntansha) TAKAMURA Hiroya  東京工業大学, 精密工学研究所, 准教授 (80361773)
FUJITA Atsushi  公立はこだて未来大学, システム情報科学科, 准教授 (10402801)
INUI Takashi  筑波大学, システム情報工学研究科(系), 助教 (60397031)
SASANO Ryohei  東京工業大学, 精密工学研究所, 助教 (70603918)
Co-Investigator(Renkei-kenkyūsha) HIRAO Tsutomu  日本電信電話株式会社, NTTコミュニケーション科学基礎研究所, 研究員 (40396148)
Project Period (FY) 2011-04-01 – 2014-03-31
Project Status Completed (Fiscal Year 2013)
Budget Amount *help
¥19,890,000 (Direct Cost: ¥15,300,000、Indirect Cost: ¥4,590,000)
Fiscal Year 2013: ¥4,550,000 (Direct Cost: ¥3,500,000、Indirect Cost: ¥1,050,000)
Fiscal Year 2012: ¥5,070,000 (Direct Cost: ¥3,900,000、Indirect Cost: ¥1,170,000)
Fiscal Year 2011: ¥10,270,000 (Direct Cost: ¥7,900,000、Indirect Cost: ¥2,370,000)
Keywords評判情報抽出 / 評判要約 / 言い換え / 属性体系構築 / ゼロ照応解析
Research Abstract

We proposed a new method of extracting tuples of an object, its attribute, and an evaluative expression from a document, by leveraging the techniques in semantic role labeling. Since structured output learning is considered to be a promising method in semantic role labeling, our method is also based on it. Furthermore, we proposed a new sentiment summarization method that aggregates a set of pairs of an attribute and an evaluative expression, by taking into account their synonym relationships. The proposed method is based on the model
that we proposed for text summarization, based on Facility Location Problem.

Report

(4 results)
  • 2013 Annual Research Report   Final Research Report ( PDF )
  • 2012 Annual Research Report
  • 2011 Annual Research Report
  • Research Products

    (22 results)

All 2014 2013 2012 2011 Other

All Journal Article (8 results) (of which Peer Reviewed: 8 results) Presentation (12 results) Patent(Industrial Property Rights) (2 results)

  • [Journal Article] The Use of Sound Symbolism in Sentiment Classification2013

    • Author(s)
      Takuma Igarashi, Ryohei Sasano, Hiroya Takamura and Manabu Okumura
    • Journal Title

      自然言語処理

      Volume: Vol.20,No.2 Pages: 183-200

    • NAID

      10031174530

    • Related Report
      2013 Final Research Report
    • Peer Reviewed
  • [Journal Article] 意見集約における相対的特徴を考慮した評価視点の構造化2013

    • Author(s)
      乾孝司, 板谷悠人, 山本幹雄, 新里圭司,平手勇宇, 山田薫
    • Journal Title

      自然言語処理

      Volume: Vol.20,No.1 Pages: 3-25

    • NAID

      10031160148

    • Related Report
      2013 Final Research Report
    • Peer Reviewed
  • [Journal Article] Subtree Extractive Summarization via Submodular Maximization2013

    • Author(s)
      Hajime Morita, Ryohei Sasano, Hiroya Takamura, Manabu Okumura
    • Journal Title

      Proceedings of The 51st Annual Meeting of the Association for Computational Linguistics (ACL 2013)

      Volume: - Pages: 1023-1032

    • Related Report
      2013 Annual Research Report
    • Peer Reviewed
  • [Journal Article] 意見集約における相対的特徴を考慮した評価視点の構造化2013

    • Author(s)
      乾孝司, 板谷悠人, 山本幹雄, 新里圭司, 平手勇宇, 山田薫
    • Journal Title

      自然言語処理

      Volume: Vol.20, No.1 Pages: 3-25

    • NAID

      10031160148

    • Related Report
      2012 Annual Research Report
    • Peer Reviewed
  • [Journal Article] Subtree Extractive Summarization, via Submodular Maximization2012

    • Author(s)
      Hajime Morita, Ryouhei Sasano, Hiroya Takamura, Manabu Okumura
    • Journal Title

      Proceeding of The 51st Association for Computational Linguistics(ACL2013)

      Pages: 1023-1032

    • Related Report
      2013 Final Research Report
    • Peer Reviewed
  • [Journal Article] The Use of Sound Symbolism in Sentiment lassification2012

    • Author(s)
      Takuma Igarashi, Ryohei Sasano, Hiroya Takamura and Manabu Okumura
    • Journal Title

      PRICAI-2012

      Pages: 746-752

    • Related Report
      2013 Final Research Report
    • Peer Reviewed
  • [Journal Article] Developing Japanese WordNet Affect for Analyzing Emotions2011

    • Author(s)
      Yoshimitsu Torii, Dipankar Das, Sivaji Bandyopadhyay, Manabu Okumura
    • Journal Title

      Proceedings of the 2nd Workshop on Computational Approaches to Subjectivity and Sentim ent Analysis (WASSA)

      Pages: 80-86

    • Related Report
      2013 Final Research Report
    • Peer Reviewed
  • [Journal Article] Developing Japanese WordNet Affect for Analyzing Emotions2011

    • Author(s)
      Yoshimitsu Torii, Dipankar Das, Sivaji Bandyopadhyay, Manabu Okumura
    • Journal Title

      Proceedings of the 2nd Workshop on Computationa 1 Approaches to Subjectivity and Sentiment Analysis (WASSA)

      Pages: 80-86

    • Related Report
      2011 Annual Research Report
    • Peer Reviewed
  • [Presentation] 表層的言語パタンを用いた階層的評価視点カタログの自動生成2014

    • Author(s)
      山下和輝, 乾孝司, 山本幹雄
    • Organizer
      第28回人工知能学会全国大会
    • Place of Presentation
      ひめぎんホール
    • Year and Date
      2014-05-15
    • Related Report
      2013 Final Research Report
  • [Presentation] 修辞構造と係り受け構造を制約とした単一文書要約手法2014

    • Author(s)
      菊池悠太, 平尾努, 高村大也, 奥村学, 永田昌明
    • Organizer
      言語処理学会第20回年次大会
    • Place of Presentation
      北海道大学
    • Year and Date
      2014-03-19
    • Related Report
      2013 Annual Research Report 2013 Final Research Report
  • [Presentation] 属性-評価ペアを単位とした評判情報の要約2013

    • Author(s)
      菊池悠太, 高村大也, 奥村学
    • Organizer
      第27回人工知能学会全国大会
    • Place of Presentation
      富山国際会議場
    • Year and Date
      2013-06-06
    • Related Report
      2013 Final Research Report
  • [Presentation] 属性-評価ペアを単位とした評判情報の要約2012

    • Author(s)
      菊池悠太, 高村大也, 奥村学
    • Organizer
      情報処理学会自然言語処理研究会
    • Place of Presentation
      東京工業大学
    • Year and Date
      2012-05-10
    • Related Report
      2013 Final Research Report
  • [Presentation] 対象, 属性, 評価語の相互依存関係を考慮した三つ組抽出2012

    • Author(s)
      森田一, 高村大也, 奥村学
    • Organizer
      言語処理学会第18回年次大会
    • Place of Presentation
      広島市立大学
    • Year and Date
      2012-03-15
    • Related Report
      2013 Final Research Report
  • [Presentation] オノマトペの音象徴を利用した評判分析2012

    • Author(s)
      五十嵐琢磨, 笹野良平, 高村大谷, 奥村学
    • Organizer
      言語処理学会第18回年次大会
    • Place of Presentation
      広島市立大学
    • Year and Date
      2012-03-15
    • Related Report
      2013 Final Research Report 2011 Annual Research Report
  • [Presentation] 対象,属性,評価語の相互依存関係を考慮した三つ組抽出2012

    • Author(s)
      森田一, 高村大也, 奥村学
    • Organizer
      言語処理学会第18回年次大会
    • Place of Presentation
      広島市立大学
    • Year and Date
      2012-03-15
    • Related Report
      2011 Annual Research Report
  • [Presentation] 評価語の相互依存関係を考慮した三つ組抽出2011

    • Author(s)
      森田 一, 高村大也, 奥村 学
    • Organizer
      第1回テキストマイニング・シンポジウム
    • Place of Presentation
      日本IBM本社
    • Year and Date
      2011-07-08
    • Related Report
      2013 Final Research Report
  • [Presentation] 評価語の相互依存関係を考慮した三つ組抽出2011

    • Author(s)
      森田一・高村大也・奥村学
    • Organizer
      第1回テキストマイニング・シンポジウム
    • Place of Presentation
      日本アイ・ビー・エム本社
    • Year and Date
      2011-07-08
    • Related Report
      2011 Annual Research Report
  • [Presentation] 属性-評価ペアを単位とした評判情報の要約

    • Author(s)
      菊池 悠太 高村 大也 奥村 学
    • Organizer
      第27回人工知能学会全国大会
    • Place of Presentation
      富山国際会議場
    • Related Report
      2013 Annual Research Report
  • [Presentation] The Use of Sound Symbolism in Sentiment Classification

    • Author(s)
      Takuma Igarashi, Ryohei Sasano, Hiroya Takamura and Manabu Okumura
    • Organizer
      PRICAI-2012
    • Place of Presentation
      クチン(マレーシア)
    • Related Report
      2012 Annual Research Report
  • [Presentation] 属性-評価ペアを単位とした評判情報の要約

    • Author(s)
      菊池悠太,高村大也,奥村 学
    • Organizer
      情報処理学会自然言語処理研究会
    • Place of Presentation
      東京工業大学(東京都)
    • Related Report
      2012 Annual Research Report
  • [Patent(Industrial Property Rights)] 文書要約装置, 方法及びプログラム2014

    • Inventor(s)
      平尾努, 菊池悠太, 奥村学, 高村大也
    • Industrial Property Rights Holder
      NTT, 東京工業大学
    • Industrial Property Rights Type
      特許
    • Industrial Property Number
      2014-045656
    • Filing Date
      2014-03-07
    • Related Report
      2013 Final Research Report
  • [Patent(Industrial Property Rights)] 特許2014

    • Inventor(s)
      平尾努, 菊池悠太,奥村学,高村大也
    • Industrial Property Rights Holder
      NTT, 東京工業大学
    • Industrial Property Rights Type
      特許
    • Industrial Property Number
      2014-045656
    • Filing Date
      2014-03-07
    • Related Report
      2013 Annual Research Report

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Published: 2011-04-06   Modified: 2019-07-29  

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