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Analyzing and Summarizing Opinions in Conversations

Research Project

Project/Area Number 26280079
Research Category

Grant-in-Aid for Scientific Research (B)

Allocation TypePartial Multi-year Fund
Section一般
Research Field Intelligent informatics
Research InstitutionTokyo Institute of Technology

Principal Investigator

Okumura Manabu  東京工業大学, 科学技術創成研究院, 教授 (60214079)

Co-Investigator(Kenkyū-buntansha) 白井 清昭  北陸先端科学技術大学院大学, 情報科学研究科, 准教授 (30302970)
平尾 努  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, その他部局等, 研究員 (40396148)
森本 郁代  関西学院大学, 法学部, 教授 (40434881)
Project Period (FY) 2014-04-01 – 2017-03-31
Project Status Completed (Fiscal Year 2016)
Budget Amount *help
¥15,990,000 (Direct Cost: ¥12,300,000、Indirect Cost: ¥3,690,000)
Fiscal Year 2016: ¥4,550,000 (Direct Cost: ¥3,500,000、Indirect Cost: ¥1,050,000)
Fiscal Year 2015: ¥4,420,000 (Direct Cost: ¥3,400,000、Indirect Cost: ¥1,020,000)
Fiscal Year 2014: ¥7,020,000 (Direct Cost: ¥5,400,000、Indirect Cost: ¥1,620,000)
Keywordsソーシャルメディア / 対話 / 意見分析 / 意見要約 / 議事録作成
Outline of Final Research Achievements

For the technologies for extracting and analyzing opinions, we developed a method for judging the importance of opinions, and presented a real-time tweet selection system for TV news programs. The system developed in this study collects tweets purporting to a TV news program, and chooses an appropriate tweet every 10 seconds. For the technologies for summarizing opinions, we formulated a summarization task as a combinatorial optimization problem, in which the nested tree was trimmed without losing important content in the source document. We used both dependency between words and dependency between sentences by constructing a nested tree. Next, we proposed methods for controlling the output sequence length for neural encoder-decoder models. Furthermore, we worked on Japanese sentence compression by a similar approach as in English.

Report

(4 results)
  • 2016 Annual Research Report   Final Research Report ( PDF )
  • 2015 Annual Research Report
  • 2014 Annual Research Report
  • Research Products

    (28 results)

All 2017 2016 2015 2014

All Journal Article (12 results) (of which Peer Reviewed: 12 results,  Open Access: 12 results) Presentation (15 results) Patent(Industrial Property Rights) (1 results)

  • [Journal Article] Webページ推薦システムにおけるユーザ指向型スニペット生成2016

    • Author(s)
      渡邉亮彦,笹野遼平,高村大也,奥村学
    • Journal Title

      人工知能学会論文誌

      Volume: 31-5 Pages: 1-12

    • NAID

      130005249126

    • Related Report
      2016 Annual Research Report
    • Peer Reviewed / Open Access
  • [Journal Article] Controlling Output Length in Neural Encoder-Decoders2016

    • Author(s)
      Yuta Kikuchi, Graham Neubig, Ryohei Sasano, Hiroya Takamura and Manabu Okumura
    • Journal Title

      Proceedings of the Conference on Empirical Methods in Natural Language Processing (EMNLP)

      Volume: - Pages: 1328-1338

    • Related Report
      2016 Annual Research Report
    • Peer Reviewed / Open Access
  • [Journal Article] Learning from Numerous Untailored Summaries2016

    • Author(s)
      Yuta Kikuchi, Akihiko Watanabe, Ryohei Sasano, Hiroya Takamura and Manabu Okumura
    • Journal Title

      The 14th Pacific Rim International Conference on Artificial Intelligence (PRICAI)

      Volume: - Pages: 206-219

    • Related Report
      2016 Annual Research Report
    • Peer Reviewed / Open Access
  • [Journal Article] Recognition of Sarcasm in Microblogging Based on Sentiment Analysis and Coherence Identification2016

    • Author(s)
      Piyoros Tungthamthiti, Kiyoaki Shirai, Masnizah Mohd
    • Journal Title

      自然言語処理

      Volume: 23-5 Pages: 383-405

    • NAID

      130006898301

    • Related Report
      2016 Annual Research Report
    • Peer Reviewed / Open Access
  • [Journal Article] Re-examination of Training of Semantic Class Disambiguation Classifier for All Words2016

    • Author(s)
      Truong Vo Huu Thien, Kiyoaki Shirai
    • Journal Title

      The Eighth International Conference on Knowledge and Systems Engineering (KSE)

      Volume: - Pages: 187-192

    • Related Report
      2016 Annual Research Report
    • Peer Reviewed / Open Access
  • [Journal Article] Incorporating Implicit and Explicit Similarity Network for User-level Sentiment Classification on Microblogging2016

    • Author(s)
      Yongyos Kaewpitakkun, Kiyoaki Shirai
    • Journal Title

      The 14th Pacific Rim International Conference on Artificial Intelligence (PRICAI)

      Volume: - Pages: 180-192

    • Related Report
      2016 Annual Research Report
    • Peer Reviewed / Open Access
  • [Journal Article] Empirical comparison of dependency conversions for RST discourse trees2016

    • Author(s)
      Hayashi, K., Hirao, T. and Nagata, M.
    • Journal Title

      Proceedings of the 17th Annual Meeting of the Special Interest Group on Discourse and Dialogue (SIGDIAL)

      Volume: - Pages: 128-136

    • Related Report
      2016 Annual Research Report
    • Peer Reviewed / Open Access
  • [Journal Article] 入れ子依存木の刈り込みによる単一文書要約手法2015

    • Author(s)
      菊池悠太,平尾努,高村大也,奥村学,永田昌明
    • Journal Title

      自然言語処理

      Volume: 22 Pages: 197-217

    • NAID

      130005114020

    • Related Report
      2015 Annual Research Report
    • Peer Reviewed / Open Access
  • [Journal Article] Sentiment Analysis on Social Media for Stock Movement Prediction2015

    • Author(s)
      Thien Hai Nguyen, Kiyoaki Shirai, Julien Velcin
    • Journal Title

      Journal of Expert Systems with Applications

      Volume: 42 Pages: 9603-9611

    • Related Report
      2015 Annual Research Report
    • Peer Reviewed / Open Access
  • [Journal Article] Sentiment Analyzer with Rich Features for Ironic and Sarcastic Tweets2015

    • Author(s)
      Piyoros Tungthamthiti, Enrico Santus, Hongzhi Xu, Chu-Ren Huang, Kiyoaki Shirai
    • Journal Title

      The 29th Pacific Asia Conference on Language

      Volume: 名古屋 Pages: 178-187

    • NAID

      120006699383

    • Related Report
      2015 Annual Research Report
    • Peer Reviewed / Open Access
  • [Journal Article] PhraseRNN: Phrase Recursive Neural Network for Aspect-based Sentiment Analysis2015

    • Author(s)
      Thien Hai Nguyen, Kiyoaki Shirai
    • Journal Title

      Proceedings of the Conference on Empirical Methods in Natural Language Processing

      Volume: - Pages: 2509-2514

    • Related Report
      2015 Annual Research Report
    • Peer Reviewed / Open Access
  • [Journal Article] Topic Modeling Based Sentiment Analysis on Social Media for Stock Market Prediction2015

    • Author(s)
      Thien Hai Nguyen, Kiyoaki Shirai
    • Journal Title

      The 53rd Annual Meeting of the Association for Computational Linguistics and The 7th International Joint Conference of the Asian Federation of Natural Language Processing

      Volume: - Pages: 1354-1363

    • Related Report
      2015 Annual Research Report
    • Peer Reviewed / Open Access
  • [Presentation] 大規模データを用いた日本語文圧縮2017

    • Author(s)
      長谷川駿, 菊池悠太, 高村大也, 奥村学
    • Organizer
      言語処理学会第23回年次大会
    • Place of Presentation
      筑波大学
    • Year and Date
      2017-03-13
    • Related Report
      2016 Annual Research Report
  • [Presentation] 文圧縮を活用したヘッドライン生成2017

    • Author(s)
      長谷川駿, 平尾努, 奥村学, 永田昌明
    • Organizer
      言語処理学会第23回年次大会
    • Place of Presentation
      筑波大学
    • Year and Date
      2017-03-13
    • Related Report
      2016 Annual Research Report
  • [Presentation] 圧縮型要約のオラクルに関する考察2017

    • Author(s)
      平尾努, 西野昌明, 永田昌明
    • Organizer
      言語処理学会第23回年次大会
    • Place of Presentation
      筑波大学
    • Year and Date
      2017-03-13
    • Related Report
      2016 Annual Research Report
  • [Presentation] Max-marginal フィルタを利用した品詞タグ付けと句構造 解析の同時学習2017

    • Author(s)
      上垣外英剛, 林克彦, 平尾努, 高村大也, 奥村学, 永田昌明
    • Organizer
      言語処理学会第23回年次大会
    • Place of Presentation
      筑波大学
    • Year and Date
      2017-03-13
    • Related Report
      2016 Annual Research Report
  • [Presentation] 分散表現を用いた単語の感情極性抽出2016

    • Author(s)
      佐藤 貴俊, 高村 大也, 奥村 学
    • Organizer
      情報処理学会 第228回自然言語処理研究会
    • Place of Presentation
      大阪大学
    • Year and Date
      2016-09-29
    • Related Report
      2016 Annual Research Report
  • [Presentation] Encoder-Decoderモデルにおける出力長制御2016

    • Author(s)
      菊池悠太, ニュービッググラム, 笹野 遼平, 高村大也, 奥村学
    • Organizer
      情報処理学会 第227回自然言語処理研究会
    • Place of Presentation
      岡山県立大学
    • Year and Date
      2016-07-29
    • Related Report
      2016 Annual Research Report
  • [Presentation] Max-marginal フィルタを利用した品詞タグ付けと句構造解析の同時学習2016

    • Author(s)
      上垣外英剛, 林克彦, 平尾努, 高村大也, 奥村学, 永田昌明
    • Organizer
      言語処理学会第22回年次大会
    • Place of Presentation
      東北大学
    • Year and Date
      2016-03-07
    • Related Report
      2015 Annual Research Report
  • [Presentation] 要約長,文長,文数制約付きニュース記事要約2016

    • Author(s)
      田中駿,笹野遼平,高村大也,奥村学
    • Organizer
      言語処理学会第22回年次大会
    • Place of Presentation
      東北大学
    • Year and Date
      2016-03-07
    • Related Report
      2015 Annual Research Report
  • [Presentation] レビューを対象とした単一文書要約2016

    • Author(s)
      小池将郎, 笹野遼平, 高村大也, 奥村学
    • Organizer
      言語処理学会第22回年次大会
    • Place of Presentation
      東北大学
    • Year and Date
      2016-03-07
    • Related Report
      2015 Annual Research Report
  • [Presentation] 大規模要約資源としてのNew York Times Annotated Corpus2015

    • Author(s)
      菊池 悠太,渡邉 亮彦,高村 大也,奥村 学
    • Organizer
      情報処理学会 第224回自然言語処理研究発表会
    • Place of Presentation
      名古屋工業大学
    • Year and Date
      2015-12-02
    • Related Report
      2015 Annual Research Report
  • [Presentation] テレビ番組をより楽しむための実時間ツイート選択システム2015

    • Author(s)
      廣田壮一郎, 笹野遼平, 高村大也, 奥村学
    • Organizer
      言語処理学会第21回年次大会
    • Place of Presentation
      京都大学
    • Year and Date
      2015-03-19
    • Related Report
      2014 Annual Research Report
  • [Presentation] 修辞構造木から自動変換した談話依存構造木の性質について2015

    • Author(s)
      林克彦,平尾努,吉田康久,永田昌明
    • Organizer
      言語処理学会第21回年次大会
    • Place of Presentation
      京都大学
    • Year and Date
      2015-03-17
    • Related Report
      2014 Annual Research Report
  • [Presentation] Recognition of Sarcasm in Tweets Based on Concept Level Sentiment Analysis and Supervised Learning Approaches2014

    • Author(s)
      Piyoros Tungthamthiti, Kiyoaki Shirai, Masnizah Mohd
    • Organizer
      The 28th Pacific Asia Conference on Language, Information and Computation
    • Place of Presentation
      タイ
    • Year and Date
      2014-12-13
    • Related Report
      2014 Annual Research Report
  • [Presentation] Sentiment Lexicon Interpolation and Polarity Estimation of Objective and Out-Of-Vocabulary Words to Improve Sentiment Classification on Microblogging2014

    • Author(s)
      Yongyos Kaewpitakkun, Kiyoaki Shirai, Masnizah Mohd
    • Organizer
      The 28th Pacific Asia Conference on Language, Information and Computation
    • Place of Presentation
      タイ
    • Year and Date
      2014-12-12
    • Related Report
      2014 Annual Research Report
  • [Presentation] Single Document Summarization based on Nested Tree Structure2014

    • Author(s)
      Yuta Kikuchi, Tsutomu Hirao, Hiroya Takamura, Manabu Okumura and
    • Organizer
      The 52nd Annual Meeting of the Association for Computational Linguistics
    • Place of Presentation
      ボルチモア(アメリカ)
    • Year and Date
      2014-06-24
    • Related Report
      2014 Annual Research Report
  • [Patent(Industrial Property Rights)] 要約文作成モデル学習装置,要約文作成装置,要約文作成モデル学習方法,要約文作成方法及びプログラム2017

    • Inventor(s)
      平尾努,長谷川駿,奥村学
    • Industrial Property Rights Holder
      平尾努,長谷川駿,奥村学
    • Industrial Property Rights Type
      特許
    • Industrial Property Number
      2017-039546
    • Filing Date
      2017-03-02
    • Related Report
      2016 Annual Research Report

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Published: 2014-04-04   Modified: 2018-03-22  

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