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Fundamental research to estimate human values in opinion texts of large collection

Research Project

Project/Area Number 25280118
Research Category

Grant-in-Aid for Scientific Research (B)

Allocation TypePartial Multi-year Fund
Section一般
Research Field Library and information science/Humanistic social informatics
Research InstitutionKyushu University

Principal Investigator

Ishita Emi  九州大学, 附属図書館, 准教授 (50364815)

Co-Investigator(Kenkyū-buntansha) 冨浦 洋一  九州大学, システム情報科学研究院, 教授 (10217523)
高山 泰博  徳山工業高等専門学校, その他部局等, 教授 (30565841)
Co-Investigator(Renkei-kenkyūsha) OGA Toru  九州大学, 法学学術院, 准教授 (90445718)
Research Collaborator Fleischmann Kenneth R.  テキサス大学, オースティン校
Oard Douglas W.  メリーランド大学, カレッジパーク校
Cheng An-Shou  国立中山大学
Project Period (FY) 2013-04-01 – 2018-03-31
Project Status Completed (Fiscal Year 2017)
Budget Amount *help
¥11,180,000 (Direct Cost: ¥8,600,000、Indirect Cost: ¥2,580,000)
Fiscal Year 2016: ¥2,730,000 (Direct Cost: ¥2,100,000、Indirect Cost: ¥630,000)
Fiscal Year 2015: ¥3,250,000 (Direct Cost: ¥2,500,000、Indirect Cost: ¥750,000)
Fiscal Year 2014: ¥3,380,000 (Direct Cost: ¥2,600,000、Indirect Cost: ¥780,000)
Fiscal Year 2013: ¥1,820,000 (Direct Cost: ¥1,400,000、Indirect Cost: ¥420,000)
Keywords価値観推定 / 内容分析 / 価値観 / 自動分類 / テストコレクション / 国際研究者交流 / 価値観分析 / 国際情報交換
Outline of Final Research Achievements

This report describes the development and evaluation of a "Latent Variable Model" (LVM) classifier that detects evidence for specific human values at either the passage or full-document level. To determine suitability for a specific application, an extrinsic evaluation method reflecting the use of the classification results for content analysis was performed. To extend the utility of the technique, the relationship between words and human value was analyzed to discern patterns of language use. To characterize the versatility of the classifier, new test collections containing newspaper articles about the Fukushima Daiichi nuclear power disaster were developed in which human values were manually assigned as a gold standard at document level. Results obtained on these collections has informed the design of future test collections in which human annotation will be performed at sentence level and multiple categories.

Report

(6 results)
  • 2017 Annual Research Report   Final Research Report ( PDF )
  • 2016 Annual Research Report
  • 2015 Annual Research Report
  • 2014 Annual Research Report
  • 2013 Annual Research Report
  • Research Products

    (18 results)

All 2017 2015 2014 2013 Other

All Int'l Joint Research (6 results) Journal Article (8 results) (of which Int'l Joint Research: 4 results,  Peer Reviewed: 7 results,  Open Access: 4 results,  Acknowledgement Compliant: 5 results) Presentation (2 results) Remarks (2 results)

  • [Int'l Joint Research] University of Maryland, College park/The University of Texas at Austin(米国)

    • Related Report
      2017 Annual Research Report
  • [Int'l Joint Research] National Sun Yat-sen University(台湾)

    • Related Report
      2017 Annual Research Report
  • [Int'l Joint Research] University of Texas at Austin/University of Maryland College Park(米国)

    • Related Report
      2016 Annual Research Report
  • [Int'l Joint Research] National Sun Yat-sen University(Taiwan)

    • Related Report
      2016 Annual Research Report
  • [Int'l Joint Research] University of Texas at Austin/University of Maryland College Park(米国)

    • Related Report
      2015 Annual Research Report
  • [Int'l Joint Research] National Sun Yat-sen University(Taiwan)

    • Related Report
      2015 Annual Research Report
  • [Journal Article] Toward automating detection of human values in the nuclear power debate2017

    • Author(s)
      Emi Ishita, Toru Oga, Yasuhiro Takayama, An-Shou Cheng, Douglas W. Oard, Kenneth Fleischmann, and Yoichi Tomiura
    • Journal Title

      Proceedings of the Association for Information Science and Technology

      Volume: 54 Issue: 1 Pages: 714-715

    • DOI

      10.1002/pra2.2017.14505401127

    • Related Report
      2017 Annual Research Report
    • Peer Reviewed / Int'l Joint Research
  • [Journal Article] 福島原発事故をめぐるメディア言説の変容 -毎日新聞社説(2011-2013年)を対象として-2017

    • Author(s)
      大賀哲, 山腰修三, 三谷文栄, 石田栄美, 冨浦洋一
    • Journal Title

      メディア・コミュニケーション

      Volume: 67 Pages: 119-148

    • NAID

      120006224866

    • Related Report
      2016 Annual Research Report
    • Open Access / Acknowledgement Compliant
  • [Journal Article] Automatic Dictionary Extraction and Content Analysis Associated with Human Values2015

    • Author(s)
      Yasuhiro Takayama, Yoichi Tomiura, Kenneth R. Fleischmann, An-Shou Cheng, Douglas W. Oard, Emi Ishita
    • Journal Title

      Information Engineering Express

      Volume: 1 Pages: 107-118

    • Related Report
      2015 Annual Research Report
    • Peer Reviewed / Open Access / Int'l Joint Research / Acknowledgement Compliant
  • [Journal Article] Learning Curves for Automating Content Analysis: How Much Human Annotation is Needed?2015

    • Author(s)
      Emi Ishita, Douglas W. Oard, Kenneth R. Fleischmann, Yoichi Tomiura, Yasuhiro Takayama, and An-Shou Cheng
    • Journal Title

      Proceedings - 2015 IIAI 4th International Conference on Advanced Applied Informatics (IIAI-AAI 2015)

      Volume: 2015 Pages: 171-176

    • DOI

      10.1109/iiai-aai.2015.295

    • Related Report
      2015 Annual Research Report
    • Peer Reviewed / Int'l Joint Research / Acknowledgement Compliant
  • [Journal Article] An Automatic Dictionary Extraction and Annotation Method Using Simulated Annealing for Detecting Human Values2015

    • Author(s)
      Yasuhiro Takayama, Yoichi Tomiura, Kenneth Fleischmann, An-Shou Cheng, Doug Oard, and Emi Ishita
    • Journal Title

      Proceedings - 2015 IIAI 4th International Conference on Advanced Applied Informatics (IIAI-AAI 2015)

      Volume: 2015 Pages: 177-182

    • DOI

      10.1109/iiai-aai.2015.268

    • Related Report
      2015 Annual Research Report
    • Peer Reviewed / Int'l Joint Research / Acknowledgement Compliant
  • [Journal Article] Thematic Analysis of Words that Invoke Values in the Net Neutrality Debate2015

    • Author(s)
      Kenneth R. Fleischmann, Yasuhiro Takayama, An-Shou Cheng, Yoichi Tomiura, Douglas W. Oard, and Emi Ishita
    • Journal Title

      Proceedings of iConference 2015

      Volume: 2015

    • Related Report
      2014 Annual Research Report
    • Peer Reviewed / Open Access
  • [Journal Article] A Word-Scale Probabilistic Latent Variable Model for Detecting Human Values2014

    • Author(s)
      Yasuhiro Takayama, Yoichi Tomiura, Emi Ishita, Douglas W. Oard, Kenneth R. Fleischmann, and An-Shou Cheng.
    • Journal Title

      ACM International Conference on Information and Knowledge Management (CIKM 2014)

      Volume: 2014 Pages: 1489-1498

    • DOI

      10.1145/2661829.2661966

    • NAID

      120006654772

    • Related Report
      2014 Annual Research Report
    • Peer Reviewed / Open Access / Acknowledgement Compliant
  • [Journal Article] Improving Automatic Sentence-Level Annotation of Human Values Using Augmented Feature Vectors2013

    • Author(s)
      Yasuhiro Takayama, Yoichi Tomiura, Emi Ishita, Zheng Wang, Douglas Oard, Kenneth Fleischmann and An-Shou Cheng
    • Journal Title

      Conference of the Pacific Association for Computational Linguistics (PACLING 2013)

      Volume: 2013

    • Related Report
      2013 Annual Research Report
    • Peer Reviewed
  • [Presentation] テキストにおける人間の価値観の分析2017

    • Author(s)
      高山泰博
    • Organizer
      平成29年度・シーズ発表会(~「人間中心」アプローチが生み出す地域イノベーション~), やまぐち事業化支援・連携コーディネト会議
    • Related Report
      2017 Annual Research Report
  • [Presentation] Automatic Annotation of Human Values for Sentences using Augmented Feature Vectors2013

    • Author(s)
      Yasuhiro Takayama, Yoichi Tomiura, Emi Ishita, Zheng Wang, Douglas Oard, Kenneth Fleischmann and An-Shou Cheng
    • Organizer
      Asian Summer School in Information Access (ASSIA 2013)
    • Place of Presentation
      Tsukuba, Japan
    • Related Report
      2013 Annual Research Report
  • [Remarks] 意見文からなる大規模テキスト集合に潜む人々の価値観を推定するための基礎的研究

    • URL

      http://nlp.inf.kyushu-u.ac.jp/values.html

    • Related Report
      2017 Annual Research Report
  • [Remarks] Research on Human Values

    • URL

      http://nlp.inf.kyushu-u.ac.jp/values.html

    • Related Report
      2016 Annual Research Report 2015 Annual Research Report 2014 Annual Research Report

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Published: 2013-05-21   Modified: 2022-02-22  

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