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Improvement of content missing documents using description required item identification technology

Research Project

Project/Area Number 26330252
Research Category

Grant-in-Aid for Scientific Research (C)

Allocation TypeMulti-year Fund
Section一般
Research Field Intelligent informatics
Research InstitutionTottori University

Principal Investigator

MURATA Masaki  鳥取大学, 工学研究科, 教授 (50358884)

Project Period (FY) 2014-04-01 – 2019-03-31
Project Status Completed (Fiscal Year 2018)
Budget Amount *help
¥4,810,000 (Direct Cost: ¥3,700,000、Indirect Cost: ¥1,110,000)
Fiscal Year 2017: ¥1,170,000 (Direct Cost: ¥900,000、Indirect Cost: ¥270,000)
Fiscal Year 2016: ¥1,170,000 (Direct Cost: ¥900,000、Indirect Cost: ¥270,000)
Fiscal Year 2015: ¥1,300,000 (Direct Cost: ¥1,000,000、Indirect Cost: ¥300,000)
Fiscal Year 2014: ¥1,170,000 (Direct Cost: ¥900,000、Indirect Cost: ¥270,000)
Keywords内容欠落文書の改善 / 文書推敲 / 記載必要項目 / 情報抽出 / 文生成 / 機械学習
Outline of Final Research Achievements

Rule-based techniques using items "comparison", "problem", "purpose" and "example" in article data could detect the absence of description with an F measure of 0.6 to 0.8. The technology was generalized. We made the technology to discover the presence or absence of the description of the important matters by using the frequent occurrence items in the documents similar to the documents to be modified as the important matters. Based on word level information extraction, we could detect absence of the description at F measure (performance) of about 0.8. We built a technology to obtain information related to the missing part from the web and present it to the user. We could build a technology to extract information based on sentences. In the newspaper and product information documents, we were able to carry out an experiment to find absence of the description at the sentence level. We found absence of the description in the F measure of about 0.5 to 0.8.

Academic Significance and Societal Importance of the Research Achievements

従来の推敲システムであまり扱われていなかった内容欠落文の修正の問題を扱ったため、推敲システムの扱える範囲が増え、推敲システムの発展に寄与する。さらに社会的に広く見れば、本技術が会話・通信・会議にも応用されることにより、種々のコミュニケーションにおける内容欠落文の減少による情報伝達率の上昇により、人間活動の大幅な効率化につながると期待される。

Report

(6 results)
  • 2018 Annual Research Report   Final Research Report ( PDF )
  • 2017 Research-status Report
  • 2016 Research-status Report
  • 2015 Research-status Report
  • 2014 Research-status Report
  • Research Products

    (21 results)

All 2019 2018 2017 2016 2015 2014 Other

All Journal Article (7 results) (of which Peer Reviewed: 7 results,  Acknowledgement Compliant: 5 results,  Open Access: 1 results) Presentation (12 results) (of which Int'l Joint Research: 5 results) Remarks (2 results)

  • [Journal Article] Using Machine Learning for Automatic Estimation of Emphases in Japanese Documents2017

    • Author(s)
      Masaki Murata, Yuki Abe
    • Journal Title

      IEICE Transactions on Information and Systems

      Volume: E100.D Issue: 10 Pages: 2669-2672

    • DOI

      10.1587/transinf.2016EDL8247

    • NAID

      130006110230

    • ISSN
      0916-8532, 1745-1361
    • Related Report
      2017 Research-status Report
    • Peer Reviewed
  • [Journal Article] Extracting Job Hunting-related Information From Web Documents Using Machine Learning and Characteristic Word Extraction2017

    • Author(s)
      Masaki Murata and Shinnosuke Sawa
    • Journal Title

      Information

      Volume: Vol.20, No.4(A) Pages: 2435-2444

    • Related Report
      2017 Research-status Report
    • Peer Reviewed
  • [Journal Article] Correcting Redundant Japanese Sentences Using Patterns and Machine Learning for the Development of Writing Support Systems2016

    • Author(s)
      Masaki Murata, Shunsuke Tsudo, Masato Tokuhisa, Qing Ma
    • Journal Title

      International Journal of Computational Linguistics and Applications

      Volume: Vol. 7, No. 2 Pages: 183-199

    • Related Report
      2016 Research-status Report
    • Peer Reviewed / Acknowledgement Compliant
  • [Journal Article] Sense Disambiguation in Usages of Japanese Locational Expressions2016

    • Author(s)
      Masaki Murata, Masahiro Kojima, Ryo Nishimura, Shoki Nishimura and Yasuhiko Watanabe
    • Journal Title

      Information: An International Interdisciplinary Journal

      Volume: Vol. 19, No. 6 Pages: 1977-1990

    • Related Report
      2016 Research-status Report
    • Peer Reviewed / Acknowledgement Compliant
  • [Journal Article] Order Estimation of Japanee Paragraphs by Supervised Machine Learning and Various Textual Features2015

    • Author(s)
      ◦Masaki Murata, Satoshi Ito, Masato Tokuhisa, Qing Ma
    • Journal Title

      ◦Journal of Artificial Intelligence and Soft Computing Research

      Volume: Vol. 5, No. 4, Issue: 4 Pages: 247-255

    • DOI

      10.1515/jaiscr-2015-0033

    • Related Report
      2015 Research-status Report
    • Peer Reviewed / Open Access / Acknowledgement Compliant
  • [Journal Article] Statistical Investigation of a Japanese Word Chain Game2015

    • Author(s)
      Masaki Murata, Tamotsu Shirado
    • Journal Title

      Information

      Volume: 18巻 5(A)号 Pages: 1631-1640

    • Related Report
      2015 Research-status Report
    • Peer Reviewed / Acknowledgement Compliant
  • [Journal Article] Construction of supervised data from common sentences for machine learning in Japanese case analysis2015

    • Author(s)
      Masaki Murata
    • Journal Title

      Information

      Volume: Vol. 18, No. 2 Pages: 595-608

    • NAID

      40022577693

    • Related Report
      2014 Research-status Report
    • Peer Reviewed / Acknowledgement Compliant
  • [Presentation] 複数文書からの文レベルの情報の書き漏らしの検出2019

    • Author(s)
      岡﨑健介, 村田真樹, 馬青
    • Organizer
      言語処理学会第25回年次大会, P1-14, pp.359-362
    • Related Report
      2018 Annual Research Report
  • [Presentation] 複数文書からの重要情報の抽出と表の生成2018

    • Author(s)
      岡崎健介, 村田真樹, 馬青
    • Organizer
      言語処理学会第24回年次大会
    • Related Report
      2017 Research-status Report
  • [Presentation] Using Information Extraction and Search Engines for Automatic Detection of Inadequate Descriptions and Information Supplements in Japanese Wikipedia2018

    • Author(s)
      Masaki Murata, Naoya Nonami and Qing Ma
    • Organizer
      19th International Conference on Computational Linguistics and Intelligent Text Processing (CICLing 2018)
    • Related Report
      2017 Research-status Report
    • Int'l Joint Research
  • [Presentation] 論文における記載不備の自動修正に向けた分析2017

    • Author(s)
      岡田拓真, 村田真樹, 馬青
    • Organizer
      言語処理学会第23回年次大会
    • Place of Presentation
      茨城県つくば市、筑波大学
    • Year and Date
      2017-03-14
    • Related Report
      2016 Research-status Report
  • [Presentation] 検索エンジンを用いた記載欠落箇所の補完2017

    • Author(s)
      野浪尚哉, 村田真樹, 馬青
    • Organizer
      言語処理学会第23回年次大会
    • Place of Presentation
      茨城県つくば市、筑波大学
    • Year and Date
      2017-03-14
    • Related Report
      2016 Research-status Report
  • [Presentation] Detection of Inadequate Descriptions in Wikipedia using Information Extraction based on Word Clustering2017

    • Author(s)
      Hokuto Akano, Masaki Murata, Qing Ma
    • Organizer
      Joint 17th World Congress oflnternational Fuzzy Systems Association and 9th International Conference on Soft Computing and Intelligent Systems (IFSA-SCIS 2017)
    • Related Report
      2017 Research-status Report
    • Int'l Joint Research
  • [Presentation] Use of Web Search Engines in TF-IDF based Word Network Construction for Extracting Useful Information2017

    • Author(s)
      Takashi Kamihigashi, Masaki Murata, Qing Ma
    • Organizer
      Joint 17th World Congress oflnternational Fuzzy Systems Association and 9th International Conference on Soft Computing and Intelligent Systems (IFSA-SCIS 2017)
    • Related Report
      2017 Research-status Report
    • Int'l Joint Research
  • [Presentation] Automatic Detection and Manual Analysis of Inadequate Descriptions in a Thesis2016

    • Author(s)
      Takuma Okada, Masaki Murata and Qing Ma
    • Organizer
      2016 Joint 8th International Conference on Soft Computing and Intelligent Systems and 2016 17th International Symposium on Advanced Intelligent Systems
    • Place of Presentation
      北海道札幌市、北海学園大学
    • Year and Date
      2016-08-25
    • Related Report
      2016 Research-status Report
    • Int'l Joint Research
  • [Presentation] 論文における記載不備の自動検出と自動修正に向けた分析2016

    • Author(s)
      岡田拓真, 村田真樹, 馬青
    • Organizer
      言語処理学会第22回年次大会(NLP2016)
    • Place of Presentation
      東北大学
    • Year and Date
      2016-03-08
    • Related Report
      2015 Research-status Report
  • [Presentation] Japanese Word Sense Disambiguation Using Paraphrasing and Machine Learning2016

    • Author(s)
      Yuma Toda, Masaki Murata and Qing Ma
    • Organizer
      2016 Joint 8th International Conference on Soft Computing and Intelligent Systems and 2016 17th International Symposium on Advanced Intelligent Systems
    • Place of Presentation
      北海道札幌市、北海学園大学
    • Related Report
      2016 Research-status Report
    • Int'l Joint Research
  • [Presentation] 論文からの記載必要項目の抽出と文章作成支援2015

    • Author(s)
      岡田拓真, 村田真樹, 徳久雅人, 馬青
    • 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 – 2015-03-19
    • Related Report
      2014 Research-status Report
  • [Presentation] Extraction and Categorization of Transition Information from Large Volume of Texts Using Patterns and Machine Learning2014

    • Author(s)
      Sanako Hori, Masaki Murata, Masato Tokuhisa, Qing Ma
    • Organizer
      Proceedings of Joint 7th International Conference on Soft Computing and Intelligent Systems and 15th International Symposium on Advanced Intelligent Systems (SCIS & ISIS 2014)
    • Place of Presentation
      日本、北九州市
    • Year and Date
      2014-12-03 – 2014-12-06
    • Related Report
      2014 Research-status Report
  • [Remarks] 鳥取大学総覧

    • URL

      http://researchers.adm.tottori-u.ac.jp/html/100000575_ja.html

    • Related Report
      2015 Research-status Report
  • [Remarks] 研究者ホームページ

    • URL

      http://unicorn.ike.tottori-u.ac.jp/murata/publish.html

    • Related Report
      2015 Research-status Report

URL: 

Published: 2014-04-04   Modified: 2020-03-30  

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