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Studies on triplification methods of paper abstracts for semantical and quantitative scientific information analysis

Research Project

Project/Area Number 16K00419
Research Category

Grant-in-Aid for Scientific Research (C)

Allocation TypeMulti-year Fund
Section一般
Research Field Web informatics, Service informatics
Research InstitutionThe University of Electro-Communications

Principal Investigator

Kawaumra Takahiro  電気通信大学, 大学院情報理工学研究科, 客員准教授 (10426653)

Co-Investigator(Kenkyū-buntansha) 大須賀 昭彦  電気通信大学, 大学院情報理工学研究科, 教授 (90393842)
Project Period (FY) 2016-04-01 – 2019-03-31
Project Status Completed (Fiscal Year 2018)
Budget Amount *help
¥4,420,000 (Direct Cost: ¥3,400,000、Indirect Cost: ¥1,020,000)
Fiscal Year 2018: ¥2,080,000 (Direct Cost: ¥1,600,000、Indirect Cost: ¥480,000)
Fiscal Year 2017: ¥910,000 (Direct Cost: ¥700,000、Indirect Cost: ¥210,000)
Fiscal Year 2016: ¥1,430,000 (Direct Cost: ¥1,100,000、Indirect Cost: ¥330,000)
Keywordsナレッジグラフ / Linked Data / 知識処理 / 人工知能 / 機械学習 / 推論 / オントロジー / リンクドデータ / 学術情報分析 / セマンティックウェブ / リンクトデータ / オープンデータ
Outline of Final Research Achievements

This study focused on the triplification methods, which translates scientific paper abstracts, etc. to Linked Data using natural language processing and machine learning techniques for semantically and quantitatively analyzing scientific inform.
Linked Data is an internationally-standardized format, in which information contents are represented by triple, i.e., subject - verb - object.
The unified format that can represent professional contents written in English and Japanese helps us to objectively browse and analyze the scientific and technological information in contents and in metrics.

Academic Significance and Societal Importance of the Research Achievements

近年,日本の科学技術力の低下が指摘される中,論文や特許,ファンディングプロジェクト情報といった学術情報の1次ソースを客観的に分析できる基盤(内容に基づく科学技術マップ)を構築した.
本マップ上でさまざまな検索や分類を行うことで,日本が強い分野や弱い分野,米国や欧州において資金を注いでいる分野,およびそれらに関わる研究者の一覧や関係性など,日本と海外の比較を行うことができる.
それによって,現在の日本の立ち位置を測り,今後の日本の科学技術の方向性を検討するのに役立つだろう.

Report

(4 results)
  • 2018 Annual Research Report   Final Research Report ( PDF )
  • 2017 Research-status Report
  • 2016 Research-status Report
  • Research Products

    (27 results)

All 2019 2018 2017 2016 Other

All Journal Article (8 results) (of which Peer Reviewed: 6 results,  Open Access: 6 results,  Acknowledgement Compliant: 1 results) Presentation (15 results) (of which Int'l Joint Research: 13 results,  Invited: 1 results) Book (2 results) Remarks (2 results)

  • [Journal Article] Funding map using paragraph embedding based on semantic diversity2018

    • Author(s)
      Kawamura Takahiro、Watanabe Katsutaro、Matsumoto Naoya、Egami Shusaku、Jibu Mari
    • Journal Title

      Scientometrics

      Volume: 116 Issue: 2 Pages: 941-958

    • DOI

      10.1007/s11192-018-2783-x

    • Related Report
      2018 Annual Research Report
    • Peer Reviewed / Open Access
  • [Journal Article] サイエンスマップ2016ー論文データベース分析(2011-2016年)による注目される研究領域の動向調査ー2018

    • Author(s)
      伊神 正貫, 村上 昭義, 川村 隆浩
    • Journal Title

      文部科学省科学技術・学術政策研究所NISTEP REPORT

      Volume: 178 Pages: 1-142

    • Related Report
      2018 Annual Research Report
    • Open Access
  • [Journal Article] 研究内容の類似性に基づく科学技術マップの開発2018

    • Author(s)
      川村 隆浩, 江上 周作, 渡邊 勝太郎
    • Journal Title

      日本特許情報機構Japio YEAR BOOK 2018

      Volume: - Pages: 216-227

    • Related Report
      2018 Annual Research Report
    • Open Access
  • [Journal Article] Construction of Urban Problem LOD using Crowdsourcing2018

    • Author(s)
      S. Egami, T. Kawamura, K. Kozaki, A. Ohsuga
    • Journal Title

      International Journal of Smart Computing and Artificial Intelligence

      Volume: 2, 1 Pages: 79-94

    • Related Report
      2017 Research-status Report
    • Peer Reviewed / Open Access
  • [Journal Article] Temporal and Spatial Expansion of Urban LOD for Solving Illegally Parked Bicycles in Tokyo2018

    • Author(s)
      S. Egami, T. Kawamura, A. Ohsuga
    • Journal Title

      IEICE Transactions on Information and Systems

      Volume: E101.D Issue: 1 Pages: 116-129

    • DOI

      10.1587/transinf.2017SWP0010

    • NAID

      130006301191

    • ISSN
      0916-8532, 1745-1361
    • Related Report
      2017 Research-status Report
    • Peer Reviewed / Open Access
  • [Journal Article] Designing and Publishing Illegally Parked Bicycle LOD2017

    • Author(s)
      S. Egami, T. Kawamura, A. Ohsuga
    • Journal Title

      International Journal of Smart Computing and Artificial Intelligence

      Volume: 1, 2 Pages: 77-93

    • Related Report
      2017 Research-status Report
    • Peer Reviewed / Open Access
  • [Journal Article] Detecting Hypernym/Hyponym in Science and Technology Thesaurus using Entropy-based Clustering of Word Vectors2017

    • Author(s)
      T. Kawamura, M. Sekine, K. Matsumura
    • Journal Title

      International Journal of Semantic Computing, Special Issue on the best papers of IEEE ICSC 2017

      Volume: 11, 4 Issue: 04 Pages: 433-449

    • DOI

      10.1142/s1793351x17400177

    • Related Report
      2017 Research-status Report
    • Peer Reviewed
  • [Journal Article] 社会課題解決に向けた循環型LOD構築システムの提案2017

    • Author(s)
      江上 周作,川村 隆浩,清 雄一,田原 康之,大須賀 昭彦
    • Journal Title

      人工知能学会論文誌

      Volume: 31

    • Related Report
      2016 Research-status Report
    • Peer Reviewed / Acknowledgement Compliant
  • [Presentation] Mapping Science - ナレッジグラフに基づく科学技術マップの高度検索と対話的操作の実現2019

    • Author(s)
      江上 周作, 渡邊 勝太郎, 川村 隆浩
    • Organizer
      人工知能学会セマンティックWebとオントロジー研究会(SIG SWO)
    • Related Report
      2018 Annual Research Report
  • [Presentation] Content-based Map of Science using Cross-lingual Document Embedding2018

    • Author(s)
      T. Kawamura, K. Watanabe, N. Matsumoto, S. Egami, M. Jibu
    • Organizer
      23rd International Conference on Science and Technology Indicators (STI 2018)
    • Related Report
      2018 Annual Research Report
    • Int'l Joint Research
  • [Presentation] トーク&トーク 「AIとインフォプロの将来」2018

    • Author(s)
      川村隆浩
    • Organizer
      第15回情報プロフェッショナルシンポジウム(INFOPRO2018)
    • Related Report
      2018 Annual Research Report
    • Invited
  • [Presentation] Urban Problem LOD for Understanding the Problem Structure and Detecting Vicious Cycles2018

    • Author(s)
      S. Egami, T. Kawamura, K. Kozaki, A. Ohsuga
    • Organizer
      12th IEEE International Conference on Semantic Computing (ICSC 2018), pp.186-193, 2018.
    • Related Report
      2017 Research-status Report
    • Int'l Joint Research
  • [Presentation] Hyponym/Hypernym Detection in Science and Technology Thesauri from Bibliographic Datasets2017

    • Author(s)
      T. Kawamura, M. Sekine, K. Matsumura
    • Organizer
      11th IEEE International Conference on Semantic Computing (ICSC 2017)
    • Place of Presentation
      サンディエゴ(米国)
    • Year and Date
      2017-01-30
    • Related Report
      2016 Research-status Report
    • Int'l Joint Research
  • [Presentation] Science Graph for characterizing the recent scientific landscape using Paragraph Vectors2017

    • Author(s)
      T. Kawamura, K. Watanabe, N. Matsumoto, S. Egami, M. Jibu
    • Organizer
      9th ACM International Conference on Knowledge Capture (K-Cap 2017), pp. 9-16, 2017.
    • Related Report
      2017 Research-status Report
    • Int'l Joint Research
  • [Presentation] Linked Urban Open Data Including Social Problems' Causality and Their Costs2017

    • Author(s)
      S. Egami, T. Kawamura, K. Kozaki, A. Ohsuga
    • Organizer
      7th Joint International Semantic Technology Conference (JIST 2017), LNCS 10675, Springer, pp. 334-349, 2017.
    • Related Report
      2017 Research-status Report
    • Int'l Joint Research
  • [Presentation] Building of User Participatory Open Hazard Data for Preventing of Bicycle Accidents2017

    • Author(s)
      R. Kozu, T. Kawamura, S. Egami, Y. Sei, Y. Tahara, A. Ohsuga
    • Organizer
      7th Joint International Semantic Technology Conference (JIST 2017), LNCS 10675, Springer, pp. 289-303, 2017.
    • Related Report
      2017 Research-status Report
    • Int'l Joint Research
  • [Presentation] Funding Map for Research Project Relationships using Paragraph Vectors2017

    • Author(s)
      T. Kawamura, K. Watanabe, N. Matsumoto, M. Jibu
    • Organizer
      16th International Conference on Scientometrics & Informetrics (ISSI 2017), pp. 1121-1131, 2017.
    • Related Report
      2017 Research-status Report
    • Int'l Joint Research
  • [Presentation] Construction of Linked Urban Problem Data with Causal Relations using Crowdsourcing2017

    • Author(s)
      S. Egami, T. Kawamura, K. Kozaki, A. Ohsuga
    • Organizer
      6th IIAI International Congress on Advanced Applied Informatics (AAI 2017), pp. 814-819, 2017.
    • Related Report
      2017 Research-status Report
    • Int'l Joint Research
  • [Presentation] Expanding Science and Technology Thesauri from Bibliographic Datasets using Word Embedding2016

    • Author(s)
      T. Kawamura, K. Kozaki, T. Kushida, K. Watanabe, K. Matsumura
    • Organizer
      28th IEEE International Conference on Tools with Artificial Intelligence (ICTAI 2016)
    • Place of Presentation
      サンノゼ(米国)
    • Year and Date
      2016-11-06
    • Related Report
      2016 Research-status Report
    • Int'l Joint Research
  • [Presentation] Estimation of Spatio-temporal Missing Data for Expanding Urban LOD2016

    • Author(s)
      S. Egami, T. Kawamura, A. Ohsuga
    • Organizer
      6th Joint International Semantic Technology Conference (JIST 2016)
    • Place of Presentation
      シンガポール(シンガポール)
    • Year and Date
      2016-11-02
    • Related Report
      2016 Research-status Report
    • Int'l Joint Research
  • [Presentation] Linked Data Collection and Analysis Platform for Music Information Retrieval2016

    • Author(s)
      Y. Uehara, T. Kawamura, Y. Sei, Y. Tahara, A. Ohsuga
    • Organizer
      6th Joint International Semantic Technology Conference (JIST 2016)
    • Place of Presentation
      シンガポール(シンガポール)
    • Year and Date
      2016-11-02
    • Related Report
      2016 Research-status Report
    • Int'l Joint Research
  • [Presentation] Building Urban LOD for Solving Illegally Parked Bicycles in Tokyo2016

    • Author(s)
      S. Egami, T. Kawamura, A. Ohsuga
    • Organizer
      14th International Semantic Web Conference (ISWC 2016)
    • Place of Presentation
      神戸国際会議場(兵庫県・神戸市)
    • Year and Date
      2016-10-17
    • Related Report
      2016 Research-status Report
    • Int'l Joint Research
  • [Presentation] Schema Design of Illegally Parked Bicycles LOD2016

    • Author(s)
      S. Egami, T. Kawamura, A. Ohsuga
    • Organizer
      5th IIAI International Congress on Advanced Applied Informatics (AAI 2016)
    • Place of Presentation
      熊本市国際交流会館(熊本県・熊本市)
    • Year and Date
      2016-07-10
    • Related Report
      2016 Research-status Report
    • Int'l Joint Research
  • [Book] Chapter 11. Mapping Science based on research content similarity, Scientometrics2018

    • Author(s)
      T. Kawamura, K. Watanabe, N. Matsumoto, S. Egami, M. Jibu
    • Total Pages
      20
    • Publisher
      InTechOpen
    • ISBN
      9789535162391
    • Related Report
      2018 Annual Research Report
  • [Book] Scientometrics2018

    • Author(s)
      T. Kawamura, K. Watanabe, N. Matsumoto, S. Egami, M. Jibu
    • Publisher
      InTechOpen
    • ISBN
      9789535162391
    • Related Report
      2017 Research-status Report
  • [Remarks] Mapping Science (サイエンスマップ) | 科学技術情報プラットフォーム

    • URL

      https://jipsti.jst.go.jp/foresight/mapping_science/

    • Related Report
      2018 Annual Research Report
  • [Remarks] 科学技術情報プラットフォーム

    • URL

      https://jipsti.jst.go.jp/foresight/

    • Related Report
      2017 Research-status Report

URL: 

Published: 2016-04-21   Modified: 2020-03-30  

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