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Understanding the Interrelationships of Studies Using Fine-Grained Information in Papers

Research Project

Project/Area Number 18K11990
Research Category

Grant-in-Aid for Scientific Research (C)

Allocation TypeMulti-year Fund
Section一般
Review Section Basic Section 90020:Library and information science, humanistic and social informatics-related
Research InstitutionNakamura Gakuen College (2019-2023)
Kyushu University (2018)

Principal Investigator

Nakatoh Tetsuya  中村学園大学, 栄養科学部, 准教授 (20253502)

Co-Investigator(Kenkyū-buntansha) 廣川 佐千男  東京都立産業技術大学院大学, 産業技術研究科, 研究員 (40126785)
石田 栄美  九州大学, データ駆動イノベーション推進本部, 教授 (50364815)
鈴木 孝彦  九州大学, 情報基盤研究開発センター, 准教授 (90243906)
Project Period (FY) 2018-04-01 – 2024-03-31
Project Status Completed (Fiscal Year 2023)
Budget Amount *help
¥4,290,000 (Direct Cost: ¥3,300,000、Indirect Cost: ¥990,000)
Fiscal Year 2020: ¥1,170,000 (Direct Cost: ¥900,000、Indirect Cost: ¥270,000)
Fiscal Year 2019: ¥1,170,000 (Direct Cost: ¥900,000、Indirect Cost: ¥270,000)
Fiscal Year 2018: ¥1,950,000 (Direct Cost: ¥1,500,000、Indirect Cost: ¥450,000)
Keywords情報抽出 / 計量書誌学 / データベース / テキストマイニング / 引用分析 / 研究調査 / 機械学習
Outline of Final Research Achievements

We conducted research on evaluation metrics for academic papers. Using machine learning, we demonstrated a relationship between bibliographic information and the number of citations a paper receives. Additionally, we proposed a new metric called "Citation Group Count" and showed its effectiveness. Furthermore, we introduced the Focused Citation Count (FCC) and the Revised Focused Citation Count (RFCC), confirming that they provide higher accuracy in evaluation compared to the traditional Citation Count (CC). We also developed a system to automatically divide papers into sections, define similarities between sections, and automatically identify the citing sections, thereby advancing the development of a system to visualize the relationships between papers in detail.

Academic Significance and Societal Importance of the Research Achievements

関連研究の調査は研究者にとって重要です。新しい研究を始める際には、その新規性を確認する必要があります。また、研究成果を公開する際には、関連する他の研究に対して自分の研究を位置づけ、差別化することが求められます。しかし、膨大な論文の中から適切なものを見つけ、その内容を理解して関連性や違いをまとめることは非常に時間のかかる作業です。本研究の成果により、学術論文の分析が効率化され、学術研究の推進・発展に寄与することが期待されます。

Report

(7 results)
  • 2023 Annual Research Report   Final Research Report ( PDF )
  • 2022 Research-status Report
  • 2021 Research-status Report
  • 2020 Research-status Report
  • 2019 Research-status Report
  • 2018 Research-status Report
  • Research Products

    (13 results)

All 2024 2022 2021 2020 2019 2018

All Journal Article (7 results) (of which Int'l Joint Research: 1 results,  Peer Reviewed: 6 results,  Open Access: 3 results) Presentation (6 results) (of which Int'l Joint Research: 5 results,  Invited: 2 results)

  • [Journal Article] Differences Between Research Projects in Computer Science Funded by Japanese and American Agencies2022

    • Author(s)
      Ishita Emi、Nakatoh Tetsuya
    • Journal Title

      Lecture Notes in Computer Science (Proc. of International Conference on Asian Digital Libraries 2022)

      Volume: 13636 Pages: 144-152

    • DOI

      10.1007/978-3-031-21756-2_12

    • ISBN
      9783031217555, 9783031217562
    • Related Report
      2022 Research-status Report
    • Peer Reviewed
  • [Journal Article] Enriching the Metadata of a Digital Collection to Enhance Accessibility: A Case Study at Practice in Kyushu University Library, Japan2021

    • Author(s)
      Nakatoh Tetsuya、Kodama Hironori、Hori Yuko、Ishita Emi
    • Journal Title

      LNCS

      Volume: 13133 Pages: 411-418

    • DOI

      10.1007/978-3-030-91669-5_32

    • ISBN
      9783030916688, 9783030916695
    • Related Report
      2021 Research-status Report
    • Peer Reviewed
  • [Journal Article] Detection of Unnatural Parts of Statistical Data2020

    • Author(s)
      Tetsuya Nakatoh, Takahiko Suzuki, Tsukasa Kamimasu, Sachio Hirokawa
    • Journal Title

      Information Engineering Express

      Volume: 6(2) Pages: 20-36

    • Related Report
      2020 Research-status Report
    • Peer Reviewed / Open Access
  • [Journal Article] Quality classification of academic papers using the attributes2019

    • Author(s)
      Tetsuya Nakatoh
    • Journal Title

      SCML2019

      Volume: -

    • Related Report
      2019 Research-status Report
  • [Journal Article] Text mining of tourism preference in a multilingual site2019

    • Author(s)
      Zeng, C., Nakatoh, T., Hirokawa, S., and Eguchi, M
    • Journal Title

      IEEJ Transactions on Electrical and Electronic Engineering

      Volume: 14 Issue: 4 Pages: 590-596

    • DOI

      10.1002/tee.22841

    • Related Report
      2019 Research-status Report
    • Peer Reviewed / Open Access / Int'l Joint Research
  • [Journal Article] Evaluation Index to Find Relevant Papers: Improvement of Focused Citation Count2019

    • Author(s)
      Nakatoh Tetsuya、Hirokawa Sachio
    • Journal Title

      Lecture Notes in Computer Science (LNCS)

      Volume: 11569 Pages: 555-566

    • DOI

      10.1007/978-3-030-22660-2_41

    • ISBN
      9783030226596, 9783030226602
    • Related Report
      2019 Research-status Report
    • Peer Reviewed
  • [Journal Article] Attribute-based quality classification of academic papers2018

    • Author(s)
      Tetsuya Nakatoh, Sachio Hirokawa, Toshiro Minami, Takeshi Nanri, Miho Funamori
    • Journal Title

      Artificial Life and Robotics

      Volume: 23-2 Issue: 2 Pages: 235-40

    • DOI

      10.1007/s10015-017-0412-z

    • Related Report
      2018 Research-status Report
    • Peer Reviewed / Open Access
  • [Presentation] Current State of Open Data in References2024

    • Author(s)
      Tetsuya Nakatoh
    • Organizer
      International Symposium on Applied Information Technologies and Innovative Applications
    • Related Report
      2023 Annual Research Report
    • Int'l Joint Research / Invited
  • [Presentation] オープンデータとオープンアクセスの現状分析について2024

    • Author(s)
      中藤 哲也, 石田 栄美
    • Organizer
      情報処理学会 第86回全国大会
    • Related Report
      2023 Annual Research Report
  • [Presentation] Quality classification of academic papers using the attributes2019

    • Author(s)
      Tetsuya Nakatoh
    • Organizer
      SCML2019
    • Related Report
      2018 Research-status Report
    • Int'l Joint Research / Invited
  • [Presentation] Counting Research Groups for Citation Assessment2018

    • Author(s)
      Tetsuya Nakatoh and Sachio Hirokawa
    • Organizer
      ICADL2018
    • Related Report
      2018 Research-status Report
    • Int'l Joint Research
  • [Presentation] Tag Recommendation for Open Government Data by Multi-label Classification and Particular Noun Phrase Extraction2018

    • Author(s)
      Yasuhiro Yamada and Tetsuya Nakatoh
    • Organizer
      10th International Conference on Knowledge Management and Information Sharing
    • Related Report
      2018 Research-status Report
    • Int'l Joint Research
  • [Presentation] Identification of Unnatural Subsets in Statistical Data2018

    • Author(s)
      Takahiko Suzuki, Tsukasa Kamimasu, Tetsuya Nakatoh, and Sachio Hirokawa
    • Organizer
      IIAI AAI 2018
    • Related Report
      2018 Research-status Report
    • Int'l Joint Research

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Published: 2018-04-23   Modified: 2025-01-30  

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