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Development of a Scholarly Paper Recommender System using Learning Logs

Research Project

Project/Area Number 18K13235
Research Category

Grant-in-Aid for Early-Career Scientists

Allocation TypeMulti-year Fund
Review Section Basic Section 09070:Educational technology-related
Research InstitutionNational Institute of Informatics (2022)
Kyoto University (2018-2021)

Principal Investigator

Nishioka Chifumi  国立情報学研究所, コンテンツ科学研究系, 助教 (20801187)

Project Period (FY) 2018-04-01 – 2023-03-31
Project Status Completed (Fiscal Year 2022)
Budget Amount *help
¥3,380,000 (Direct Cost: ¥2,600,000、Indirect Cost: ¥780,000)
Fiscal Year 2019: ¥1,430,000 (Direct Cost: ¥1,100,000、Indirect Cost: ¥330,000)
Fiscal Year 2018: ¥1,950,000 (Direct Cost: ¥1,500,000、Indirect Cost: ¥450,000)
Keywords学習ログ / 推薦システム / 機関リポジトリ / 学習支援システム / 教材 / 図書館 / ログ / 情報推薦 / 学習分析 / 学術情報 / 学術情報分析 / ラーニングアナリティクス
Outline of Final Research Achievements

In this research project, we investigated a recommender system of library materials on an e-book system for students. The recommender system automatically suggests library materials (e.g., contents such as scholarly articles deposited in institutional repositories, books owned by institutions) that are related to the lecture materials that students view on the e-book system. The recommender system enabled students to obtain knowledge and practical cases related to the lecture materials.

Academic Significance and Societal Importance of the Research Achievements

教育現場での情報通信技術の導入が広がっている。特に、中等教育・高等教育等において、デジタル教材配信システムを活用した学習・教育が広まっている。デジタル教材配信システムは、授業中および予習・復習時に、教科書やスライド等の教材を、利用者のデジタル端末に表示するウェブアプリケーションである。閲覧されたページ、閲覧時間やマーカー箇所といったアプリケーション上での行動は学習ログとして蓄積される。学習ログは解析され、学習・教育の改善に利用されている。一方、学習において図書の果たす役割は大きい。学習ログに基づいて図書館資料を推薦して学生の関心を広げることで、学生の主体的な学びに発展する。

Report

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

    (18 results)

All 2022 2021 2020 2019 2018

All Journal Article (6 results) (of which Int'l Joint Research: 2 results,  Peer Reviewed: 6 results,  Open Access: 6 results) Presentation (12 results) (of which Int'l Joint Research: 8 results)

  • [Journal Article] How does author affiliation affect preprint citation count?2022

    • Author(s)
      Nishioka Chifumi、Faerber Michael、Saier Tarek
    • Journal Title

      Proceedings of the 22nd ACM/IEEE Joint Conference on Digital Libraries

      Volume: - Pages: 1-8

    • DOI

      10.1145/3529372.3530953

    • Related Report
      2022 Annual Research Report
    • Peer Reviewed / Open Access / Int'l Joint Research
  • [Journal Article] The State of Open Access in Japan: An Analysis Using Unpaywall2021

    • Author(s)
      西岡千文, 佐藤翔
    • Journal Title

      Joho Chishiki Gakkaishi

      Volume: 31 Issue: 1 Pages: 31-50

    • DOI

      10.2964/jsik_2021_016

    • NAID

      130008005179

    • ISSN
      0917-1436, 1881-7661
    • Year and Date
      2021-02-28
    • Related Report
      2020 Research-status Report
    • Peer Reviewed / Open Access
  • [Journal Article] Understanding IIIF image usage based on server log analysis2021

    • Author(s)
      Chifumi Nishioka, Kiyonori Nagasaki
    • Journal Title

      Digital Scholarship in the Humanities

      Volume: 36 Issue: Supplement_2 Pages: ii210-ii221

    • DOI

      10.1093/llc/fqab040

    • Related Report
      2021 Research-status Report
    • Peer Reviewed / Open Access
  • [Journal Article] Availability of Open Citation Data in Japanese Scholarly Literature2020

    • Author(s)
      西岡千文, 亀田尭宙, 佐藤翔
    • Journal Title

      Joho Chishiki Gakkaishi

      Volume: 30 Issue: 1 Pages: 3-20

    • DOI

      10.2964/jsik_2020_003

    • NAID

      130007818393

    • ISSN
      0917-1436, 1881-7661
    • Year and Date
      2020-02-29
    • Related Report
      2019 Research-status Report
    • Peer Reviewed / Open Access
  • [Journal Article] Influence of tweets and diversification on serendipitous research paper recommender systems2020

    • Author(s)
      Chifumi Nishioka, Joern Hauke, Ansgar Scherp
    • Journal Title

      PeerJ Computer Science

      Volume: 6 Pages: e273-e273

    • DOI

      10.7717/peerj-cs.273

    • NAID

      120006875268

    • Related Report
      2020 Research-status Report
    • Peer Reviewed / Open Access / Int'l Joint Research
  • [Journal Article] Open Access and Research Data Management in the United States2018

    • Author(s)
      西岡 千文、杉田 茂樹、山中 節子
    • Journal Title

      Journal of College and University Libraries

      Volume: 109 Issue: 0 Pages: n/a

    • DOI

      10.20722/jcul.2007

    • NAID

      130007472390

    • ISSN
      0386-0507, 2186-103X
    • Year and Date
      2018-08-31
    • Related Report
      2018 Research-status Report
    • Peer Reviewed / Open Access
  • [Presentation] 趣旨説明2022

    • Author(s)
      西岡千文
    • Organizer
      図書館総合展2022年度フォーラム「機関リポジトリで実現する書誌多様性」
    • Related Report
      2022 Annual Research Report
  • [Presentation] A Picture-Book Recommender System for Extensive Reading on an E-Book System2020

    • Author(s)
      Chifumi Nishioka, Sanae Fujita, Takashi Hattori, Tessei Kobayashi, Futoshi Naya, Hiroaki Ogata
    • Organizer
      Workshop on Predicting Performance Based on the Analysis of Reading Behavior at International Conference on Learning Analytics & Knowledge (LAK20)
    • Related Report
      2019 Research-status Report
    • Int'l Joint Research
  • [Presentation] Linked Archive of Asian Postcards2019

    • Author(s)
      Akihiro Kameda, Toshihiko Kishi, Chifumi Nishioka
    • Organizer
      Asia-Pacific Library & Information Education and Practice (A-LIEP 2019)
    • Related Report
      2019 Research-status Report
    • Int'l Joint Research
  • [Presentation] Research Paper Recommender System with Serendipity Using Tweets vs. Diversification2019

    • Author(s)
      Chifumi Nishioka, Joern Hauke, Ansgar Scherp
    • Organizer
      International Conference on Asia-Pacific Digital Libraries (ICADL 2019)
    • Related Report
      2019 Research-status Report
    • Int'l Joint Research
  • [Presentation] Towards Serendipitous Research Paper Recommender Using Tweets and Diversification2019

    • Author(s)
      Chifumi Nishioka, Joern Hauke, Ansgar Scherp
    • Organizer
      International Conference on Theory and Practice of Digital Libraries (TPDL 2019)
    • Related Report
      2019 Research-status Report
    • Int'l Joint Research
  • [Presentation] Evaluating the Availability of Open Citation Data2019

    • Author(s)
      Chifumi Nishioka, Michael Faerber
    • Organizer
      Joint Workshop on Bibliometric-enhanced Information Retrieval and Natural Language Processing for Digital Libraries (BIRNDL 2019)
    • Related Report
      2019 Research-status Report
    • Int'l Joint Research
  • [Presentation] 日本の学術出版物における引用データのオープン化の現状分析2019

    • Author(s)
      西岡千文, 亀田尭宙, 佐藤翔
    • Organizer
      情報処理学会人文科学とコンピュータ(CH)
    • Related Report
      2019 Research-status Report
  • [Presentation] Exploring recommendation components in BookRoll2019

    • Author(s)
      Chifumi Nishioka
    • Organizer
      TEEL Worlshop at IEEE International Conference on Technology for Education
    • Related Report
      2019 Research-status Report
    • Int'l Joint Research
  • [Presentation] 学生向け論文推薦システムにおける説明インタフェースの評価2019

    • Author(s)
      久徳 泰知,西岡 千文,緒方 広明
    • Organizer
      第27回教育学習支援情報システム(CLE)研究発表会
    • Related Report
      2018 Research-status Report
  • [Presentation] Research Paper Recommender System for University Students on the E-Book System2018

    • Author(s)
      Chifumi Nishioka, Hiroaki Ogata
    • Organizer
      ACM/IEEE on Joint Conference on Digital Libraries
    • Related Report
      2018 Research-status Report
    • Int'l Joint Research
  • [Presentation] Promoting Open Access by the Kyoto University Library2018

    • Author(s)
      Chifumi Nishioka
    • Organizer
      International Congress on Advanced Applied Informatics
    • Related Report
      2018 Research-status Report
    • Int'l Joint Research
  • [Presentation] IIIF画像の詳細な利用状況の把握に向けたログ解析手法2018

    • Author(s)
      西岡 千文,永崎 研宣
    • Organizer
      人文科学とコンピュータシンポジウム(じんもんこん2018)
    • Related Report
      2018 Research-status Report

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Published: 2018-04-23   Modified: 2024-01-30  

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