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A Study on Digital Library System for Experimental Information Extraction, Visualization and Recommendation

Research Project

Project/Area Number 15H02789
Research Category

Grant-in-Aid for Scientific Research (B)

Allocation TypeSingle-year Grants
Section一般
Research Field Library and information science/Humanistic social informatics
Research InstitutionNational Institute of Informatics

Principal Investigator

Takasu Atsuhiro  国立情報学研究所, コンテンツ科学研究系, 教授 (90216648)

Co-Investigator(Kenkyū-buntansha) 正田 備也  長崎大学, 工学研究科, 准教授 (60413928)
Research Collaborator Ohta Manabu  
Maneeroj Saranya  
Project Period (FY) 2015-04-01 – 2018-03-31
Project Status Completed (Fiscal Year 2018)
Budget Amount *help
¥15,860,000 (Direct Cost: ¥12,200,000、Indirect Cost: ¥3,660,000)
Fiscal Year 2017: ¥4,810,000 (Direct Cost: ¥3,700,000、Indirect Cost: ¥1,110,000)
Fiscal Year 2016: ¥5,330,000 (Direct Cost: ¥4,100,000、Indirect Cost: ¥1,230,000)
Fiscal Year 2015: ¥5,720,000 (Direct Cost: ¥4,400,000、Indirect Cost: ¥1,320,000)
Keywords電子図書館 / 情報抽出 / 情報推薦 / 潜在確率モデル / トピックモデル
Outline of Final Research Achievements

Researchers need to survey research trend in the related research fields in various tasks, such as research planning, research trend analysis, and writing papers. Digital libraries have been playing an important role in providing research papers fulltext. Fulltext search is a main technology for retrieving research papers. This study focuses on experiment information included in papers and developed sequence analysis models for extracting experiment information. We also developed a recommender system for actively providing scholarly information.

Academic Significance and Societal Importance of the Research Achievements

学術論文に含まれる実験情報は、研究成果を定量的に提示するとともに、科学的発見の根拠を示す情報として重要である。本研究の実験情報の抽出・提示技術は、研究者の研究動向の調査および分析の効率化に大きく寄与することが期待される。また、本研究の成果である利用者のニーズにあわせて情報を能動的に提供する情報推薦法は、学術情報のみならず、多種多様な情報推薦に利用可能な汎用性を備えた技術となっている。

Report

(4 results)
  • 2018 Final Research Report ( PDF )
  • 2017 Annual Research Report
  • 2016 Annual Research Report
  • 2015 Annual Research Report
  • Research Products

    (27 results)

All 2019 2018 2017 2016 2015 Other

All Int'l Joint Research (2 results) Journal Article (20 results) (of which Int'l Joint Research: 4 results,  Peer Reviewed: 20 results,  Acknowledgement Compliant: 5 results,  Open Access: 1 results) Presentation (5 results) (of which Int'l Joint Research: 1 results,  Invited: 1 results)

  • [Int'l Joint Research] チュラロンコン大学(タイ)

    • Related Report
      2016 Annual Research Report
  • [Int'l Joint Research] チュラロンコン大学(タイ)

    • Related Report
      2015 Annual Research Report
  • [Journal Article] Learning Representations from Product Titles for Modeling Shopping Transactions2019

    • Author(s)
      Thai Binh Nguyen, Atsuhiro Takasu
    • Journal Title

      AAAI-19 Workshop on Recommender Systems and Natural Language Processing

      Volume: RecNLP Pages: 8-8

    • Related Report
      2017 Annual Research Report
    • Peer Reviewed
  • [Journal Article] Analyzing Knowledge Graph Embedding Methods from a Multi-Embedding Interaction Perspective2019

    • Author(s)
      Hung Nghiep Tran, Atsuhiro Takasu
    • Journal Title

      International Workshop on Data Science for Industry 4.0 in conjunction with EDBT 2019

      Volume: DSI4 Pages: 8-8

    • Related Report
      2017 Annual Research Report
    • Peer Reviewed
  • [Journal Article] NPE: Neural Personalized Embedding for Collaborative Filtering2018

    • Author(s)
      Thai Binh Nguyen, Atsuhiro Takasu
    • Journal Title

      International Joint Conference on Artificial Intelligence

      Volume: IJCAI2017 Pages: 1583-1589

    • DOI

      10.24963/ijcai.2018/219

    • Related Report
      2017 Annual Research Report
    • Peer Reviewed
  • [Journal Article] An Automatic Graph Generation Method for Scholarly Papers Based on Table Structure Analysis2018

    • Author(s)
      Ryoya Yamada, Manabu Ohta, Atsuhiro Takasu
    • Journal Title

      Proc. 10th International Conference on Management of Digital EcoSystems (MEDES'18)

      Volume: - Pages: 132-140

    • DOI

      10.1145/3281375.3281389

    • Related Report
      2017 Annual Research Report
    • Peer Reviewed
  • [Journal Article] Collaborative Item Embedding Model for Implicit Feedback Data2017

    • Author(s)
      ThaiBinh Nguyen, Kenro Aihara, Atsuhiro Takasu
    • Journal Title

      International Conference on Web Engineering

      Volume: LNCS 10360 Pages: 336-348

    • DOI

      10.1007/978-3-319-60131-1_19

    • ISBN
      9783319601304, 9783319601311
    • Related Report
      2017 Annual Research Report
    • Peer Reviewed
  • [Journal Article] Entity Oriented Action Recommendations for Actionable Knowledge Graph Generation2017

    • Author(s)
      MD Mostafizur Rahman, Atsuhiro Takasu:
    • Journal Title

      EEE/WIC/ACM International Conference on Web Intelligence

      Volume: WI2017 Pages: 686-693

    • DOI

      10.1145/3106426.3106546

    • Related Report
      2017 Annual Research Report
    • Peer Reviewed
  • [Journal Article] A Hierarchical Bayesian Factorization Model for Implicit and Explicit Feedback Data2017

    • Author(s)
      Thai Binh Nguyen and Atsuhiro Takasu
    • Journal Title

      Proceedings of the 13th International Conference on Advanced Data Mining and Applications (ADMA 2017)

      Volume: LNAI 10604 Pages: 104-118

    • DOI

      10.1007/978-3-319-69179-4_8

    • ISBN
      9783319691787, 9783319691794
    • Related Report
      2017 Annual Research Report
    • Peer Reviewed
  • [Journal Article] A Probabilistic Model for the Cold-Start Problem in Rating Prediction Using Click Data2017

    • Author(s)
      Thai Binh Nguyen and Atsuhiro Takasu
    • Journal Title

      Proceedings of the 24th International Conference on Neural Information Processing (ICONIP 2017)

      Volume: LNCS 10638 Pages: 196-205

    • DOI

      10.1007/978-3-319-70139-4_20

    • ISBN
      9783319701387, 9783319701394
    • Related Report
      2017 Annual Research Report
    • Peer Reviewed
  • [Journal Article] A Unified Approach for Learning Expertise and Authority in Digital Libraries2017

    • Author(s)
      Baptiste De La Robertie, Liana Ermakova, Yoann Pitarch, Atsuhiro Takasu, and Olivier Teste
    • Journal Title

      Database Systems for Advanced Applications: 22nd International Conference, DASFAA 2017, Suzhou, Lecture Notes in Computer Science

      Volume: 2 Pages: 354-368

    • DOI

      10.1007/978-3-319-55699-4_22

    • ISBN
      9783319556987, 9783319556994
    • Related Report
      2016 Annual Research Report
    • Peer Reviewed / Int'l Joint Research
  • [Journal Article] A Simple Stochastic Gradient Variational Bayes for the Correlated Topic Model2016

    • Author(s)
      Tomonari Masada, Atsuhiro Takasu
    • Journal Title

      Springer Lecture Notes in Computer Science

      Volume: 9932 Pages: 424-428

    • DOI

      10.1007/978-3-319-45817-5_39

    • ISBN
      9783319458168, 9783319458175
    • Related Report
      2016 Annual Research Report
    • Peer Reviewed
  • [Journal Article] A Simple Stochastic Gradient Variational Bayes for Latent Dirichlet Allocation2016

    • Author(s)
      Tomonari Masada, Atsuhiro Takasu
    • Journal Title

      Springer Lecture Notes in Computer Science

      Volume: 9789 Pages: 232-245

    • DOI

      10.1007/978-3-319-42089-9_17

    • ISBN
      9783319420882, 9783319420899
    • Related Report
      2016 Annual Research Report
    • Peer Reviewed
  • [Journal Article] Frequent Multi-Byte Character Subtring Extraction Using a Succinct Data Structure2016

    • Author(s)
      Phanucheep Chotnithi, Atsuhiro Takasu
    • Journal Title

      ACM Symposium on Document Engineering

      Volume: DocEng2016 Pages: 103-106

    • DOI

      10.1145/2960811.2967161

    • Related Report
      2016 Annual Research Report
    • Peer Reviewed / Acknowledgement Compliant
  • [Journal Article] Important Word Organization for Support of Browsing Scholarly Papers Using Author Keywords2016

    • Author(s)
      Junki Tanijiri, Manabu Ohta, Atsuhiro Takasu, Jun Adachi
    • Journal Title

      ACM Symposium on Document Engineering

      Volume: DocEng2016 Pages: 135-138

    • DOI

      10.1145/2960811.2967163

    • Related Report
      2016 Annual Research Report
    • Peer Reviewed / Acknowledgement Compliant
  • [Journal Article] Examination of Effective Features for CRF-Based Bibliography Extraction from Reference Strings2016

    • Author(s)
      Daiki Matsuoka, Manabu Ohta, Atsuhiro Takasu, Jun Adachi
    • Journal Title

      International Conference on Digital Information Management

      Volume: ICDIM2016 Pages: 259-264

    • Related Report
      2016 Annual Research Report
    • Peer Reviewed / Acknowledgement Compliant
  • [Journal Article] Applying Ant-colony Concepts to Trust-based Recommender Systems2016

    • Author(s)
      Phannakan Tengkiattrakul, Saranya Maneeroj, Atsuhiro Takasu
    • Journal Title

      International Conference on Information Integration and Web-based Applications & Services

      Volume: iiWAS2016 Pages: 34-41

    • DOI

      10.1145/3011141.3011161

    • Related Report
      2016 Annual Research Report
    • Peer Reviewed / Int'l Joint Research / Acknowledgement Compliant
  • [Journal Article] Similar subtree search using extended tree inclusion2015

    • Author(s)
      T. Mori, A. Takasu, J. Jansson, J. Hwang, T. Tamura, T. Akutsu
    • Journal Title

      IEEE Transactions on Knowledge and Data Engineering

      Volume: 27 Issue: 12 Pages: 3360-3373

    • DOI

      10.1109/tkde.2015.2457922

    • Related Report
      2015 Annual Research Report
    • Peer Reviewed / Open Access / Int'l Joint Research / Acknowledgement Compliant
  • [Journal Article] Bayesian Probabilistic Model for Context-Aware Recommendations2015

    • Author(s)
      Padipat Sitkrongwong, Saranya Maneeroj, Pannawit Samatthiyadikun, Atsuhiro Takasu
    • Journal Title

      Proceedings of the 17th International Conference on Information Integration and Web-based Applications & Services (iiWAS 2015)

      Volume: 1 Pages: 166-175

    • DOI

      10.1145/2837185.2837223

    • Related Report
      2015 Annual Research Report
    • Peer Reviewed / Int'l Joint Research
  • [Journal Article] Heuristic Pretraining for Topic Models2015

    • Author(s)
      Tomonari Masada, Atsuhiro Takasu
    • Journal Title

      Proc. of IEA/AIE 2015, Springer Lecture Notes in Computer Science

      Volume: 9101 Pages: 123-134

    • DOI

      10.1007/978-3-319-19066-2_34

    • ISBN
      9783319190655, 9783319190662
    • Related Report
      2015 Annual Research Report
    • Peer Reviewed
  • [Journal Article] Utilization of Multiple Sequence Analyzers for Bibliographic Information Extraction2015

    • Author(s)
      Atsuhiro Takasu, Manabu Ohta
    • Journal Title

      Lecture Notes in Computer Science

      Volume: 9443 Pages: 222-236

    • DOI

      10.1007/978-3-319-25530-9_15

    • ISBN
      9783319255293, 9783319255309
    • Related Report
      2015 Annual Research Report
    • Peer Reviewed
  • [Journal Article] 少量学習データによる参考文献書誌情報抽出精度の向上2015

    • Author(s)
      川上 尚慶, 太田 学, 高須 淳宏, 安達 淳
    • Journal Title

      情報処理学会論文誌 データベース

      Volume: 8 Pages: 18-29

    • NAID

      170000147385

    • Related Report
      2015 Annual Research Report
    • Peer Reviewed
  • [Presentation] 学術論文の表の解析によるグラフの自動生成の一手法2018

    • Author(s)
      山田凌也, 太田 学, 高須 淳宏
    • Organizer
      10th Forum on Data Engineering and Information Management
    • Related Report
      2017 Annual Research Report
  • [Presentation] doc2vecによる学術論文の被引用箇所推定の一手法2018

    • Author(s)
      田邊俊介, 太田 学, 高須 淳宏, 安達 淳
    • Organizer
      10th Forum on Data Engineering and Information Management
    • Related Report
      2017 Annual Research Report
  • [Presentation] Similar Subtree Search Using Extended Tree Inclusion2016

    • Author(s)
      Atsuhiro Takes
    • Organizer
      32nd International Conference on Data Engineering (ICDE 2016)
    • Place of Presentation
      Helsinki, Finland
    • Year and Date
      2016-05-16
    • Related Report
      2016 Annual Research Report
    • Int'l Joint Research
  • [Presentation] 書誌情報抽出および統合のためのテキストマイニング2015

    • Author(s)
      高須 淳宏
    • Organizer
      人工知能学会合同研究会
    • Place of Presentation
      慶應義塾大学
    • Year and Date
      2015-11-12
    • Related Report
      2015 Annual Research Report
    • Invited
  • [Presentation] CRFによる参考文献書誌情報抽出のための有効な素性の検討と拡充2015

    • Author(s)
      松岡大樹, 太田 学, 高須 淳宏, 安達 淳
    • Organizer
      第162回データベースシステム研究会
    • Place of Presentation
      芝浦工業大学
    • Related Report
      2015 Annual Research Report

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Published: 2015-04-16   Modified: 2020-03-30  

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