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2010 Fiscal Year Final Research Report

Interactive Information Gathering with Minimal User Feedback

Research Project

  • PDF
Project/Area Number 20300059
Research Category

Grant-in-Aid for Scientific Research (B)

Allocation TypeSingle-year Grants
Section一般
Research Field Intelligent informatics
Research InstitutionNational Institute of Informatics

Principal Investigator

YAMADA Seiji  National Institute of Informatics, コンテンツ科学研究系, 教授 (50220380)

Co-Investigator(Kenkyū-buntansha) ONODA Takashi  (財)電力中央研究所, システム技術研究所, 上席研究員 (40371661)
TAKAMA Yasufumi  首都大学東京, システムデザイン研究科, 准教授 (20313364)
OKABE Masayuki  豊橋技術科学大学, 情報メディア基盤センター, 助教 (50362330)
Project Period (FY) 2008 – 2010
Keywords知的インタラクティブシステム / 最小ユーザフィードバック / 制約クラスタリング / 人工知能 / 可視化
Research Abstract

We proposed a framework of Minimal User Feedback that makes traditional interactive systems more intelligent. Also we developed various elementary techniques : an efficient algorithm of constrained clustering, GUI to judge similarity between two documents, to facilitate human's active learning, and a seeding method of k-means with Independent Component Analysis. Finally we provided experimental evaluation for them.

  • Research Products

    (24 results)

All 2011 2010 2009 2008

All Journal Article (9 results) (of which Peer Reviewed: 9 results) Presentation (14 results) Book (1 results)

  • [Journal Article] An Interactive Tool for Human Active Learning in Constrained Clustering2011

    • Author(s)
      M. Okabe, S.Yamada
    • Journal Title

      Journal of Emerging Technologies in Web Intelligence Vol.3,No.1

      Pages: 20-27

    • Peer Reviewed
  • [Journal Article] Investigating User Behavior in Document Similarity Judgment for Interactive Clustering-based Search Engines2011

    • Author(s)
      M. Chen, S.Yamada, Y.Takama
    • Journal Title

      Journal of Emerging Technologies in Web Intelligence Vol.3,No.1

      Pages: 3-10

    • Peer Reviewed
  • [Journal Article] Extraction of Web Site Evaluation Criteria and Automatic Evaluation2010

    • Author(s)
      P.Li, S.Yamada
    • Journal Title

      Journal of Advanced Computational Intelligence and Intelligent Informatics Vol.14,No.4

      Pages: 396-401

    • Peer Reviewed
  • [Journal Article] Learning Similarity Matrix from Constraints of Relational Neighbors2010

    • Author(s)
      M.Okabe, S.Yamada
    • Journal Title

      Journal of Advanced Computational Intelligence and Intelligent Informatics(JACIII Young Researcher Award を受賞) Vol.14,No.4

      Pages: 402-407

    • Peer Reviewed
  • [Journal Article] 時空間的動向情報の探索的分析を支援するインタラクティブな情報可視化システム2010

    • Author(s)
      高間康史,山田隆志
    • Journal Title

      人工知能学会論文誌 Vol.25,No.1

      Pages: 58-67

    • Peer Reviewed
  • [Journal Article] 可視化表現共有型掲示板システムによる地域防犯活動議論支援2009

    • Author(s)
      高間康史,瀬尾優太
    • Journal Title

      知能と情報 Vol.21,No.3

      Pages: 316-326

    • Peer Reviewed
  • [Journal Article] 遺伝的アルゴリズムによる階層メニューの最適化2008

    • Author(s)
      松井正一,山田誠二
    • Journal Title

      人工知能学会論文誌 Vol.23,No.6

      Pages: 494-504

    • Peer Reviewed
  • [Journal Article] SVM-based Interactive document Retrieval with Active Learning2008

    • Author(s)
      T. Onoda, H. Murata, S.Yamada
    • Journal Title

      New Generation Computing Vol.26,No.1

      Pages: 49-61

    • Peer Reviewed
  • [Journal Article] Interactive Visualization of News Distribution in Blog Space2008

    • Author(s)
      Y.Takama, A.Matsumura, T.Kajinami
    • Journal Title

      New Generation Computing Vol.26,No.1

      Pages: 23-38

    • Peer Reviewed
  • [Presentation] Constrained Clustering with Interactive Similarity Learning2010

    • Author(s)
      M.Okabe, S. Yamada
    • Organizer
      In Proceedings of Joint 5th International Conference on Soft Computing and Intelligent Systems and 11th International Symposium on Advanced Intelligent Systems (SCIS&ISIS-2010)(1295-1300)
    • Place of Presentation
      Okayama, Japan
    • Year and Date
      2010-12-11
  • [Presentation] Seeding Method Based on Independent Component Analysis for k-Means Clustering2010

    • Author(s)
      T.Onoda, M.Sakai, S.Yamada
    • Organizer
      In Proceedings of Joint 5th International Conference on Soft Computing and Intelligent Systems and 11th International Symposium on Advanced Intelligent Systems (SCIS&ISIS-2010)(1306-1309)
    • Place of Presentation
      Okayama, Japan
    • Year and Date
      2010-12-11
  • [Presentation] Document Similarity Judgment for Interactive Document Clustering2010

    • Author(s)
      Y.Takama, C.Minghuang, S.Yamada
    • Organizer
      In Proceedings of Joint 5th International Conference on Soft Computing and Intelligent Systems and 11th International Symposium on Advanced Intelligent Systems (SCIS&ISIS-2010)(1310-1315)
    • Place of Presentation
      Okayama, Japan
    • Year and Date
      2010-12-11
  • [Presentation] A Kernel for Interactive Document Retrieval Based on Support Vector Machines2010

    • Author(s)
      H.Murata, T.Onoda, S.Yamada
    • Organizer
      In Proceedings of Joint 5th International Conference on Soft Computing and Intelligent Systems and 11th International Symposium on Advanced Intelligent Systems (SCIS&ISIS-2010)(1316-1321)
    • Place of Presentation
      Okayama, Japan
    • Year and Date
      2010-12-11
  • [Presentation] REBO : A Life-Like Universal Remote Control2010

    • Author(s)
      S.Yamada, K.Kobayashi
    • Organizer
      In Proceedings of World Automation Congress (WAC-2010), IFMIP-200(6 pages)
    • Place of Presentation
      Kobe, Japan
    • Year and Date
      2010-09-20
  • [Presentation] Effect of Snippet on User's Relevance Judgment of Documents2010

    • Author(s)
      Y.Takama, M.Chen, S.Yamada
    • Organizer
      In Proceedings of World Automation Congress (WAC-2010), IFMIP-170(6 pages)
    • Place of Presentation
      Kobe, Japan
    • Year and Date
      2010-09-20
  • [Presentation] An Interactive Tool for Constrained Clustering2010

    • Author(s)
      M.Okabe, S.Yamada
    • Organizer
      In Proceedings of World Automation Congress (WAC-2010), IFMIP-562(6 pages)
    • Place of Presentation
      Kobe, Japan
    • Year and Date
      2010-09-20
  • [Presentation] Snippet Generation for Document Similarity Judgment2010

    • Author(s)
      Y.Takama
    • Organizer
      International Seminar on Intelligent Systems(8 pages)
    • Place of Presentation
      Kosice, Slovakia
    • Year and Date
      2010-09-05
  • [Presentation] An Interactive Tool for Constrained Clustering with Human Sampling2010

    • Author(s)
      M.Okabe, S.Yamada
    • Organizer
      In Proceedings of the International Workshop on Intelligent Web Interaction 2010 (IWI-2010)(108-111)
    • Place of Presentation
      Toronto, Canada
    • Year and Date
      2010-08-31
  • [Presentation] Analysis of User Feedback Cost for Document Similarity Judgment2010

    • Author(s)
      M.Chen, S.Yamada, Y.Takama
    • Organizer
      In Proceedings of the International Workshop on Intelligent Web Interaction 2010 (IWI-2010)(87-90)
    • Place of Presentation
      Toronto, Canada
    • Year and Date
      2010-08-31
  • [Presentation] Careful Seeding based on Independent Component Analysis for k-means Clustering2010

    • Author(s)
      T.Onoda, M.Sakai, S.Yamada
    • Organizer
      In Proceedings of the International Workshop on Intelligent Web Interaction 2010 (IWI-2010)(112-115)
    • Place of Presentation
      Toronto, Canada
    • Year and Date
      2010-08-31
  • [Presentation] Clustering with Constrained Similarity Learning2009

    • Author(s)
      M.Okabe, S.Yamada
    • Organizer
      In Proceedings of International Workshop on Intelligent Web Interaction 2009(30-33)
    • Place of Presentation
      Milano, Italy
    • Year and Date
      2009-09-15
  • [Presentation] Interactive Spam Filtering with Active Learning and Feature Selection2008

    • Author(s)
      M.Okabe, S.Yamada
    • Organizer
      Proceedings of the International Workshop on Intelligent Web Interaction 2008(165-168)
    • Place of Presentation
      Sydney, Australia
    • Year and Date
      2008-12-09
  • [Presentation] Spam filtering with Active Feature Identification2008

    • Author(s)
      M.Okabe, S.Yamada
    • Organizer
      Proceedings of 4th International Conference on Soft Computing and Intelligent Systems(1218-1223)
    • Place of Presentation
      Nagoya, Japan
    • Year and Date
      2008-09-20
  • [Book] インテリジェントネットワークシステム入門2008

    • Author(s)
      原島(監修),山口,久保田,高間
    • Publisher
      コロナ社

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Published: 2012-01-26   Modified: 2016-04-21  

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