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A Clustering Method based on graph Coloring for integrating Local and Global Constraints

Research Project

Project/Area Number 20500123
Research Category

Grant-in-Aid for Scientific Research (C)

Allocation TypeSingle-year Grants
Section一般
Research Field Intelligent informatics
Research InstitutionHokkaido University

Principal Investigator

YOSHIDA Tetsuya  Hokkaido University, 大学院・情報科学研究科, 准教授 (80294164)

Project Period (FY) 2008 – 2010
Project Status Completed (Fiscal Year 2010)
Budget Amount *help
¥4,420,000 (Direct Cost: ¥3,400,000、Indirect Cost: ¥1,020,000)
Fiscal Year 2010: ¥1,300,000 (Direct Cost: ¥1,000,000、Indirect Cost: ¥300,000)
Fiscal Year 2009: ¥1,430,000 (Direct Cost: ¥1,100,000、Indirect Cost: ¥330,000)
Fiscal Year 2008: ¥1,690,000 (Direct Cost: ¥1,300,000、Indirect Cost: ¥390,000)
Keywordsグラフ / クラスタリング / 彩色 / 制約
Research Abstract

We have developed a clustering method based on b-coloring of a graph in Graph Theory. This coloring requires that two kinds of constraints should be satisfied in the coloring of a graph. By regarding one kind of constraint as a local constraint and the other as a global constraint, we have developed a clustering method which reflects both constraints in a unified manner. For a given dataset, we define a graph structure based on the pairwise dissimilarities so that the coloring of the dataset can be conducted over the graph. The developed algorithm conducts the coloring of the graph for conducting the clustering of the dataset. The algorithm has been implemented as a prototype system, and experiments using the prototype system were conducted over several datasets. The results of the experiments indicate the effectiveness of the developed clustering algorithm.

Report

(4 results)
  • 2010 Annual Research Report   Final Research Report ( PDF )
  • 2009 Annual Research Report
  • 2008 Annual Research Report
  • Research Products

    (26 results)

All 2011 2010 2009 2008

All Journal Article (10 results) (of which Peer Reviewed: 10 results) Presentation (16 results)

  • [Journal Article] 制約を反映するグラフ表現に基づく射影による半教師ありクラスタリング2011

    • Author(s)
      吉田哲也, 岡谷一宏
    • Journal Title

      情報処理学会論文誌:数理モデル化と応用 vol.4, No.1

      Pages: 62-71

    • Related Report
      2010 Final Research Report
    • Peer Reviewed
  • [Journal Article] 相互情報量に基づくクラスタリングに対するグラフモデルとその評価2011

    • Author(s)
      吉田哲也
    • Journal Title

      情報処理学会論文誌:数理モデル化と応用 vol.3, No.3

      Pages: 1-11

    • NAID

      10026760538

    • Related Report
      2010 Final Research Report
    • Peer Reviewed
  • [Journal Article] 制約を反映するグラフ表現に基づく射影による半教師ありクラスタリング2011

    • Author(s)
      吉田哲也, 岡谷一宏
    • Journal Title

      情報処理学会論文誌:数理モデル化と応用

      Volume: Vol.4, No.1 Pages: 62-71

    • Related Report
      2010 Annual Research Report
    • Peer Reviewed
  • [Journal Article] Neighborhood Graphs for Indexing and Retrieving Multi-dimensional Data2010

    • Author(s)
      Hacid, H., Yoshida T.
    • Journal Title

      Journal of Intelligent Information System Vol.34,No.1

      Pages: 93-111

    • Related Report
      2010 Final Research Report
    • Peer Reviewed
  • [Journal Article] 相互情報量に基づくクラスタリングに対するグラフモデルとその評価2010

    • Author(s)
      吉田哲也
    • Journal Title

      情報処理学会論文誌:数理モデル化と応用

      Volume: Vol.3, No.3 Pages: 1-11

    • NAID

      10026760538

    • Related Report
      2010 Annual Research Report 2009 Annual Research Report
    • Peer Reviewed
  • [Journal Article] Neighborhood Graphs for Indexing and Retrieving Multi-dimensional Data2010

    • Author(s)
      Hacid, H., Yoshida, T.
    • Journal Title

      Journal of Intelligent Information System

      Volume: Vol.34, No.1 Pages: 93-111

    • Related Report
      2009 Annual Research Report
    • Peer Reviewed
  • [Journal Article] Toward Improving b-Coloring based Clustering using a Greedy re-Coloring Algorithm Greedy Algorithm2009

    • Author(s)
      Yoshida T., Elghazel, H., Deslandres, V., Hacid, M.S., Dussauchoy, A.
    • Journal Title

      chapter(Bednorz, W.(Ed)) 29

      Pages: 553-568

    • Related Report
      2010 Final Research Report
    • Peer Reviewed
  • [Journal Article] Neighborhood Graphs for Indexing and Retrieving Multi-dimensional Data2009

    • Author(s)
      Hacid, H., Yoshida, T.
    • Journal Title

      Journal of Intelligent Information System accepted

    • Related Report
      2008 Annual Research Report
    • Peer Reviewed
  • [Journal Article] An Integrated Graph and Probability Based Clustering Framework for Sequential Data2008

    • Author(s)
      Elghazel, H., Yoshida, T., Hacid, M.S.
    • Journal Title

      Lecture Notes in Artificial Intelligence 5255

      Pages: 246-258

    • Related Report
      2008 Annual Research Report
    • Peer Reviewed
  • [Journal Article] Toward Improving b-Coloring based Clustering using a Greedy re-Coloring Algorithm2008

    • Author(s)
      Yoshida, T., 他4名
    • Journal Title

      Greedy Algorithm 29章

      Pages: 553-568

    • Related Report
      2008 Annual Research Report
    • Peer Reviewed
  • [Presentation] Toward Finding Hidden Communities based on User Profile2010

    • Author(s)
      oshida, T.
    • Organizer
      IEEE workshop on Social Interactions Analysis and Services Providers (SIASP), in conjunction with IEEE International Conference on Data Mining 2010, 380-387
    • Place of Presentation
      Sydney, Australia
    • Year and Date
      2010-12-13
    • Related Report
      2010 Final Research Report
  • [Presentation] Toward Finding Hidden Communities based on User Profile2010

    • Author(s)
      Tetsuya Yoshida
    • Organizer
      ICDM 2010 workshop on Social Interactions Analysis and Services Providers (SIASP)
    • Place of Presentation
      Sydney, Australia
    • Year and Date
      2010-12-13
    • Related Report
      2010 Annual Research Report
  • [Presentation] A Graph Model for Clustering based on Mutual Information2010

    • Author(s)
      Yoshida, T.
    • Organizer
      11th Pacific Rim International Conference on Artificial Intelligence, LNAI 6230, 339-350
    • Place of Presentation
      Daegu, Korea
    • Year and Date
      2010-09-01
    • Related Report
      2010 Final Research Report
  • [Presentation] Toward improving re-coloring based clustering with graph b-coloring2010

    • Author(s)
      Ogino, H., Yoshida, T.
    • Organizer
      11th Pacific Rim International Conference on Artificial Intelligence, LNAI 6230, 206-218
    • Place of Presentation
      Daegu, Korea
    • Year and Date
      2010-09-01
    • Related Report
      2010 Final Research Report
  • [Presentation] A Graph Model for Clustering based on Mutual Information2010

    • Author(s)
      Tetsuya Yoshida
    • Organizer
      Proc.11th Pacific Rim International Conference on Artificial Intelligence
    • Place of Presentation
      Daegu, Korea
    • Year and Date
      2010-09-01
    • Related Report
      2010 Annual Research Report
  • [Presentation] Toward improving re-coloring based clustering with graph b-coloring2010

    • Author(s)
      Hiroki Ogino, Tetsuya Yoshida
    • Organizer
      Proc.11th Pacific Rim International Conference on Artificial Intelligence
    • Place of Presentation
      Daegu, Korea
    • Year and Date
      2010-09-01
    • Related Report
      2010 Annual Research Report
  • [Presentation] A Graph-based projection approach for Semi-Supervised Clustering2010

    • Author(s)
      Yoshida, T., Okatani, K.
    • Organizer
      11th Pacific Knowledge Acquisition Workshop, LNAI 6232, 1-13
    • Place of Presentation
      Daegu, Korea
    • Year and Date
      2010-08-31
    • Related Report
      2010 Final Research Report
  • [Presentation] A Graph-based projection approach for Semi-Supervised Clustering2010

    • Author(s)
      Tetsuya Yoshida, Kazuhiro Okatani
    • Organizer
      Proc.11th Pacific Knowledge Acquisition Workshop
    • Place of Presentation
      Daegu, Korea
    • Year and Date
      2010-08-31
    • Related Report
      2010 Annual Research Report
  • [Presentation] Performance Evaluation of Constraints in Graph-based Semi-Supervised Clustering2010

    • Author(s)
      Yoshida, T.
    • Organizer
      The 2010 International Conference on Active Media Technology (AMT-2010), LNAI 6335, 138-149
    • Place of Presentation
      Tronto, Canada
    • Year and Date
      2010-08-29
    • Related Report
      2010 Final Research Report
  • [Presentation] Performance Evaluation of Constraints in Graph-basedSemi-Supervised Clustering2010

    • Author(s)
      Tetsuya Yoshida
    • Organizer
      Proc.of the 2010 International Conference on Active Media Technology
    • Place of Presentation
      Tronto, Canada
    • Year and Date
      2010-08-29
    • Related Report
      2010 Annual Research Report
  • [Presentation] Message Correlation and Web Service Protocol Mining from Inaccurate Logs2010

    • Author(s)
      Musaraj, K, Yoshida, T., Daniel, F., Hacid, M.S., Casati,F., Benatallah, B.
    • Organizer
      The IEEE 8th International Conference on Web Services, 259-266
    • Place of Presentation
      Florida, USA
    • Year and Date
      2010-07-08
    • Related Report
      2010 Final Research Report
  • [Presentation] Message Correlation and Web Service Protocol Mining from Inaccurate Logs2010

    • Author(s)
      Kreshnik Musaraj, Tetsuya Yoshida, et. al
    • Organizer
      Proc.of the 8th International Conference on Web Services
    • Place of Presentation
      Florida, USA
    • Year and Date
      2010-07-08
    • Related Report
      2010 Annual Research Report
  • [Presentation] 共同学習における分類器の合意度を用いた追加データ選択法の提案2010

    • Author(s)
      吉田哲也, 岡谷一宏
    • Organizer
      情報処理学会論文:数理モデル化と問題解決研究会
    • Place of Presentation
      伊豆
    • Related Report
      2009 Annual Research Report
  • [Presentation] 共同学習における分類器の合意度を用いた追加データ選択法の提案2009

    • Author(s)
      岡谷一宏, 吉田哲也
    • Organizer
      2009年度人工知能学会全国大会
    • Place of Presentation
      高松
    • Related Report
      2009 Annual Research Report
  • [Presentation] 相互情報量に基づくクラスタリングに対するグラフモデルとその評価2009

    • Author(s)
      吉田哲也
    • Organizer
      情報処理学会論文:数理モデル化と問題解決研究会
    • Place of Presentation
      東京
    • Related Report
      2009 Annual Research Report
  • [Presentation] An Integrated Graph and Probability Based Clustering Framework for Sequential Data2008

    • Author(s)
      Elghazel, H., Yoshida, T., Hacid, M.S.
    • Organizer
      The 11th International Conference on Discovery Science (DS-08), LNAI 5255, 246-258
    • Place of Presentation
      Budapest, Hungary
    • Year and Date
      2008-10-15
    • Related Report
      2010 Final Research Report

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Published: 2008-04-01   Modified: 2016-04-21  

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