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Development of a high dimensional aggregation operator and its application to a clustering model

Research Project

Project/Area Number 20500252
Research Category

Grant-in-Aid for Scientific Research (C)

Allocation TypeSingle-year Grants
Section一般
Research Field Statistical science
Research InstitutionUniversity of Tsukuba

Principal Investigator

ILIC Mika  University of Tsukuba, 大学院・システム情報工学研究科, 准教授 (60269214)

Co-Investigator(Renkei-kenkyūsha) SHIMIZU Nobuo  統計数理研究所, 助教 (00332130)
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: ¥910,000 (Direct Cost: ¥700,000、Indirect Cost: ¥210,000)
Fiscal Year 2009: ¥1,560,000 (Direct Cost: ¥1,200,000、Indirect Cost: ¥360,000)
Fiscal Year 2008: ¥1,950,000 (Direct Cost: ¥1,500,000、Indirect Cost: ¥450,000)
Keywords分類 / パターン認識 / Aggregation Operator / クラスタリング / ソフトコンピューティング / カーネル法 / 高次元データ / Alignment / クラスタリングモデル / PCA / ソフコンピューティング
Research Abstract

This research proposed a high dimensional aggregation operator and investigated its features. In addition, we applied this aggregation operator to a clustering model for practical use. Conventionally, research based on statistical metric space has been discussed for this area, however a generalized high dimensional aggregation operator has not been proposed. So, in this research, we developed a high dimensional aggregation operator to obtain a general purpose clustering model by exploiting this aggregation operator.

Report

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

    (45 results)

All 2010 2009 2008

All Journal Article (20 results) (of which Peer Reviewed: 20 results) Presentation (23 results) Book (2 results)

  • [Journal Article] Generalized Aggregation Operator Based Nonlinear Fuzzy Clustering Model2010

    • Author(s)
      M.Sato-Ilic
    • Journal Title

      Intelligent Engineering Systems through Artificial Neural Networks Vol.20(1st Runner up Award(theoretical development in computational intelligence) 受賞)

      Pages: 493-500

    • Related Report
      2010 Final Research Report
    • Peer Reviewed
  • [Journal Article] Generalized Aggregation Operator Based Nonlinear Fuzzy Clustering Model2010

    • Author(s)
      M.Sato-Ilic
    • Journal Title

      Intelligent Engineering Systems through Artificial Neural Networks

      Volume: 20 Pages: 493-500

    • Related Report
      2010 Annual Research Report
    • Peer Reviewed
  • [Journal Article] Dissimilarity Based Principal ComPonent AnaIysis USing Fuzzy Clustering2010

    • Author(s)
      M.Sato-llic
    • Journal Title

      Advances in Intelligent and Soft Computing, Integrated Uncertainty Management and Applications

      Volume: 68 Pages: 453-464

    • Related Report
      2010 Annual Research Report
    • Peer Reviewed
  • [Journal Article] Learning based Self-Organized Additive Fuzzy Clustering Method2010

    • Author(s)
      T.Kuwata, M.Sato-llic
    • Journal Title

      Advances in Intelligent Decision Technologies

      Pages: 589-596

    • Related Report
      2010 Annual Research Report
    • Peer Reviewed
  • [Journal Article] An Adaptive Cluster-Target Covariance based Principal Component Analysis for Interval-Valued Data2010

    • Author(s)
      M.Sato-llic
    • Journal Title

      IEEE World Congress on Computational Intelligence

      Pages: 616-623

    • Related Report
      2010 Annual Research Report
    • Peer Reviewed
  • [Journal Article] A CIuster-Target Similarity Based Principal Component Analysis for lnterval-Valued Data2010

    • Author(s)
      MSato-llic
    • Journal Title

      19th International Conference on ComPutational Statistics

      Pages: 1605-1612

    • Related Report
      2010 Annual Research Report
    • Peer Reviewed
  • [Journal Article] Fuzzy Cluster Number Selection Based on Alignment of Similarities2009

    • Author(s)
      M.Sato-Ilic, D.Wu
    • Journal Title

      The 6th International Symposium on Management Engineering Excellent Paper Award 受賞

    • Related Report
      2010 Final Research Report
    • Peer Reviewed
  • [Journal Article] Fuzzy Clustering based Regression with Attribute Weights2009

    • Author(s)
      M.Sato-Ilic
    • Journal Title

      Springer-Verlag, Berlin Heidelberg(Germany)

      Pages: 71-80

    • Related Report
      2009 Annual Research Report
    • Peer Reviewed
  • [Journal Article] Nonlinear Kernel-Based Fuzzy Clustering Model2009

    • Author(s)
      M.Sato-Ilic, S.Ito, S.Takahashi
    • Journal Title

      Developments in Fuzzy Clustering, VEVER, Minsk(Belarus)

      Pages: 56-73

    • Related Report
      2009 Annual Research Report
    • Peer Reviewed
  • [Journal Article] Self-Organized Kernel Fuzzy Clustering Method and Its Evaluation for the Number of Clusters based on Alignment of Similarities2009

    • Author(s)
      M.Sato-Ilic, T.Kuwata
    • Journal Title

      Intelligent Engineering Systems through Artificial Neural Networks, The American Society of Mechanical Engineering(ASME)Press, New York(USA) 19

      Pages: 75-82

    • Related Report
      2009 Annual Research Report
    • Peer Reviewed
  • [Journal Article] Fuzzy Cluster Number Selection Based on Alignment of Similarities2009

    • Author(s)
      M.Sato-Ilic, D.Wu
    • Journal Title

      The 6th International Symposium on Management Engineering, Dalian, China, 2009(Excellent Paper Award受賞)

    • Related Report
      2009 Annual Research Report
    • Peer Reviewed
  • [Journal Article] Fuzzy Generalized Kernel Fuzzy Clustering Model2009

    • Author(s)
      M.Sato-Ilic, S.Ito, S.Takahashi
    • Journal Title

      FUZZ-IEEE2009, The IEEE International Conference on Fuzzy Systems

      Pages: 421-426

    • Related Report
      2009 Annual Research Report
    • Peer Reviewed
  • [Journal Article] Self-Organized Similarity based Kernel Fuzzy Clustering Model and Its Applications2009

    • Author(s)
      T.Kuwata, M.Sato-Ilic
    • Journal Title

      5th International Workshop on Computational Intelligence & Applications 2009(Best Student Presentation Award受賞)

      Pages: 127-131

    • Related Report
      2009 Annual Research Report
    • Peer Reviewed
  • [Journal Article] Fuzzy Regression Models on Entropy based Blocking Structures2009

    • Author(s)
      M. Sato-Ilic
    • Journal Title

      International Journal of Innovative Computing, Information and Control 5

      Pages: 1-9

    • Related Report
      2008 Annual Research Report
    • Peer Reviewed
  • [Journal Article] General Class of Weighted Fuzzy Cluster Loading Models2008

    • Author(s)
      M. Sato-Ilic
    • Journal Title

      Internatiohal Journal of Innovative Computing,Information and Control 4

      Pages: 1023-1032

    • Related Report
      2008 Annual Research Report
    • Peer Reviewed
  • [Journal Article] Fuzzy Covariance Retrieval for Clustering Interval-Valued Data under Probabilistic Distribution2008

    • Author(s)
      M. Sato-Ilic
    • Journal Title

      Intelligent Engineering Systems through Artificial Neural Networks 18

      Pages: 641-648

    • Related Report
      2008 Annual Research Report
    • Peer Reviewed
  • [Journal Article] Clustering Objects with Degree of Classification2008

    • Author(s)
      M. Sato-Ilic
    • Journal Title

      FUZZ-IEEE2008

      Pages: 1737-1744

    • Related Report
      2008 Annual Research Report
    • Peer Reviewed
  • [Journal Article] Principal Component Analysis with a Fuzzy Covariance for Interval-Valued Image Data2008

    • Author(s)
      M. Sato-Ilic and S. Ito
    • Journal Title

      Joint 4th International Conference on Soft Computing and Intelligent Systems and 9th International Symposium on Advanced Intelligent Systems

      Pages: 1203-1207

    • Related Report
      2008 Annual Research Report
    • Peer Reviewed
  • [Journal Article] Variable Selection based on Dissimilarity between Distributions with Degree of Classification by Multidimensional Scaling2008

    • Author(s)
      M. Sato-Ilic
    • Journal Title

      The 11th Czech-Japan Selninar on Data Analysis and Decision Making under Uncertainty

      Pages: 97-102

    • Related Report
      2008 Annual Research Report
    • Peer Reviewed
  • [Journal Article] On A Kernel Fuzzy Clustering Model and Its ApPlications2008

    • Author(s)
      S.Ito and M. Sato-Ilic
    • Journal Title

      Joint Meeting of 4th World Conference of IASC and 6th Conference of the Asian Regional Section of the IASC on Computational Statistics & Data Analysis

      Pages: 709-718

    • Related Report
      2008 Annual Research Report
    • Peer Reviewed
  • [Presentation] Generalized Aggregation Operator and Its Application to Clustering2010

    • Author(s)
      M.Sato-llic
    • Organizer
      26th Fuzzy System Symposium
    • Place of Presentation
      広島大学広島県東広島市
    • Year and Date
      2010-09-13
    • Related Report
      2010 Annual Research Report
  • [Presentation] 学習型自己組織化加法的ファジィクラスタリングの脳波データへの適用2010

    • Author(s)
      桑田智幸, 佐藤美佳
    • Organizer
      26th Fuzzy Sys tem Symposium
    • Place of Presentation
      広島大学広島県東広島市
    • Year and Date
      2010-09-13
    • Related Report
      2010 Annual Research Report
  • [Presentation] AGeneral Kernel based Model for Fuzzy Clustering2010

    • Author(s)
      M.Sato-llic
    • Organizer
      2010年度統計関連学会連合大会
    • Place of Presentation
      早稲田大学東京都新宿区
    • Year and Date
      2010-09-08
    • Related Report
      2010 Annual Research Report
  • [Presentation] Fuzzy Clusterwise Analyses in High Dimensional Space2010

    • Author(s)
      M.Sato-Ilic
    • Organizer
      Seventh International Symposium on Management Engineering(基調講演)(Outstanding Contribution Award 受賞)
    • Place of Presentation
      北九州国際会議場, 福岡県小倉市
    • Year and Date
      2010-08-27
    • Related Report
      2010 Final Research Report
  • [Presentation] Fuzzy Clusterwise Analyses in High Dimensional Space2010

    • Author(s)
      M.Sato-llic
    • Organizer
      Seventh International Symposium on Management Engineering
    • Place of Presentation
      北九州国際会議場福岡県小倉市(基調講演)
    • Year and Date
      2010-08-27
    • Related Report
      2010 Annual Research Report
  • [Presentation] 学習を考慮した自己組織化加法的ファジィクラスタリング2010

    • Author(s)
      桑田智幸, 佐藤美佳
    • Organizer
      日本計算機統計学会第24回大会
    • Place of Presentation
      統計数理研究所東京都立川市
    • Year and Date
      2010-05-15
    • Related Report
      2010 Annual Research Report
  • [Presentation] 学習型自己組織化加法的ファジィクラスタリング手法2010

    • Author(s)
      桑田智幸, 佐藤美佳
    • Organizer
      第21回ソフトコンピューティング若手研究会講演予稿集
    • Place of Presentation
      東京工業大学東京都目黒区
    • Year and Date
      2010-05-15
    • Related Report
      2010 Annual Research Report
  • [Presentation] Fuzzy Classification Structure Based Analyses through High Dimensional Data Space2010

    • Author(s)
      M.Sato-Ilic
    • Organizer
      Joint meeting of Japan-Korea Special Conference of Statistics(招待講演)
    • Place of Presentation
      岡山大学,岡山県岡山市
    • Year and Date
      2010-02-02
    • Related Report
      2010 Final Research Report
  • [Presentation] Fuzzy Classification Structure Based Analyses Through High Dimensional Data Space2010

    • Author(s)
      M.Sato-Ilic
    • Organizer
      Joint meeting of Japan-Korea Special Conference of Statistics(招待講演)
    • Place of Presentation
      岡山大学岡山県岡山市
    • Year and Date
      2010-02-02
    • Related Report
      2009 Annual Research Report
  • [Presentation] 一般化Aggregation Operatorとカーネルクラスタリングモデルへの応用2009

    • Author(s)
      佐藤美佳
    • Organizer
      日本計算機統計学会第23回シンポジウム
    • Place of Presentation
      札幌学院大学北海道江別市
    • Year and Date
      2009-11-08
    • Related Report
      2009 Annual Research Report
  • [Presentation] 類似度のAlignmentに基づくファジィクラスター数の選択2009

    • Author(s)
      佐藤美佳, 呉迪
    • Organizer
      2009年度統計関連学会連合大会
    • Place of Presentation
      同志社大学京都府京都市
    • Year and Date
      2009-09-07
    • Related Report
      2009 Annual Research Report
  • [Presentation] Kernel Aggregation Operatorと多次元尺度法への応用2009

    • Author(s)
      高橋翔太, 佐藤美佳
    • Organizer
      第25回ファジィシステムシンポジウム
    • Place of Presentation
      筑波大学茨城県つくば市
    • Year and Date
      2009-07-15
    • Related Report
      2009 Annual Research Report
  • [Presentation] 確率距離に基づくクラスター構造分析2009

    • Author(s)
      呉迪, 佐藤美佳, 桑田智幸, 小林勇
    • Organizer
      第25回ファジィシステムシンポジウム
    • Place of Presentation
      筑波大学茨城県つくば市
    • Year and Date
      2009-07-15
    • Related Report
      2009 Annual Research Report
  • [Presentation] 脳波データのファジィクラスタリングに基づく回帰分析2009

    • Author(s)
      張替裕矢, 佐藤美佳
    • Organizer
      第25回ファジィシステムシンポジウム
    • Place of Presentation
      筑波大学茨城県つくば市
    • Year and Date
      2009-07-14
    • Related Report
      2009 Annual Research Report
  • [Presentation] 自己組織化カーネルファジィクラスタリングモデルとその応用2009

    • Author(s)
      桑田智幸, 佐藤美佳
    • Organizer
      第25回ファジィシステムシンポジウム
    • Place of Presentation
      筑波大学茨城県つくば市
    • Year and Date
      2009-07-14
    • Related Report
      2009 Annual Research Report
  • [Presentation] ファジィクラスタリングに基づく区間データ解析とその応用2009

    • Author(s)
      佐藤美佳
    • Organizer
      日本オペレーションズ・リサーチ学会「不確実性環境下での意思決定の理論と応用」研究部会第6回研究会、及び「ソフトコンピューティングとOR」研究部会第10回研究会
    • Place of Presentation
      関西学院大学 大阪府大阪市
    • Year and Date
      2009-02-28
    • Related Report
      2008 Annual Research Report
  • [Presentation] Analyses with a Fuzzy Covariance for Interva1-Valued Data2008

    • Author(s)
      M. Sato-Ilic
    • Organizer
      Recent Advances in Statistical Inference-in Honor of Professor Masafumi Akahira
    • Place of Presentation
      筑波大学 茨城県つくば市
    • Year and Date
      2008-12-15
    • Related Report
      2008 Annual Research Report
  • [Presentation] Principal Component Analysis based on Fuzzy Clustering Considering High Dimensional Space2008

    • Author(s)
      M. Sato-Ilic
    • Organizer
      2008年度新領域融合プロジェクトによる研究会「大規模データ・リンケージ、データマイニングと統計手法」
    • Place of Presentation
      統計数理研究所 東京都港区
    • Year and Date
      2008-12-12
    • Related Report
      2008 Annual Research Report
  • [Presentation] カーネルファジィクラスタリングモデルとその応用2008

    • Author(s)
      伊藤聖太、佐藤美佳
    • Organizer
      日本知能情報ファジィ学会合同シンポジウム、第17回日本ファジィ学会北信越支部シンポジウム & 第32回関東支部ワークショップ & 第3回人間共生システム研究会
    • Place of Presentation
      芦原温泉ホテル・グランディア芳香 福井県あわら市
    • Year and Date
      2008-11-09
    • Related Report
      2008 Annual Research Report
  • [Presentation] 区間データの重みつき共分散に基づく主成分分析2008

    • Author(s)
      佐藤美佳
    • Organizer
      2008年度統計関連学会連合大会
    • Place of Presentation
      慶應義塾大学神奈川県横浜市
    • Year and Date
      2008-09-09
    • Related Report
      2008 Annual Research Report
  • [Presentation] カーネルファジィクラスタリングモデル2008

    • Author(s)
      佐藤美佳
    • Organizer
      第24回ファジィシステムシンポジウム
    • Place of Presentation
      阪南大学 大阪府松原市
    • Year and Date
      2008-09-03
    • Related Report
      2008 Annual Research Report
  • [Presentation] 重み付け関数を考慮したファジィクラスター構造に基づく湿原画像データの主成分分析2008

    • Author(s)
      伊藤聖太、佐藤美佳
    • Organizer
      第31回ファジィワークショップ
    • Place of Presentation
      法政大学 東京都町田市
    • Year and Date
      2008-08-02
    • Related Report
      2008 Annual Research Report
  • [Presentation] 分類の度合いを考慮したデータの分布問距離に基づく変数選択2008

    • Author(s)
      小林勇、佐藤美佳
    • Organizer
      第31回ファジィワークショップ
    • Place of Presentation
      法政大学 東京都町田市
    • Year and Date
      2008-08-02
    • Related Report
      2008 Annual Research Report
  • [Book] (Germany), Computational Intelligence Paradigms2008

    • Author(s)
      L.C.Jain, M.Sato-Ilic, M.Virvou, G.A.Tsihrintzis, V.E.Balas,, C.Abeynayake eds.
    • Publisher
      Springer-Verlag
    • Related Report
      2010 Final Research Report
  • [Book] Computational Intelligence Paradigms2008

    • Author(s)
      L. C. Jain, M. Sato-Ilic, M. Virvou, G. A. Tsihrintzis, V. E. Balas, and C. Abeynayake eds.
    • Publisher
      Springer-Verlag (Germany)
    • Related Report
      2008 Annual Research Report

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

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