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Studies on Text Data Analysis Based on Fuzzy Clustering

Research Project

Project/Area Number 20700214
Research Category

Grant-in-Aid for Young Scientists (B)

Allocation TypeSingle-year Grants
Research Field Sensitivity informatics/Soft computing
Research InstitutionOsaka Prefecture University

Principal Investigator

HONDA Katsuhiro  Osaka Prefecture University, 工学研究科, 准教授 (80332964)

Project Period (FY) 2008 – 2009
Project Status Completed (Fiscal Year 2009)
Budget Amount *help
¥4,290,000 (Direct Cost: ¥3,300,000、Indirect Cost: ¥990,000)
Fiscal Year 2009: ¥2,080,000 (Direct Cost: ¥1,600,000、Indirect Cost: ¥480,000)
Fiscal Year 2008: ¥2,210,000 (Direct Cost: ¥1,700,000、Indirect Cost: ¥510,000)
Keywordsデータマイニング / クラスタリング / パターン認識 / ニューラルネットワーク / 感性情報処理 / ソフトコンピューティング / ファジィクラスタリング / データ解析 / 知識発見
Research Abstract

With the goal being to extract meaningful information from non-structural text data, several techniques for intuitively understanding intrinsic association rules were developed considering sample classification, variable selection and visualization based on linear fuzzy clustering (or local principal component analysis). Useful text-keyword maps are constructed through such techniques as automated keyword selection or core document identification by noise rejection in document grouping processes.

Report

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

    (39 results)

All 2010 2009 2008

All Journal Article (10 results) (of which Peer Reviewed: 10 results) Presentation (29 results)

  • [Journal Article] Fuzzy PCA-guided Robust k-Means Clustering2010

    • Author(s)
      K. Honda、A. Notsu、H. Ichihashi
    • Journal Title

      IEEE Transactions on Fuzzy Systems Vol.18

      Pages: 67-79

    • Related Report
      2009 Final Research Report
    • Peer Reviewed
  • [Journal Article] Local Sub-space Learning by Extended Fuzzy c-Medoids Clustering2010

    • Author(s)
      N. Haga、K. Honda、A. Notsu、H. Ichihashi
    • Journal Title

      International Journal of Knowledge Engineering and Soft Data Paradigms Vol.2(印刷中)

    • Related Report
      2009 Final Research Report
    • Peer Reviewed
  • [Journal Article] Fuzzy PCA-guided Robust k-Means Clustering2010

    • Author(s)
      K.Honda, A.Notsu, H.Ichihashi
    • Journal Title

      IEEE Transactions on Fuzzy Systems Vol.18

      Pages: 67-79

    • Related Report
      2009 Annual Research Report
    • Peer Reviewed
  • [Journal Article] Local Sub-space Learning by Extended Fuzzy c-Medoids Clustering2010

    • Author(s)
      N.Haga, K.Honda, A.Notsu, H.Ichihashi
    • Journal Title

      International Journal of Knowledge Engineering and Soft Data Paradigms Vol.2(印刷中)

    • Related Report
      2009 Annual Research Report
    • Peer Reviewed
  • [Journal Article] PCA-guided k-Means with Variable Weighting and Its Application to Document Clustering2009

    • Author(s)
      K. Honda、A. Notsu、H. Ichihashi
    • Journal Title

      Modeling Decisions for Artificial Intelligence Vol.LNAI-5861

      Pages: 281-292

    • Related Report
      2009 Final Research Report
    • Peer Reviewed
  • [Journal Article] PCA-guided k-Means with Variable Weighting and Its Application to Document Clustering2009

    • Author(s)
      K.Honda, A.Notsu, H.Ichihashi
    • Journal Title

      Modeling Decisions for Artificial Intelligence LNAI-5861

      Pages: 281-292

    • Related Report
      2009 Annual Research Report
    • Peer Reviewed
  • [Journal Article] Fuzzy c-Medoids法の応用による線形クラスタリングと関係データからの部分空間学習2009

    • Author(s)
      塀和直樹, 本多克宏, 市橋秀友, 野津亮
    • Journal Title

      日本知能情報ファジィ学会誌 Vol.21

      Pages: 151-159

    • NAID

      110007109660

    • Related Report
      2009 Annual Research Report
    • Peer Reviewed
  • [Journal Article] 最適尺度法に基づく尺度混在データのためのFCM型スイッチング回帰モデル2008

    • Author(s)
      本多克宏、市橋秀友、野津亮
    • Journal Title

      システム制御情報学会論文誌 21巻

      Pages: 269-275

    • NAID

      10021837757

    • Related Report
      2009 Final Research Report
    • Peer Reviewed
  • [Journal Article] Fuzzy Local ICA for Extracting Independent Components Related to External Criteria2008

    • Author(s)
      K. Honda, H. Ichihashi
    • Journal Title

      Applied Mathematical Sciences 2-6

      Pages: 275-291

    • Related Report
      2008 Annual Research Report
    • Peer Reviewed
  • [Journal Article] 最適尺度法に基づく尺度混在データのためのFCM型スイッチング回帰モデル2008

    • Author(s)
      本多克宏, 市橋秀友, 野津亮
    • Journal Title

      システム制御情報学会論文誌 21-8

      Pages: 269-275

    • NAID

      10021837757

    • Related Report
      2008 Annual Research Report
    • Peer Reviewed
  • [Presentation] 主成分得点のプロクラステス変換によるファジィ分割の妥当性評価2009

    • Author(s)
      松井智宏, 本多克宏, 野津亮, 市橋秀友
    • Organizer
      第52回自動制御連合講演会
    • Place of Presentation
      大阪大学(大阪)
    • Year and Date
      2009-11-21
    • Related Report
      2009 Annual Research Report
  • [Presentation] 主成分分析に基づくk-Meansクラスタリングにおける変量選択2009

    • Author(s)
      本多克宏, 野津亮, 市橋秀友
    • Organizer
      第19回インテリジェントシステムシンポジウム
    • Place of Presentation
      会津大学(福島)
    • Year and Date
      2009-09-18
    • Related Report
      2009 Annual Research Report
  • [Presentation] A Comparative Study on Cluster Validity Criteria in Linear Fuzzy Clustering and Pareto Optimality Analysis2009

    • Author(s)
      K.Honda, T.Nomaguchi, A.Notsu, H.Ichihashi
    • Organizer
      2009 IEEE International Conference on Fuzzy Systems
    • Place of Presentation
      Jeju Island, Korea
    • Year and Date
      2009-08-21
    • Related Report
      2009 Annual Research Report
  • [Presentation] Cluster Validation in Linear Fuzzy Clustering of Relational Datafrom Multi-cluster Principal Coordinate Analysis View Point2009

    • Author(s)
      N.Haga, K.Honda, A.Notsu, H.Ichihashi
    • Organizer
      2009 IEEE International Conference on Fuzzy Systems
    • Place of Presentation
      Jeju Island, Korea
    • Year and Date
      2009-08-21
    • Related Report
      2009 Annual Research Report
  • [Presentation] Visual Assessment of Cluster Tendency in Relational Data Considering Sample Responsibilities2009

    • Author(s)
      K. Honda、A. Notsu、H. Ichihashi
    • Organizer
      10th International Symposium on Advanced Intelligent Systems
    • Place of Presentation
      Busan(Korea)
    • Year and Date
      2009-08-18
    • Related Report
      2009 Final Research Report
  • [Presentation] Visual Assessment of Cluster Tendency in Relational Data Considering Sample Responsibilities2009

    • Author(s)
      K.Honda, A.Notsu, H.Ichihashi
    • Organizer
      10th International Symposium on Advanced Intelligent Systems
    • Place of Presentation
      Busan, Korea
    • Year and Date
      2009-08-18
    • Related Report
      2009 Annual Research Report
  • [Presentation] A Pareto Optimality Analysis in Linear Fuzzy Clustering with Crossing Prototypes2009

    • Author(s)
      T.Nomaguchi, K.Honda, A.Notsu, H.Ichihashi
    • Organizer
      10th International Symposium on Advanced Intelligent Systems
    • Place of Presentation
      Busan, Korea
    • Year and Date
      2009-08-18
    • Related Report
      2009 Annual Research Report
  • [Presentation] Fuzzy Principal Coordinate Analysis2009

    • Author(s)
      N.Haga, K.Honda, A.Notsu, H.Ichihashi
    • Organizer
      10th International Symposium on Advanced Intelligent Systems
    • Place of Presentation
      Busan, Korea
    • Year and Date
      2009-08-18
    • Related Report
      2009 Annual Research Report
  • [Presentation] ファジィ主成分分析に基づくロバストk-Meansによるテキスト文書の分類2009

    • Author(s)
      本多克宏、松井智宏、野津亮、市橋秀友
    • 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)
    • Year and Date
      2009-07-15
    • Related Report
      2009 Annual Research Report 2009 Final Research Report
  • [Presentation] 関係データの線形ファジィクラスタリングと多クラスター型多次元尺度構成法2009

    • Author(s)
      垪和直樹, 本多克宏, 野津亮, 市橋秀友
    • 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)
    • Year and Date
      2009-07-15
    • Related Report
      2009 Annual Research Report
  • [Presentation] 線形ファジィクラスタリングにおける妥当性尺度とパレート解分析2009

    • Author(s)
      野間口朋成, 本多克宏, 野津亮, 市橋秀友
    • 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)
    • Year and Date
      2009-07-15
    • Related Report
      2009 Annual Research Report
  • [Presentation] 個体の重要度を考慮した並べ替えに基づく結合行列中のクラスター構造の把握2009

    • Author(s)
      本多克宏, 野津亮, 市橋秀友
    • Organizer
      第53回システム制御情報学会研究発表講演会
    • Place of Presentation
      神戸市産業振興センター(兵庫)
    • Year and Date
      2009-05-20
    • Related Report
      2009 Annual Research Report
  • [Presentation] クラスタ間の近接度を考慮した局所的な主成分分析における分割妥当性の考察2009

    • Author(s)
      野間口朋成, 本多克宏
    • Organizer
      第53回システム制御情報学会研究発表講演会
    • Place of Presentation
      神戸市産業振興センター(兵庫)
    • Year and Date
      2009-05-20
    • Related Report
      2009 Annual Research Report
  • [Presentation] 関係データの局所的な部分空間学習と視覚的なクラスター特性分析の比較2008

    • Author(s)
      垪和直樹, 本多克宏, 市橋秀友, 野津亮
    • Organizer
      第18回インテリジェントシステムシンポジウム
    • Place of Presentation
      広島
    • Year and Date
      2008-10-23
    • Related Report
      2008 Annual Research Report
  • [Presentation] Application of Kernel Trick to Fuzzy PCA-guided Robust k-Means2008

    • Author(s)
      K. Honda、T. Matsui、A. Notsu、H. Ichihashi
    • Organizer
      Joint 4th International Conference on Soft Computing and Intelligent Systems and 9th International Symposium on Advanced Intelligent Systems
    • Place of Presentation
      名古屋大学(愛知)
    • Year and Date
      2008-09-18
    • Related Report
      2009 Final Research Report
  • [Presentation] Application of Kernel Trick to Fuzzy PCA-guided Robustk-Means2008

    • Author(s)
      K. Honda, T. Matsui, A. Notsu, H. Ichihashi
    • Organizer
      Joint 4th International Conference on Soft Computing and Intelligent Systems and 9th International Symposium on Ad vanced Intelligent Systems
    • Place of Presentation
      名古屋
    • Year and Date
      2008-09-18
    • Related Report
      2008 Annual Research Report
  • [Presentation] Extraction of Plane-like Structures from Relational Data Based on Extended Fuzzy c-Medoids2008

    • Author(s)
      N. Haga, K. Honda, A. Notsu, H. Ichihashi
    • Organizer
      Joint 4th International Conference on Soft Computing and Intelligent Systems and 9th International Symposium on Ad vanced Intelligent Systems
    • Place of Presentation
      名古屋
    • Year and Date
      2008-09-18
    • Related Report
      2008 Annual Research Report
  • [Presentation] A Brain Activity Analysis by Fuzzy Clustering-based Switching Regression2008

    • Author(s)
      T. Ohyama, K. Honda, A. Notsu, H. Ichihashi
    • Organizer
      Joint 4th International Conference on Soft Computing and Intelligent Systems and 9th International Symposium on Ad vanced Intelligent Systems
    • Place of Presentation
      名古屋
    • Year and Date
      2008-09-18
    • Related Report
      2008 Annual Research Report
  • [Presentation] Document Map Construction and Keyword Selection Based on Local PCA2008

    • Author(s)
      H. Wada, K. Honda, A. Notsu, H. Ichihashi
    • Organizer
      Joint 4th International Conference on Soft Computing and Intelligent Systems and 9th International Symposium on Ad vanced Intelligent Systems
    • Place of Presentation
      名古屋
    • Year and Date
      2008-09-18
    • Related Report
      2008 Annual Research Report
  • [Presentation] 単語の重要度を考慮した局所的主成分分析によるテキスト-単語マップ作成2008

    • Author(s)
      和田秀樹、本多克宏、市橋秀友、野津亮
    • 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)
    • Year and Date
      2008-09-03
    • Related Report
      2009 Final Research Report
  • [Presentation] 適応的なファジィc回帰における尺度混在データの処理2008

    • Author(s)
      本多克宏, 市橋秀友, 野津亮
    • Organizer
      第24回ファジィシステムシンポジウム
    • Place of Presentation
      大阪
    • Year and Date
      2008-09-03
    • Related Report
      2008 Annual Research Report
  • [Presentation] 関係データの線形クラスタリングに基づく視覚化2008

    • Author(s)
      垪和直樹, 本多克宏, 市橋秀友, 野津亮
    • Organizer
      第24回ファジィシステムシンポジウム
    • Place of Presentation
      大阪
    • Year and Date
      2008-09-03
    • Related Report
      2008 Annual Research Report
  • [Presentation] 単語の重要度を考慮した局所的主成分分析によるテキスト-単語マップ作成2008

    • Author(s)
      和田英樹, 本多克宏, 市橋秀友, 野津亮
    • Organizer
      第24回ファジィシステムシンポジウム
    • Place of Presentation
      大阪
    • Year and Date
      2008-09-03
    • Related Report
      2008 Annual Research Report
  • [Presentation] カテゴリー分割を考慮したファジィc回帰による感性情報の分析2008

    • Author(s)
      大山隆弘, 本多克宏, 市橋秀友, 野津亮
    • Organizer
      第24回ファジィシステムシンポジウム
    • Place of Presentation
      大阪
    • Year and Date
      2008-09-03
    • Related Report
      2008 Annual Research Report
  • [Presentation] FCM-type Switching Regression With Alternating Least Squares Method2008

    • Author(s)
      K. Honda、T. Ohyama、H. Ichihashi、A. Notsu
    • Organizer
      2008 IEEE International Conference on Fuzzy Systems
    • Place of Presentation
      香港(中華人民共和国)
    • Year and Date
      2008-06-04
    • Related Report
      2009 Final Research Report
  • [Presentation] FCM-type Switching Regression With Alternating Least Squares Method2008

    • Author(s)
      K. Honda, T. Ohyama, H. Ichihashi. A. Notsu
    • Organizer
      2008 IEEE International Conference on Fuzzy Systems
    • Place of Presentation
      中華人民共和国・香港
    • Year and Date
      2008-06-04
    • Related Report
      2008 Annual Research Report
  • [Presentation] Linear Fuzzy Clustering of Relational Data Based on Extended Fuzzy c-Medoids2008

    • Author(s)
      N. Haga, K. Honda, H Tehihashi A Nntsu
    • Organizer
      2008 IEEE International Conference on Fuzzy Systems
    • Place of Presentation
      中華人民共和国・香港
    • Year and Date
      2008-06-02
    • Related Report
      2008 Annual Research Report
  • [Presentation] 最適尺度に基づく混合データベースのスイッチング回帰2008

    • Author(s)
      本多克宏, 大山隆弘, 市橋秀友, 野津亮
    • Organizer
      第52回システム制御情報学会研究発表講演会
    • Place of Presentation
      京都
    • Year and Date
      2008-05-18
    • Related Report
      2008 Annual Research Report
  • [Presentation] Fuzzyc-Medoids法の応用による関係データからの局所的な線形構造の抽出2008

    • Author(s)
      垪和直樹, 本多克宏, 市橋秀友, 野津亮
    • Organizer
      第52回システム制御情報学会研究発表講演会
    • Place of Presentation
      京都
    • Year and Date
      2008-05-17
    • Related Report
      2008 Annual Research Report

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

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