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2009 Fiscal Year Final Research Report

Studies on Text Data Analysis Based on Fuzzy Clustering

Research Project

  • PDF
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
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
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.

  • Research Products

    (9 results)

All 2010 2009 2008

All Journal Article (4 results) (of which Peer Reviewed: 4 results) Presentation (5 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

    • 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)

    • 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

    • 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

    • Peer Reviewed
  • [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
  • [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
  • [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
  • [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
  • [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

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Published: 2011-06-18   Modified: 2016-04-21  

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