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Study on Fuzzy Co-clustering of Incomplete Data

Research Project

Project/Area Number 23500283
Research Category

Grant-in-Aid for Scientific Research (C)

Allocation TypeMulti-year Fund
Section一般
Research Field Sensitivity informatics/Soft computing
Research InstitutionOsaka Prefecture University

Principal Investigator

HONDA Katsuhiro  大阪府立大学, 工学(系)研究科(研究院), 教授 (80332964)

Co-Investigator(Kenkyū-buntansha) ICHIHASHI Hidetomo  大阪府立大学, 大学院・工学研究科, 教授 (30151476)
NOTSU Akira  大阪府立大学, 大学院・工学研究科, 准教授 (40405345)
Project Period (FY) 2011 – 2013
Project Status Completed (Fiscal Year 2013)
Budget Amount *help
¥5,070,000 (Direct Cost: ¥3,900,000、Indirect Cost: ¥1,170,000)
Fiscal Year 2013: ¥1,690,000 (Direct Cost: ¥1,300,000、Indirect Cost: ¥390,000)
Fiscal Year 2012: ¥1,690,000 (Direct Cost: ¥1,300,000、Indirect Cost: ¥390,000)
Fiscal Year 2011: ¥1,690,000 (Direct Cost: ¥1,300,000、Indirect Cost: ¥390,000)
Keywordsファジィ理論 / 共クラスタリング / 協調フィルタリング / 意思決定支援 / ファジィクラスタリング
Research Abstract

Cooccurrence information analysis is an important technique for handling such cooccurrence information as purchase history data or document-keyword frequency data with the goal of extracting co-clusters of mutually familiar pairs of objects and items. In applying co-clustering algorithms to collaborative filtering and document summarization, it is needed to handle such data incompleteness as missing elements, noise and non-Euclidean nature. In this research, several co-clustering algorithms, which can handle incomplete cooccurrence information having intrinsic singular features, were studied and applied to personalized recommendation and document analysis for developing human-friendly intelligent information processing techniques.

Report

(4 results)
  • 2013 Annual Research Report   Final Research Report ( PDF )
  • 2012 Research-status Report
  • 2011 Research-status Report
  • Research Products

    (93 results)

All 2014 2013 2012 2011 Other

All Journal Article (16 results) (of which Peer Reviewed: 13 results) Presentation (77 results)

  • [Journal Article] 向きに依存した不確実性を考慮したスイッチング回帰モデルと太陽光発電データの分析への応用2014

    • Author(s)
      岩田俊介, 本多克宏, 野津 亮
    • Journal Title

      システム制御情報学会論文誌

      Volume: 27, 2 Pages: 29-35

    • NAID

      130004565037

    • Related Report
      2013 Annual Research Report
    • Peer Reviewed
  • [Journal Article] Performance Comparison of Collaborative Filtering with k-Anonymized Data by Fuzzy k-Member Clustering2014

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

      Journal of Advanced Computational Intelligence and Intelligent Informatics

      Volume: 18, 2 Pages: 239-245

    • NAID

      130007673199

    • Related Report
      2013 Annual Research Report
    • Peer Reviewed
  • [Journal Article] ロバストk-Meansクラスタリングとファジィ主成分分析2013

    • Author(s)
      本多克宏
    • Journal Title

      日本知能情報ファジィ学会誌

      Volume: Vol. 25, No. 3 Pages: 74-80

    • Related Report
      2013 Annual Research Report 2013 Final Research Report
  • [Journal Article]2013

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

      Procedia Computer Science

      Volume: Vol. 22 Pages: 477-484

    • DOI

      10.1016/j.procs.2013.09.126

    • Related Report
      2013 Annual Research Report 2013 Final Research Report
    • Peer Reviewed
  • [Journal Article] Visualization of Non-Euclidean Relational Data by Robust Linear Fuzzy Clustering Based on FCMdd Framework2013

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

      Journal of Advanced Computational Intelligence and Intelligent Informatics

      Volume: Vol. 17, No. 2 Pages: 312-317

    • Related Report
      2013 Final Research Report 2012 Research-status Report
    • Peer Reviewed
  • [Journal Article] Dual Exclusive Partition in Fuzzy CoDoK and SCAD-based Fuzzy Co-clustering2013

    • Author(s)
      C.-H. Oh, K. Honda
    • Journal Title

      Procedia Computer Science

      Volume: 22 Pages: 800-809

    • DOI

      10.1016/j.procs.2013.09.162

    • Related Report
      2013 Annual Research Report
    • Peer Reviewed
  • [Journal Article] Intergration of Information Based on the Similarity in AHP2013

    • Author(s)
      A. Notsu, H. Kawakami, Y. Tezuka, K. Honda
    • Journal Title

      Procedia Computer Science

      Volume: 22 Pages: 1011-1020

    • DOI

      10.1016/j.procs.2013.09.186

    • Related Report
      2013 Annual Research Report
    • Peer Reviewed
  • [Journal Article] FCM-type Cluster Validation in Fuzzy Co-clustering and Collaborative Filtering Applicability2013

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

      International Journal of Computer Science and Network Security

      Volume: 13-1 Pages: 24-29

    • Related Report
      2012 Research-status Report
    • Peer Reviewed
  • [Journal Article] クラスタリングの概念と意思決定支援への応用2012

    • Author(s)
      本多克宏
    • Journal Title

      オペレーションズ, リサーチ

      Volume: Vol. 57, No. 5 Pages: 520-254

    • Related Report
      2013 Final Research Report
  • [Journal Article] Exclusive Partition in FCM-type Co-clustering and Its Application to Collaborative Filtering2012

    • Author(s)
      K. Honda, C.-H. Oh, Y. Matsumoto, A. Notsu, H. Ichihashi
    • Journal Title

      International Journal of Computer Science and Network Security

      Volume: Vol. 12, No. 12 Pages: 52-58

    • URL

      http://paper.ijcsns.org/07_book/201212/20121209.pdf

    • Related Report
      2013 Final Research Report 2012 Research-status Report
    • Peer Reviewed
  • [Journal Article] FCMdd型線形ファジィクラスタリングによる非ユークリッド関係性データからの局所的マップ構築2012

    • Author(s)
      山本剛史, 本多克宏, 野津 亮, 市橋秀友
    • Journal Title

      日本知能情報ファジィ学会誌

      Volume: 24-3 Pages: 821-825

    • NAID

      130002096884

    • Related Report
      2012 Research-status Report
    • Peer Reviewed
  • [Journal Article] クラスタリングの概念と意思決定支援への応用2012

    • Author(s)
      本多克宏
    • Journal Title

      オペレーションズ・リサーチ

      Volume: 57-5 Pages: 250-254

    • Related Report
      2012 Research-status Report
  • [Journal Article] Robust Extension of FCMdd-based Linear Clustering for Relational Data using Alternative c-Means Criterion2012

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

      International Journal of Computer Science and Network Security

      Volume: 12, 1 Pages: 47-52

    • Related Report
      2011 Research-status Report
    • Peer Reviewed
  • [Journal Article] Alternative Fuzzy c-Lines and Local Principal Component Extraction2011

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

      International Journal of Knowledge Engineering and Soft Data Paradigms

      Volume: Vol. 3, No. 2 Issue: 2 Pages: 188-200

    • DOI

      10.1504/ijkesdp.2011.045728

    • Related Report
      2013 Final Research Report 2011 Research-status Report
    • Peer Reviewed
  • [Journal Article] A Comparative Study on TIBA Imputation Methods in FCMdd-Based Linear Clustering with Relational Data2011

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

      Advances in Fuzzy Systems

      Volume: 2011, #265170 Pages: 1-10

    • Related Report
      2011 Research-status Report
    • Peer Reviewed
  • [Journal Article] Non-Euclidean Extension of FCMdd-based Linear Clustering for Relational Data2011

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

      Journal of Advanced Computational Intelligence and Intelligent Informatics

      Volume: 15, 8 Pages: 1050-1056

    • Related Report
      2011 Research-status Report
    • Peer Reviewed
  • [Presentation] k-Medoids法の概念に基づくファジィ共クラスタリング2013

    • Author(s)
      本多克宏, S. Tong, 野津 亮
    • Organizer
      第5回横幹連合コンファレンス
    • Place of Presentation
      高松
    • Year and Date
      2013-12-21
    • Related Report
      2013 Final Research Report
  • [Presentation] 14th InternationalSymposium on Advanced2013

    • Author(s)
      K. Honda, A. Notsu, C.-H. Oh
    • Organizer
      Intelligent Systems
    • Place of Presentation
      Daejeon, Korea
    • Year and Date
      2013-11-16
    • Related Report
      2013 Final Research Report
  • [Presentation] FCM-type Co-clustering with Exclusive Partition of Selected Items and Application to Collaborative Filtering2012

    • Author(s)
      K. Honda, C.-H. Oh, A. Notsu, H. Ichihashi
    • Organizer
      6th International Conference on Soft Computing and Intelligent Systems and 13th International Symposium on Advanced Intelligent Systems
    • Place of Presentation
      Kobe, Japan
    • Year and Date
      2012-11-23
    • Related Report
      2013 Final Research Report
  • [Presentation] A Fuzzy Variant of k-Member Clustering for Collaborative Filtering With Data Anonymization2012

    • Author(s)
      K. Honda, A. Kawano, A. Notsu, H. Ichihashi
    • Organizer
      2012 IEEE International Conference on Fuzzy Systems
    • Place of Presentation
      Brisbane, Australia
    • Year and Date
      2012-06-11
    • Related Report
      2013 Final Research Report
  • [Presentation] Alternative c-meansを用いたロバストな関係性データの線形クラスタリング2012

    • Author(s)
      山本剛史, 本多克宏, 野津 亮, 市橋秀友
    • Organizer
      平成23年度計測自動制御学会関西支部・システム制御情報学会若手研究発表会
    • Place of Presentation
      大阪
    • Related Report
      2011 Research-status Report
  • [Presentation] Collaborative Filtering by User-Item Fuzzy Co-cluster Extraction with Partially Exclusive Condition2011

    • Author(s)
      K. Honda, A. Notsu, H. Ichihashi
    • Organizer
      12th International Symposium on Advanced Intelligent Systems
    • Place of Presentation
      Suwon, Korea
    • Year and Date
      2011-10-01
    • Related Report
      2013 Final Research Report
  • [Presentation] Partially Exclusive Condition for Sequential Fuzzy Co-cluster Extraction2011

    • Author(s)
      K. Honda, A. Notsu, H. Ichihashi
    • Organizer
      2011 IEEE International Conference on Fuzzy Systems
    • Place of Presentation
      Taipei, Taiwan
    • Year and Date
      2011-06-29
    • Related Report
      2013 Final Research Report
  • [Presentation] Partially Exclusive Condition for Sequential Fuzzy Co-cluster Extraction2011

    • Author(s)
      K. Honda, A. Notsu, H. Ichihashi
    • Organizer
      2011 IEEE International Conference on Fuzzy Systems
    • Place of Presentation
      Taipei,Taiwan
    • Related Report
      2011 Research-status Report
  • [Presentation] Application of Fuzzy c-Means Clustering to Collaborative Filtering2011

    • Author(s)
      Y. Matsumoto, K. Honda, A. Kawano, A. Notsu, H. Ichihashi
    • Organizer
      12th International Symposium on Advanced Intelligent Systems
    • Place of Presentation
      Suwon,Korea
    • Related Report
      2011 Research-status Report
  • [Presentation] Collaborative Filtering by User-Item Fuzzy Co-cluster Extraction with Partially Exclusive Condition2011

    • Author(s)
      K. Honda, A. Notsu, H. Ichihashi
    • Organizer
      12th International Symposium on Advanced Intelligent Systems
    • Place of Presentation
      Suwon,Korea
    • Related Report
      2011 Research-status Report
  • [Presentation] FCMdd-type Linear Fuzzy Clustering for Incomplete Non-Euclidean Relational Data2011

    • Author(s)
      T. Yamamoto, K. Honda, A. Notsu, H. Ichihashi
    • Organizer
      2011 IEEE International Conference on Fuzzy Systems
    • Place of Presentation
      Taipei,Taiwan
    • Related Report
      2011 Research-status Report
  • [Presentation] Fuzzy Clustering-based Visualization of Non-Euclidean Relational Data2011

    • Author(s)
      T. Yamamoto, K. Honda, A. Notsu, H. Ichihashi
    • Organizer
      12th International Symposium on Advanced Intelligent Systems
    • Place of Presentation
      Suwon,Korea
    • Related Report
      2011 Research-status Report
  • [Presentation] Robust FCMdd-based Linear Clustering for Relational Data with Alternative c-Means Criterion2011

    • Author(s)
      T. Yamamoto, K. Honda, A. Notsu, H. Ichihashi
    • Organizer
      10th International Conference on Machine Learning and Applications
    • Place of Presentation
      Honolulu,U.S.A.
    • Related Report
      2011 Research-status Report
  • [Presentation] A Study on Regularization Effects of Fuzzified Memberships in FCM Clustering2011

    • Author(s)
      K. Honda, Y. Matsumoto, A. Notsu, H. Ichihashi
    • Organizer
      2011 IEEE International Conference on Fuzzy Systems
    • Place of Presentation
      Taipei,Taiwan
    • Related Report
      2011 Research-status Report
  • [Presentation] Hybrid Objective Function of Fuzzy c-Varieties and Cross-shape Fuzzy Cluster Extraction2011

    • Author(s)
      D. Yoshida, K. Honda, A. Notsu, H. Ichihashi
    • Organizer
      2011 IEEE International Conference on Fuzzy Systems
    • Place of Presentation
      Taipei,Taiwan
    • Related Report
      2011 Research-status Report
  • [Presentation] PCA-guided k-Means Clustering With Incomplete Data2011

    • Author(s)
      K. Honda, R. Nonoguchi, A. Notsu, H. Ichihashi
    • Organizer
      2011 IEEE International Conference on Fuzzy Systems
    • Place of Presentation
      Taipei,Taiwan
    • Related Report
      2011 Research-status Report
  • [Presentation] A Fuzzy Model-based Community Simulator: COM-FUZZ2011

    • Author(s)
      C.-H. Oh, K. Honda, A. Notsu, H. Ichihashi
    • Organizer
      12th International Symposium on Advanced Intelligent Systems
    • Place of Presentation
      Suwon,Korea
    • Related Report
      2011 Research-status Report
  • [Presentation] 部分的な排他的制約を用いた共クラスタリングによる協調フィルタリング2011

    • Author(s)
      本多克宏, 野津 亮, 市橋秀友
    • Organizer
      第21回インテリジェントシステムシンポジウム
    • Place of Presentation
      神戸大学, 神戸
    • Related Report
      2011 Research-status Report
  • [Presentation] ファジィc平均法を用いた協調フィルタリングにおける一考察2011

    • Author(s)
      本多克宏, 川野安里奈, 松本祐依, 野津 亮, 市橋秀友
    • Organizer
      第21回インテリジェントシステムシンポジウム
    • Place of Presentation
      神戸大学, 神戸
    • Related Report
      2011 Research-status Report
  • [Presentation] 非ユークリッド関係性データの局所的な視覚化2011

    • Author(s)
      山本剛史,本多克宏,野津亮,市橋秀友
    • Organizer
      第27回ファジィシステムシンポジウム
    • Place of Presentation
      福井大学, 福井
    • Related Report
      2011 Research-status Report
  • [Presentation] クラスター分析のファジィ化による正則化とノイズクラスタリング2011

    • Author(s)
      松本祐依,本多克宏, 野津 亮, 市橋秀友
    • Organizer
      第55回システム制御情報学会講演会
    • Place of Presentation
      大阪大学, 吹田
    • Related Report
      2011 Research-status Report
  • [Presentation] 不完全データの主成分分析と部分的距離戦略を用いるk-Meansクラスタリング2011

    • Author(s)
      野々口諒一, 本多克宏, 野津 亮, 市橋秀友
    • Organizer
      第55回システム制御情報学会講演会
    • Place of Presentation
      大阪大学, 吹田
    • Related Report
      2011 Research-status Report
  • [Presentation] ファジィモデルを用いたコミュニティ・シミュレータ2011

    • Author(s)
      呉 志賢, 本多克宏, 野津 亮, 市橋秀友
    • Organizer
      第21回インテリジェントシステムシンポジウム
    • Place of Presentation
      神戸大学, 神戸
    • Related Report
      2011 Research-status Report
  • [Presentation] Alternative c-means クラスタリング法の直線状構造抽出への発展について2011

    • Author(s)
      本多克宏, 中尾索也, 野津 亮, 市橋秀友
    • Organizer
      第21回インテリジェントシステムシンポジウム
    • Place of Presentation
      神戸大学, 神戸
    • Related Report
      2011 Research-status Report
  • [Presentation] 欠測値を含むデータの主成分分析によるk -Means分割の妥当性評価2011

    • Author(s)
      野々口諒一,本多克宏,野津亮,市橋秀友
    • Organizer
      第27回ファジィシステムシンポジウム
    • Place of Presentation
      福井大学, 福井
    • Related Report
      2011 Research-status Report
  • [Presentation] FCM型ファジィクラスタリングにおける正則化の効果に関する比較研究2011

    • Author(s)
      松本祐依,本多克宏,野津亮,市橋秀友
    • Organizer
      第27回ファジィシステムシンポジウム
    • Place of Presentation
      福井大学, 福井
    • Related Report
      2011 Research-status Report
  • [Presentation] 多次元空間内での十字・格子状クラスター抽出2011

    • Author(s)
      吉田大介,本多克宏,野津亮,市橋秀友
    • Organizer
      第27回ファジィシステムシンポジウム
    • Place of Presentation
      福井大学, 福井
    • Related Report
      2011 Research-status Report
  • [Presentation] クラスタリングの概念と意思決定支援への応用2011

    • Author(s)
      本多克宏
    • Organizer
      OR学会関西支部産学官交流会(招待講演)
    • Place of Presentation
      大阪府立大学, 大阪
    • Related Report
      2011 Research-status Report
  • [Presentation] A Cluster Validity Index for FCM-type Co-clustering

    • Author(s)
      M. Muranishi, K. Honda, A. Notsu, H. Ichihashi
    • Organizer
      2013 IEEE International Conference on Fuzzy Systems
    • Place of Presentation
      Hyderabad,India
    • Related Report
      2013 Annual Research Report
  • [Presentation] Fuzzy c-Regression Models with Direction-dependent Uncertainty and Its Application to Residential Solar Electric Power Analysis

    • Author(s)
      S. Iwata, K. Honda, A. Notsu, H. Ichihashi
    • Organizer
      2013 IEEE International Conference on Fuzzy Systems
    • Place of Presentation
      Hyderabad,India
    • Related Report
      2013 Annual Research Report
  • [Presentation] Intrinsic Scenario Estimation by Noise Fuzzy Clustering in Group Decision Making

    • Author(s)
      A. Suwa, K. Honda, A. Notsu, T. Entani
    • Organizer
      2013 IEEE International Conference on Fuzzy Systems
    • Place of Presentation
      Hyderabad,India
    • Related Report
      2013 Annual Research Report
  • [Presentation] A Study on Applicability of Fuzzy k-Member Clustering to Privacy Preserving Pattern Recognition

    • Author(s)
      H. Kasugai, A. Kawano, K. Honda, A. Notsu
    • Organizer
      2013 IEEE International Conference on Fuzzy Systems
    • Place of Presentation
      Hyderabad,India
    • Related Report
      2013 Annual Research Report
  • [Presentation] 2D-Visualization of Multi-Dimensional Data by Using Robust Linear Fuzzy Clustering

    • Author(s)
      S. Nakao, K. Honda, A. Notsu
    • Organizer
      20th International Conference on Neural Information Processing
    • Place of Presentation
      Daegu, Korea
    • Related Report
      2013 Annual Research Report
  • [Presentation] Fuzzy c-Regression Model Based on Optimal Scaling of Categorical Observation with Tolerance

    • Author(s)
      S. Iwata, K. Honda, A.Notsu
    • Organizer
      14th InternationalSymposium on Advanced Intelligent Systems
    • Place of Presentation
      Daejeon, Korea
    • Related Report
      2013 Annual Research Report
  • [Presentation] Xie-Beni-type Fuzzy Cluster Validation in Fuzzy Co-clustering of Documents and Keywords

    • Author(s)
      M. Muranishi, K. Honda, A. Notsu
    • Organizer
      14th InternationalSymposium on Advanced Intelligent Systems
    • Place of Presentation
      Daejeon, Korea
    • Related Report
      2013 Annual Research Report
  • [Presentation] Handling Very Large Cooccurrence Matrices in Fuzzy Co-clustering by Sampling Approaches

    • Author(s)
      K. Honda, A. Notsu, C.-H. Oh
    • Organizer
      14th InternationalSymposium on Advanced Intelligent Systems
    • Place of Presentation
      Daejeon, Korea
    • Related Report
      2013 Annual Research Report
  • [Presentation] A Residential Solar Electric Power Analysis by Robust Fuzzy c-Regression Models Considering Tolerance of Ambiguity

    • Author(s)
      S. Iwata, K. Honda, A. Notsu
    • Organizer
      1st IIAI International Conference on Advanced Information Technologies
    • Place of Presentation
      Jakarta, Indonesia
    • Related Report
      2013 Annual Research Report
  • [Presentation] Privacy Preserving Pattern Recognition with k-member Clustering Considering Quantification of Class Labels

    • Author(s)
      H. Kasugai, K. Honda, A. Notsu
    • Organizer
      1st IIAI International Conference on Advanced Information Technologies
    • Place of Presentation
      Jakarta, Indonesia
    • Related Report
      2013 Annual Research Report
  • [Presentation] Application of FCM-type Co-clustering to an Agent in Reinforcement Learning

    • Author(s)
      T. Ueno, A. Notsu, K. Honda
    • Organizer
      1st IIAI International Conference on Advanced Information Technologies
    • Place of Presentation
      Jakarta, Indonesia
    • Related Report
      2013 Annual Research Report
  • [Presentation] ノイズクラスタリングに基づくデルファイ法におけるシナリオ抽出

    • Author(s)
      本多克宏, 諏訪 晃, 野津 亮
    • Organizer
      第57回システム制御情報学会研究発表講演会
    • Place of Presentation
      神戸
    • Related Report
      2013 Annual Research Report
  • [Presentation] FCM型共クラスタリングにおけるCompactness/Separatenessを考慮した妥当性尺度

    • Author(s)
      村西真依, 本多克宏, 野津 亮
    • Organizer
      第57回システム制御情報学会研究発表講演会
    • Place of Presentation
      神戸
    • Related Report
      2013 Annual Research Report
  • [Presentation] 向きに依存した不確実性を考慮したスイッチング回帰モデル

    • Author(s)
      岩田俊介, 本多克宏, 野津 亮
    • Organizer
      第57回システム制御情報学会研究発表講演会
    • Place of Presentation
      神戸
    • Related Report
      2013 Annual Research Report
  • [Presentation] ファジィk-memberクラスタリングによる匿名化データのパターン識別への応用

    • Author(s)
      本多克宏, 春日井大英, 川野安里奈, 野津 亮
    • Organizer
      第57回システム制御情報学会研究発表講演会
    • Place of Presentation
      神戸
    • Related Report
      2013 Annual Research Report
  • [Presentation] ロバストファジィクラスタリングによる局所的なデータ視覚化に関する一考察

    • Author(s)
      本多克宏, 野津 亮
    • Organizer
      第3回コンピューテーショナル・インテリジェンス研究会
    • Place of Presentation
      豊中
    • Related Report
      2013 Annual Research Report
  • [Presentation] 大規模な共起関係データのファジィ共クラスタリング

    • Author(s)
      本多克宏,大塩竣也,小田隼也,野津 亮
    • Organizer
      第29回ファジィシステムシンポジウム
    • Place of Presentation
      枚方
    • Related Report
      2013 Annual Research Report
  • [Presentation] 大規模なデータのファジィ共クラスタリングにおける妥当性評価

    • Author(s)
      本多克宏,小田隼也,田中大士,野津 亮
    • Organizer
      第29回ファジィシステムシンポジウム
    • Place of Presentation
      枚方
    • Related Report
      2013 Annual Research Report
  • [Presentation] 大規模ファジィ共クラスタリングによる協調フィルタリング

    • Author(s)
      本多克宏,田中大士,大塩竣也,野津 亮
    • Organizer
      第29回ファジィシステムシンポジウム
    • Place of Presentation
      枚方
    • Related Report
      2013 Annual Research Report
  • [Presentation] 排他性を持つFCM型共クラスタリングの強化学習への適用

    • Author(s)
      上野貴紀,野津 亮,本多克宏
    • Organizer
      第29回ファジィシステムシンポジウム
    • Place of Presentation
      枚方
    • Related Report
      2013 Annual Research Report
  • [Presentation] 強化学習中のエージェントに対するFCCM型共クラスタリングの適用

    • Author(s)
      上野貴紀,野津亮,本多克宏
    • Organizer
      第23回インテリジェント・システム・シンポジウム
    • Place of Presentation
      福岡
    • Related Report
      2013 Annual Research Report
  • [Presentation] カテゴリー観測値のあいまいさを考慮した最適変換に基づくスイッチング回帰

    • Author(s)
      岩田俊介,本多克宏,野津亮
    • Organizer
      第23回インテリジェント・システム・シンポジウム
    • Place of Presentation
      福岡
    • Related Report
      2013 Annual Research Report
  • [Presentation] ロバストなファジィc多様体法を用いた高次元データの2次元視覚化

    • Author(s)
      中尾索也,本多克宏,野津 亮
    • Organizer
      第23回インテリジェント・システム・シンポジウム
    • Place of Presentation
      福岡
    • Related Report
      2013 Annual Research Report
  • [Presentation] k-member共クラスタリングによる共起関係データのk-匿名化

    • Author(s)
      本多克宏,川野安里奈,春日井大英,野津 亮
    • Organizer
      第23回インテリジェント・システム・シンポジウム
    • Place of Presentation
      福岡
    • Related Report
      2013 Annual Research Report
  • [Presentation] k-Medoids法の概念に基づくファジィ共クラスタリング

    • Author(s)
      本多克宏, Samy TONG, 野津 亮
    • Organizer
      第5回横幹連合コンファレンス
    • Place of Presentation
      高松
    • Related Report
      2013 Annual Research Report
  • [Presentation] A Study on Sampling Approaches to Fuzzy Co-clustering of Very Large Cooccurrence Data

    • Author(s)
      Tong Samy,Katsuhiro Honda,Akira Notsu
    • Organizer
      2014年計測自動制御学会関西支部・システム制御情報学会若手研究発表会
    • Place of Presentation
      大阪
    • Related Report
      2013 Annual Research Report
  • [Presentation] FCM-type Co-clustering with Exclusive Partition of Selected Items and Application to Collaborative Filtering

    • Author(s)
      K. Honda, C.-H. Oh, A. Notsu, H. Ichihashi
    • Organizer
      6th International Conference on Soft Computing and Intelligent Systems and 13th International Symposium on Advanced Intelligent Systems
    • Place of Presentation
      Kobe,Japan
    • Related Report
      2012 Research-status Report
  • [Presentation] FCM-type Co-clustering of Categorical Multivariate Data with Exclusive Partition

    • Author(s)
      Y. Matsumoto, K. Honda, A. Notsu, H. Ichihashi
    • Organizer
      6th International Conference on Soft Computing and Intelligent Systems and 13th International Symposium on Advanced Intelligent Systems
    • Place of Presentation
      Kobe,Japan
    • Related Report
      2012 Research-status Report
  • [Presentation] A Study on Privacy Preserving Collaborative Filtering with Data Anonymization by Clustering

    • Author(s)
      K. Honda, Y. Matsumoto, A. Kawano, A. Notsu, H. Ichihashi
    • Organizer
      5th International Conference on Intelligent Interactive Multimedia Systems and Services
    • Place of Presentation
      Gifu,Japan
    • Related Report
      2012 Research-status Report
  • [Presentation] A Fuzzy Variant of k-Member Clustering for Collaborative Filtering With Data Anonymization

    • Author(s)
      K. Honda, A. Kawano, A. Notsu, H. Ichihashi
    • Organizer
      2012 IEEE International Conference on Fuzzy Systems
    • Place of Presentation
      Brisbane,Australia
    • Related Report
      2012 Research-status Report
  • [Presentation] Comparison on Membership Functions in Fuzzy k-Member Clustering for Data Anonymization

    • Author(s)
      A. Kawano, K. Honda, A. Notsu, H. Ichihashi
    • Organizer
      6th International Conference on Soft Computing and Intelligent Systems and 13th International Symposium on Advanced Intelligent Systems
    • Place of Presentation
      Kobe,Japan
    • Related Report
      2012 Research-status Report
  • [Presentation] Alternative Fuzzy c-Lines and Comparison with Noise Clustering in Cluster Validation

    • Author(s)
      K. Honda, S. Nakao, A. Notsu, H. Ichihashi
    • Organizer
      2012 IEEE International Conference on Fuzzy Systems
    • Place of Presentation
      Brisbane,Australia
    • Related Report
      2012 Research-status Report
  • [Presentation] Application of Cluster Validity Criteria to Rock-Paper-Scissors Game Judgment

    • Author(s)
      Y. Matsumoto, T. Yamamoto, K. Honda, A. Notsu, H. Ichihashi
    • Organizer
      2012 IEEE International Conference on Fuzzy Systems
    • Place of Presentation
      Brisbane,Australia
    • Related Report
      2012 Research-status Report
  • [Presentation] Group Decision Support by Interval AHP with Uncertainty-based Hierarchical Clustering

    • Author(s)
      T. Entani, K. Honda
    • Organizer
      2012 IEEE International Conference on Fuzzy Systems
    • Place of Presentation
      Brisbane,Australia
    • Related Report
      2012 Research-status Report
  • [Presentation] Robust Linear Fuzzy Clustering for Mixed Databases Based on Optimal Scaling

    • Author(s)
      S. Nakao, K. Honda, A. Notsu, H. Ichihashi
    • Organizer
      Fifth International Symposium on Computational Intelligence and Industrial Applications
    • Place of Presentation
      Sapporo,Japan
    • Related Report
      2012 Research-status Report
  • [Presentation] Template-based Fuzzy Clustering with Cluster-wise Coordinate Transformation

    • Author(s)
      K. Honda, S. Osaka, A. Notsu, H. Ichihashi
    • Organizer
      6th International Conference on Soft Computing and Intelligent Systems and 13th International Symposium on Advanced Intelligent Systems
    • Place of Presentation
      Kobe,Japan
    • Related Report
      2012 Research-status Report
  • [Presentation] Cluster Validation in k-Means Clustering of Mixed Databases Based on Principal Component Analysis

    • Author(s)
      R. Nonoguchi, K. Honda, A. Notsu, H. Ichihashi
    • Organizer
      6th International Conference on Soft Computing and Intelligent Systems and 13th International Symposium on Advanced Intelligent Systems
    • Place of Presentation
      Kobe,Japan
    • Related Report
      2012 Research-status Report
  • [Presentation] Robust Local Subspace Learning by Linear Fuzzy Clustering with Alternative c-Means criterion

    • Author(s)
      S. Nakao, K. Honda, A. Notsu, H. Ichihashi
    • Organizer
      6th International Conference on Soft Computing and Intelligent Systems and 13th International Symposium on Advanced Intelligent Systems
    • Place of Presentation
      Kobe,Japan
    • Related Report
      2012 Research-status Report
  • [Presentation] プライバシー保護協調フィルタリングにおけるクラスタリング手法の比較

    • Author(s)
      松本祐依,本多克宏,野津 亮,市橋秀友
    • Organizer
      電子情報通信学会ニューロコンピューティング研究会
    • Place of Presentation
      草津,滋賀
    • Related Report
      2012 Research-status Report
  • [Presentation] FCM型共クラスタリングによる協調フィルタリングと排他的な制約条件

    • Author(s)
      本多克宏,呉志賢,野津亮,市橋秀友
    • Organizer
      第22回インテリジェント・システム・シンポジウム
    • Place of Presentation
      浦添,沖縄
    • Related Report
      2012 Research-status Report
  • [Presentation] FCM型共クラスタリングにおける項目の排他的な制約

    • Author(s)
      松本祐依, 本多克宏, 野津亮, 市橋秀友
    • Organizer
      第28回ファジィシステムシンポジウム
    • Place of Presentation
      名古屋
    • Related Report
      2012 Research-status Report
  • [Presentation] ファジィメンバシップを用いたk-匿名化

    • Author(s)
      川野安里奈, 本多克宏, 松本祐依, 野津亮, 市橋秀友
    • Organizer
      第56回システム制御情報学会講演会
    • Place of Presentation
      京都
    • Related Report
      2012 Research-status Report
  • [Presentation] ファジィk-memberクラスタリングにおけるメンバシップ関数の比較

    • Author(s)
      川野安里奈,本多克宏,野津亮,市橋秀友
    • Organizer
      第22回インテリジェント・システム・シンポジウム
    • Place of Presentation
      浦添,沖縄
    • Related Report
      2012 Research-status Report
  • [Presentation] ロバスト線形ファジィクラスタリングとクラスター妥当性評価

    • Author(s)
      中尾索也,本多克宏,野津亮,市橋秀友
    • Organizer
      第56回システム制御情報学会講演会
    • Place of Presentation
      京都
    • Related Report
      2012 Research-status Report
  • [Presentation] テンプレートに基づくファジィクラスタリングに関する一考察

    • Author(s)
      本多克宏,大坂祥太郎,吉田大介,野津亮,市橋秀友
    • Organizer
      第56回システム制御情報学会講演会
    • Place of Presentation
      京都
    • Related Report
      2012 Research-status Report
  • [Presentation] Alternative c-Means基準と最適変換を用いた混合データベースのロバストな線形クラスタリング

    • Author(s)
      中尾索也, 本多克宏, 野津亮, 市橋秀友
    • Organizer
      第28回ファジィシステムシンポジウム
    • Place of Presentation
      名古屋
    • Related Report
      2012 Research-status Report
  • [Presentation] 座標軸変換を用いたテンプレートに基づくファジィクラスタリング

    • Author(s)
      大坂祥太郎, 本多克宏, 野津亮, 市橋秀友
    • Organizer
      第28回ファジィシステムシンポジウム
    • Place of Presentation
      名古屋
    • Related Report
      2012 Research-status Report
  • [Presentation] 混合データベースのk-Meansクラスタリングのための主成分分析に基づくクラスター妥当性評価

    • Author(s)
      野々口諒一, 本多克宏, 野津亮, 市橋秀友
    • Organizer
      第28回ファジィシステムシンポジウム
    • Place of Presentation
      名古屋
    • Related Report
      2012 Research-status Report
  • [Presentation] ファジィc回帰による住宅用太陽光発電データの分析

    • Author(s)
      本多克宏, 岩田俊介, 野津 亮, 市橋秀友
    • Organizer
      第51回電気学会情報システム研究会
    • Place of Presentation
      大阪
    • Related Report
      2012 Research-status Report

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Published: 2011-08-05   Modified: 2019-07-29  

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