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Study on Fuzzy Co-clustering from Large Scale Co-occurrence Data

Research Project

Project/Area Number 26330281
Research Category

Grant-in-Aid for Scientific Research (C)

Allocation TypeMulti-year Fund
Section一般
Research Field 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) 野津 亮  大阪府立大学, 人間社会システム科学研究科, 准教授 (40405345)
生方 誠希  大阪府立大学, 工学(系)研究科(研究院), 助教 (10755698)
Project Period (FY) 2014-04-01 – 2017-03-31
Project Status Completed (Fiscal Year 2016)
Budget Amount *help
¥4,810,000 (Direct Cost: ¥3,700,000、Indirect Cost: ¥1,110,000)
Fiscal Year 2016: ¥1,690,000 (Direct Cost: ¥1,300,000、Indirect Cost: ¥390,000)
Fiscal Year 2015: ¥1,690,000 (Direct Cost: ¥1,300,000、Indirect Cost: ¥390,000)
Fiscal Year 2014: ¥1,430,000 (Direct Cost: ¥1,100,000、Indirect Cost: ¥330,000)
Keywordsファジィクラスタリング / 共クラスタリング / 意思決定支援 / 文書解析 / Webデータ解析
Outline of Final Research Achievements

In this study, we tried to realize human-friendly intelligent information processing technologies through development of effective analysis techniques for documents and web data with co-clustering-based summarization of large scale co-occurrence data.
In theoretical aspects, we achieved improvement of partition quality by adjusting intrinsic fuzziness of statistical co-clustering models and robustification of co-clustering models against outliers by introducing a noise rejection mechanism. In practical aspects, we achieved utilization of semi-supervision in Twitter document analysis and privacy preservation in eigen-face authentication with anonymization of personal information.

Report

(4 results)
  • 2016 Annual Research Report   Final Research Report ( PDF )
  • 2015 Research-status Report
  • 2014 Research-status Report
  • Research Products

    (53 results)

All 2017 2016 2015 2014

All Journal Article (10 results) (of which Peer Reviewed: 10 results,  Acknowledgement Compliant: 9 results,  Open Access: 9 results) Presentation (43 results) (of which Int'l Joint Research: 16 results,  Invited: 1 results)

  • [Journal Article] Fuzzy Clustering/Co-clustering and Probabilistic Mixture Models-induced Algorithms2017

    • Author(s)
      K. Honda
    • Journal Title

      Fuzzy Sets, Rough Sets, Multisets and Clustering; Studies in Computational Intelligence

      Volume: 671 Pages: 29-43

    • DOI

      10.1007/978-3-319-47557-8_3

    • ISBN
      9783319475561, 9783319475578
    • Related Report
      2016 Annual Research Report
    • Peer Reviewed / Acknowledgement Compliant
  • [Journal Article] Two Phase Implementation of MMMs-induced Fuzzy Co-clustering with Partially Exclusive Item Assignment2017

    • Author(s)
      T. Nakano, K. Honda, S. Ubukata, A. Notsu
    • Journal Title

      International Journal of Computer Science and Network Security

      Volume: 17 Pages: 67-72

    • Related Report
      2016 Annual Research Report
    • Peer Reviewed / Open Access / Acknowledgement Compliant
  • [Journal Article] Fuzzy Clustering-based k-anonymization of Eigen-face Features for Crowd Movement Analysis with Privacy Consideration2016

    • Author(s)
      K. Honda, M. Omori, S. Ubukata, A. Notsu
    • Journal Title

      International Journal of Innovative Computing, Information and Control

      Volume: 12 Pages: 1375-1384

    • Related Report
      2016 Annual Research Report
    • Peer Reviewed / Open Access / Acknowledgement Compliant
  • [Journal Article] A Semi-supervised Framework for MMMs-induced Fuzzy Co-clustering with Virtual Samples2016

    • Author(s)
      D. Tanaka, K. Honda, S. Ubukata, A. Notsu
    • Journal Title

      Advances in Fuzzy Systems

      Volume: 2016 Pages: 5206048-5206048

    • DOI

      10.1155/2016/5206048

    • Related Report
      2016 Annual Research Report
    • Peer Reviewed / Open Access / Acknowledgement Compliant
  • [Journal Article] Deterministic Annealing Framework in MMMs-Induced Fuzzy Co-Clustering and Its Applicability2016

    • Author(s)
      S. Oshio, K. Honda, S. Ubukata, A. Notsu
    • Journal Title

      International Journal of Computer Science and Network Security

      Volume: 16-1 Pages: 43-50

    • Related Report
      2015 Research-status Report
    • Peer Reviewed / Open Access / Acknowledgement Compliant
  • [Journal Article] Consideration of Site-wise Confidence in Fuzzy Co-clustering of Vertically Distributed Cooccurrence Data2016

    • Author(s)
      T. Oda, K. Honda, S. Ubukata, A. Notsu
    • Journal Title

      International Journal of Computer Science and Network Security

      Volume: 16-2 Pages: 15-21

    • Related Report
      2015 Research-status Report
    • Peer Reviewed / Open Access / Acknowledgement Compliant
  • [Journal Article] ファジィk-memberクラスタリングによる顔画像匿名化を伴うプライバシー保護群集行動分析2016

    • Author(s)
      本多克宏, 大森正博, 生方誠希, 野津 亮
    • Journal Title

      システム制御情報学会論文誌

      Volume: 29-3 Pages: 130-135

    • NAID

      130005157770

    • Related Report
      2015 Research-status Report
    • Peer Reviewed / Open Access / Acknowledgement Compliant
  • [Journal Article] Fuzzy Co-Clustering Induced by Multinomial Mixture Models2015

    • Author(s)
      K. Honda, S. Oshio, A. Notsu
    • Journal Title

      Journal of Advanced Computational Intelligence and Intelligent Informatics

      Volume: 19 Issue: 6 Pages: 717-726

    • DOI

      10.20965/jaciii.2015.p0717

    • NAID

      130007673322

    • ISSN
      1343-0130, 1883-8014
    • Year and Date
      2015-11-20
    • Related Report
      2015 Research-status Report
    • Peer Reviewed / Open Access / Acknowledgement Compliant
  • [Journal Article] Partially Exclusive Item Partition in MMMs-Induced Fuzzy Co-Clustering and its Effects in Collaborative Filtering2015

    • Author(s)
      K. Honda, T. Nakano, C.-H. Oh, S. Ubukata, A. Notsu
    • Journal Title

      Journal of Advanced Computational Intelligence and Intelligent Informatics

      Volume: 19 Issue: 6 Pages: 810-817

    • DOI

      10.20965/jaciii.2015.p0810

    • NAID

      130007673333

    • ISSN
      1343-0130, 1883-8014
    • Year and Date
      2015-11-20
    • Related Report
      2015 Research-status Report
    • Peer Reviewed / Open Access
  • [Journal Article] A Collaborative Framework for Privacy Preserving Fuzzy Co-clustering of Vertically Distributed Cooccurrence Matrices2015

    • Author(s)
      K. Honda, T. Oda, D. Tanaka, A. Notsu
    • Journal Title

      Advances in Fuzzy Systems

      Volume: 2015-729072 Pages: 1-8

    • DOI

      10.1155/2015/729072

    • Related Report
      2014 Research-status Report
    • Peer Reviewed / Open Access / Acknowledgement Compliant
  • [Presentation] Fuzzy Co-clustering and Application to Collaborative Filtering2016

    • Author(s)
      K. Honda
    • Organizer
      Integrated Uncertainty in Knowledge Modelling and Decision Making 2016
    • Place of Presentation
      Da Nang (Vietnam)
    • Year and Date
      2016-12-01
    • Related Report
      2016 Annual Research Report
    • Int'l Joint Research / Invited
  • [Presentation] Fuzzy DA Clustering-Based Improvement of Probabilistic Latent Semantic Analysis2016

    • Author(s)
      T. Goshima, K. Honda, S. Ubukata, A. Notsu
    • Organizer
      Integrated Uncertainty in Knowledge Modelling and Decision Making 2016
    • Place of Presentation
      Da Nang (Vietnam)
    • Year and Date
      2016-11-30
    • Related Report
      2016 Annual Research Report
    • Int'l Joint Research
  • [Presentation] Exclusive Item Partition with Fuzziness Tuning in MMMs-Induced Fuzzy Co-clustering2016

    • Author(s)
      T. Nakano, K. Honda, S. Ubukata, A. Notsu
    • Organizer
      Integrated Uncertainty in Knowledge Modelling and Decision Making 2016
    • Place of Presentation
      Da Nang (Vietnam)
    • Year and Date
      2016-11-30
    • Related Report
      2016 Annual Research Report
    • Int'l Joint Research
  • [Presentation] 共起関係データからの視覚的なクラスター構造の把握2016

    • Author(s)
      佐古 拓也,本多 克宏,生方 誠希,野津 亮
    • Organizer
      第26回インテリジェント・システム・シンポジウム
    • Place of Presentation
      大阪大学(大阪府・吹田)
    • Year and Date
      2016-10-28
    • Related Report
      2016 Annual Research Report
  • [Presentation] 混合多項分布型ファジィ共クラスタリングのためのクラスター妥当性評価におけるクラスター間の乖離度について2016

    • Author(s)
      鈴木 佑里菜,本多 克宏,生方 誠希,野津 亮
    • Organizer
      第32回ファジィシステムシンポジウム
    • Place of Presentation
      佐賀大学(佐賀)
    • Year and Date
      2016-09-01
    • Related Report
      2016 Annual Research Report
  • [Presentation] ノイズファジィ共クラスタリングにおけるクラスター数の選択に関する考察2016

    • Author(s)
      山本 南美,本多 克宏,生方 誠希,野津 亮
    • Organizer
      第32回ファジィシステムシンポジウム
    • Place of Presentation
      佐賀大学(佐賀)
    • Year and Date
      2016-09-01
    • Related Report
      2016 Annual Research Report
  • [Presentation] ファジィ共クラスタリングによる協調フィルタリングにおける項目の排他的分割の効果2016

    • Author(s)
      中野 剛也,本多 克宏,生方 誠希,野津 亮
    • Organizer
      第32回ファジィシステムシンポジウム
    • Place of Presentation
      佐賀大学(佐賀)
    • Year and Date
      2016-09-01
    • Related Report
      2016 Annual Research Report
  • [Presentation] Cluster Validation in Multinomial Mixtures-Induced Fuzzy Co-Clustering2016

    • Author(s)
      K. Honda, Y. Suzuki, S. Ubukata, A. Notsu
    • Organizer
      Joint 8th International Conference on Soft Computing and Intelligent Systems and 17th International Symposium on Advanced Intelligent Systems
    • Place of Presentation
      北海学園大学(北海道・札幌)
    • Year and Date
      2016-08-27
    • Related Report
      2016 Annual Research Report
    • Int'l Joint Research
  • [Presentation] A Noise Fuzzy Co-Clustering Scheme in MMMs-Induced Clustering2016

    • Author(s)
      K. Honda, N. Yamamoto, S. Ubukata, A. Notsu
    • Organizer
      Joint 8th International Conference on Soft Computing and Intelligent Systems and 17th International Symposium on Advanced Intelligent Systems
    • Place of Presentation
      北海学園大学(北海道・札幌)
    • Year and Date
      2016-08-27
    • Related Report
      2016 Annual Research Report
    • Int'l Joint Research
  • [Presentation] A Study on Recommendation Ability in Collaborative Filtering by Fuzzy Co-Clustering with Exclusive Item Partition2016

    • Author(s)
      T. Nakano, K. Honda, S. Ubukata, A. Notsu
    • Organizer
      Joint 8th International Conference on Soft Computing and Intelligent Systems and 17th International Symposium on Advanced Intelligent Systems
    • Place of Presentation
      北海学園大学(北海道・札幌)
    • Year and Date
      2016-08-27
    • Related Report
      2016 Annual Research Report
    • Int'l Joint Research
  • [Presentation] MMMs-induced k-member Co-clustering for k -anonymization of Cooccurrence Information2016

    • Author(s)
      K. Honda, H. Sakamoto, S. Ubukata, A. Notsu
    • Organizer
      2016 International Joint Conference on Neural Networks
    • Place of Presentation
      Vancouver (Canada)
    • Year and Date
      2016-07-27
    • Related Report
      2016 Annual Research Report
    • Int'l Joint Research
  • [Presentation] A Fuzzy Co-clustering Interpretation of Probabilistic Latent Semantic Analysis2016

    • Author(s)
      K. Honda, T. Goshima, S. Ubukata, A. Notsu
    • Organizer
      2016 IEEE International Conference on Fuzzy Systems
    • Place of Presentation
      Vancouver (Canada)
    • Year and Date
      2016-07-26
    • Related Report
      2016 Annual Research Report
    • Int'l Joint Research
  • [Presentation] 混合多項分布型のファジィ共クラスタリングにおけるクラスター妥当性評価2016

    • Author(s)
      鈴木 佑里菜,本多 克宏,生方 誠希,野津 亮
    • Organizer
      第60回システム制御情報学会研究発表講演会
    • Place of Presentation
      京都テルサ(京都)
    • Year and Date
      2016-05-26
    • Related Report
      2016 Annual Research Report
  • [Presentation] k-member共クラスタリングによる関係データのk匿名化2016

    • Author(s)
      坂本 光,本多 克宏,生方 誠希,野津 亮
    • Organizer
      第60回システム制御情報学会研究発表講演会
    • Place of Presentation
      京都テルサ(京都)
    • Year and Date
      2016-05-26
    • Related Report
      2016 Annual Research Report
  • [Presentation] 確率的潜在意味解析の発展によるファジィ共クラスタリング2016

    • Author(s)
      五島 隆文,本多 克宏,生方 誠希,野津 亮
    • Organizer
      第60回システム制御情報学会研究発表講演会
    • Place of Presentation
      京都テルサ(京都)
    • Year and Date
      2016-05-25
    • Related Report
      2016 Annual Research Report
  • [Presentation] ノイズクラスタリング機構を導入したロバストなファジィ共クラスタリング2016

    • Author(s)
      山本 南美,本多 克宏,生方 誠希,野津 亮
    • Organizer
      第60回システム制御情報学会研究発表講演会
    • Place of Presentation
      京都テルサ(京都)
    • Year and Date
      2016-05-25
    • Related Report
      2016 Annual Research Report
  • [Presentation] 潜在意味解析に基づくファジィ共クラスタリングに関する一考察2016

    • Author(s)
      五島 隆文,本多 克宏,生方 誠希,野津 亮
    • Organizer
      平成27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
      大阪大学銀杏会館(吹田)
    • Year and Date
      2016-01-08
    • Related Report
      2015 Research-status Report
  • [Presentation] ファジィ共クラスタリング基準に基づくk-memberクラスタリングによるk匿名化2016

    • Author(s)
      坂本 光,本多 克宏,生方 誠希,野津 亮
    • Organizer
      平成27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
      大阪大学銀杏会館(吹田)
    • Year and Date
      2016-01-08
    • Related Report
      2015 Research-status Report
  • [Presentation] A Study on Fuzzy Co-clustering with Partial Supervision and Virtual Samples2015

    • Author(s)
      D. Tanaka, K. Honda, S. Ubukata, A. Notsu
    • Organizer
      2015 Conference on Technologies and Applications of Artificial Intelligence
    • Place of Presentation
      Tayih Landis Hotel,台南,台湾
    • Year and Date
      2015-11-20
    • Related Report
      2015 Research-status Report
    • Int'l Joint Research
  • [Presentation] Fuzzy Co-clustering Considering Site-wise Confidence of Vertically Partitioned Cooccurrence Data2015

    • Author(s)
      T. Oda, K. Honda, S. Ubukata, A. Notsu
    • Organizer
      2015 Conference on Technologies and Applications of Artificial Intelligence
    • Place of Presentation
      Tayih Landis Hotel,台南,台湾,
    • Year and Date
      2015-11-20
    • Related Report
      2015 Research-status Report
    • Int'l Joint Research
  • [Presentation] A Study on Fuzzy Clustering-based k-anonymization for Privacy Preserving Crowd Movement Analysis with Face Recognition2015

    • Author(s)
      K. Honda, M. Omori, S. Ubukata, A. Notsu
    • Organizer
      7th International Conference of Soft Computing and Pattern Recognition
    • Place of Presentation
      九州大学(福岡)
    • Year and Date
      2015-11-13
    • Related Report
      2015 Research-status Report
    • Int'l Joint Research
  • [Presentation] A Deterministic Clustering Framework in MMMs-Induced Fuzzy Co-Clustering2015

    • Author(s)
      S. Oshio, K. Honda, S. Ubukata, A. Notsu
    • Organizer
      Integrated Uncertainty in Knowledge Modelling and Decision Making
    • Place of Presentation
      Sunrise Hotel,ニャチャン,ベトナム
    • Year and Date
      2015-10-15
    • Related Report
      2015 Research-status Report
    • Int'l Joint Research
  • [Presentation] MMMs-Induced Fuzzy Co-Clustering with Exclusive Partition Penalty on Selected Items2015

    • Author(s)
      T. Nakano, K. Honda, S. Ubukata, A. Notsu
    • Organizer
      Integrated Uncertainty in Knowledge Modelling and Decision Making
    • Place of Presentation
      Sunrise Hotel,ニャチャン,ベトナム
    • Year and Date
      2015-10-15
    • Related Report
      2015 Research-status Report
    • Int'l Joint Research
  • [Presentation] 決定論的なファジィ度調整を伴うファジィ共クラスタリング2015

    • Author(s)
      大塩 竣也,本多 克宏,生方 誠希,野津 亮
    • Organizer
      第25回インテリジェント・システム・シンポジウム
    • Place of Presentation
      東北大学片平さくらホール(仙台)
    • Year and Date
      2015-09-24
    • Related Report
      2015 Research-status Report
  • [Presentation] 分散型共起関係データのサイトごと信頼度を考慮したファジィ共クラスタリング2015

    • Author(s)
      小田 隼也,本多 克宏,生方 誠希,野津 亮
    • Organizer
      第25回インテリジェント・システム・シンポジウム
    • Place of Presentation
      東北大学片平さくらホール(仙台)
    • Year and Date
      2015-09-24
    • Related Report
      2015 Research-status Report
  • [Presentation] ファジィ共クラスタリングにおける選択的な項目の排他的分割と分類性能への影響2015

    • Author(s)
      中野 剛也,本多 克宏,生方 誠希,野津 亮
    • Organizer
      第31回ファジィシステムシンポジウム
    • Place of Presentation
      電気通信大学(東京)
    • Year and Date
      2015-09-02
    • Related Report
      2015 Research-status Report
  • [Presentation] 半教師ありファジィ共クラスタリングにおけるバーチャル標本の分類性能向上への効果について2015

    • Author(s)
      田中 大士,本多 克宏,生方 誠希,野津 亮
    • Organizer
      第31回ファジィシステムシンポジウム
    • Place of Presentation
      電気通信大学(東京)
    • Year and Date
      2015-09-02
    • Related Report
      2015 Research-status Report
  • [Presentation] ファジィk-memberクラスタリングによる顔画像の匿名化と群衆行動解析2015

    • Author(s)
      大森 正博,本多 克宏,生方 誠希,野津 亮
    • Organizer
      第31回ファジィシステムシンポジウム
    • Place of Presentation
      電気通信大学(東京)
    • Year and Date
      2015-09-02
    • Related Report
      2015 Research-status Report
  • [Presentation] A Study on Partition Quality of Fuzzy Co-clustering with Exclusive Item Memberships2015

    • Author(s)
      K. Honda, T. Nakano, S. Ubukata, A. Notsu
    • Organizer
      4th International Conference on Informatics, Electronics & Vision
    • Place of Presentation
      北九州国際会議場(北九州)
    • Year and Date
      2015-06-15
    • Related Report
      2015 Research-status Report
    • Int'l Joint Research
  • [Presentation] A Semi-supervised Fuzzy Co-clustering Framework and Application to Twitter Data Analysis2015

    • Author(s)
      K. Honda, S. Ubukata, A. Notsu, N. Takahashi, Y. Ishikawa
    • Organizer
      4th International Conference on Informatics, Electronics & Vision
    • Place of Presentation
      北九州国際会議場(北九州)
    • Year and Date
      2015-06-15
    • Related Report
      2015 Research-status Report
    • Int'l Joint Research
  • [Presentation] A Privacy-preserving Crowd Movement Analysis by k-member Clustering of Face Images2015

    • Author(s)
      K. Honda, M. Omori, S. Ubukata, A. Notsu
    • Organizer
      4th International Conference on Informatics, Electronics & Vision
    • Place of Presentation
      北九州国際会議場(北九州)
    • Year and Date
      2015-06-15
    • Related Report
      2015 Research-status Report
    • Int'l Joint Research
  • [Presentation] ファジィ共クラスタリングにおける項目の排他性とテキスト分析での有効性2015

    • Author(s)
      中野 剛也,本多 克宏,野津 亮
    • Organizer
      第59回システム制御情報学会研究発表講演会
    • Place of Presentation
      中央電気倶楽部(大阪)
    • Year and Date
      2015-05-20
    • Related Report
      2015 Research-status Report
  • [Presentation] 顔画像のk-memberクラスタリングによる匿名化と行動追跡2015

    • Author(s)
      大森 正博,本多 克宏,野津 亮
    • Organizer
      第59回システム制御情報学会研究発表講演会
    • Place of Presentation
      中央電気倶楽部(大阪)
    • Year and Date
      2015-05-20
    • Related Report
      2015 Research-status Report
  • [Presentation] 混合多項分布に基づくファジィ共クラスタリングにおける項目の排他的分割2014

    • Author(s)
      中野剛也, 本多克宏, 野津 亮
    • Organizer
      第6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
      関西学院大学 大阪梅田キャンパス(大阪)
    • Year and Date
      2014-12-09
    • Related Report
      2014 Research-status Report
  • [Presentation] Exclusive Condition on Item Partition in Fuzzy Co-clustering Based on K-L Information Regularization2014

    • Author(s)
      K. Honda, C.-H. Oh, A. Notsu
    • Organizer
      Joint 7th International Conference on Soft Computing and Intelligent Systems and 15th International Symposium on Advanced Intelligent Systems
    • Place of Presentation
      北九州国際会議場(福岡)
    • Year and Date
      2014-12-06
    • Related Report
      2014 Research-status Report
  • [Presentation] Privacy Preserving Fuzzy Co-clustering with Distributed Cooccurrence Matrices2014

    • Author(s)
      D. Tanaka, T. Oda, K. Honda, A. Notsu
    • Organizer
      Joint 7th International Conference on Soft Computing and Intelligent Systems and 15th International Symposium on Advanced Intelligent Systems
    • Place of Presentation
      北九州国際会議場(福岡)
    • Year and Date
      2014-12-04
    • Related Report
      2014 Research-status Report
  • [Presentation] Alternative Fuzzy c-Regression Models with Tolerance2014

    • Author(s)
      S. Iwata, K. Honda, A. Notsu
    • Organizer
      Joint 7th International Conference on Soft Computing and Intelligent Systems and 15th International Symposium on Advanced Intelligent Systems
    • Place of Presentation
      北九州国際会議場(福岡)
    • Year and Date
      2014-12-04
    • Related Report
      2014 Research-status Report
  • [Presentation] A Comparative Study on Clustering-based Group Scenario Summarization in AHP2014

    • Author(s)
      A. Suwa, K. Honda, A. Notsu, T. Entani
    • Organizer
      Joint 7th International Conference on Soft Computing and Intelligent Systems and 15th International Symposium on Advanced Intelligent Systems
    • Place of Presentation
      北九州国際会議場(福岡)
    • Year and Date
      2014-12-04
    • Related Report
      2014 Research-status Report
  • [Presentation] Application of Xie-Beni-type Validity Index to Fuzzy Co-clustering Models Based on Cluster Aggregation and Pseudo-cluster-center Estimation2014

    • Author(s)
      M. Muranishi, K. Honda, A. Notsu
    • Organizer
      2014 International Conference on Intelligent Systems Design and Applications
    • Place of Presentation
      沖縄科学技術大学院大学(沖縄)
    • Year and Date
      2014-11-27
    • Related Report
      2014 Research-status Report
  • [Presentation] Item Membership Fuzzification in Fuzzy Co-clustering Based on Multinomial Mixture Concept2014

    • Author(s)
      K. Honda, S. Oshio, A. Notsu
    • Organizer
      2014 IEEE International Conference on Granular Computing
    • Place of Presentation
      登別グランドホテル(北海道)
    • Year and Date
      2014-10-23
    • Related Report
      2014 Research-status Report
  • [Presentation] 並列分散型の共起関係データのファジィ共クラスタリングによるプライバシー保護協調フィルタリング2014

    • Author(s)
      小田隼也,田中大士,本多克宏,野津 亮
    • Organizer
      第30回ファジィシステムシンポジウム
    • Place of Presentation
      高知城ホール(高知)
    • Year and Date
      2014-09-02
    • Related Report
      2014 Research-status Report
  • [Presentation] K-L情報量正則化に基づくファジィ共クラスタリングにおける決定論的アニーリング2014

    • Author(s)
      大塩竣也,本多克宏,野津 亮
    • Organizer
      第30回ファジィシステムシンポジウム
    • Place of Presentation
      高知城ホール(高知)
    • Year and Date
      2014-09-02
    • Related Report
      2014 Research-status Report
  • [Presentation] 種々のファジィ共クラスタリングモデルにおけるXie-Beni型妥当性尺度の有効性について2014

    • Author(s)
      村西真衣,本多克宏,野津 亮
    • Organizer
      第30回ファジィシステムシンポジウム
    • Place of Presentation
      高知城ホール(高知)
    • Year and Date
      2014-09-02
    • Related Report
      2014 Research-status Report

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Published: 2014-04-04   Modified: 2018-03-22  

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