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Establishment of Linguistic clustering - Conversion from Model-based Clustering

Research Project

Project/Area Number 26330271
Research Category

Grant-in-Aid for Scientific Research (C)

Allocation TypeMulti-year Fund
Section一般
Research Field Soft computing
Research InstitutionUniversity of Tsukuba

Principal Investigator

ENDO Yasunori  筑波大学, システム情報系, 教授 (10267396)

Project Period (FY) 2014-04-01 – 2017-03-31
Project Status Completed (Fiscal Year 2016)
Budget Amount *help
¥4,680,000 (Direct Cost: ¥3,600,000、Indirect Cost: ¥1,080,000)
Fiscal Year 2016: ¥1,300,000 (Direct Cost: ¥1,000,000、Indirect Cost: ¥300,000)
Fiscal Year 2015: ¥1,430,000 (Direct Cost: ¥1,100,000、Indirect Cost: ¥330,000)
Fiscal Year 2014: ¥1,950,000 (Direct Cost: ¥1,500,000、Indirect Cost: ¥450,000)
Keywordsクラスタリング / 言語ベース / モデルベース / データマイニング / ビッグデータ / ファジィ推論
Outline of Final Research Achievements

In this research project, we aim to establish a language-based clustering (linguistic clustering) technique by converting from conventional model-based clustering. First, we extract the mathematical models which are the basis of the conventional clustering algorithms, and discuss the description by the language of the extracted mathematical models. Next, considering the discussion, we consider language-based inference in clustering. Then, based on the language-based inference, some new clustering algorithms based on language-based inference are constructed. After comparing and examining the constructed algorithm with the conventional model-based clustering algorithm through numerical examples, we consider the possibility of mathematical development based on linguistic clustering and the applicable real data.

Report

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

Research Products

(31 results)

All 2016 2015 2014

All Journal Article (23 results) (of which Int'l Joint Research: 3 results,  Peer Reviewed: 19 results,  Open Access: 1 results,  Acknowledgement Compliant: 7 results) Presentation (6 results) Funded Workshop (2 results)

  • [Journal Article] On Fuzzy Non-Metric Model for Data with Tolerance and its Application to Incomplete Data Clustering2016

    • Author(s)
      Yasunori Endo, Tomoyuki Suzuki, Naohiko Kinoshita, Yukihiro Hamasuna
    • Journal Title

      J. Adv. Comput. Intell. Intell. Inform.

      Volume: 20-4 Issue: 4 Pages: 571-579

    • DOI

      10.20965/jaciii.2016.p0571

    • NAID

      130007673394

    • ISSN
      1343-0130, 1883-8014
    • Related Report
      2016 Annual Research Report
    • Peer Reviewed / Open Access / Acknowledgement Compliant
  • [Journal Article] On Various Types of Even-sized Clustering Based on Optimization2016

    • Author(s)
      Yasunori Endo, Tsubasa Hirano, Naohiko Kinoshita, Yikihiro Hamasuna
    • Journal Title

      Proc. of The 13th International Conference on Modeling Decisions for Artificial Intelligence

      Volume: LNAI 9880 Pages: 165-177

    • Related Report
      2016 Annual Research Report
    • Peer Reviewed / Acknowledgement Compliant
  • [Journal Article] A Note on Even-Sized Clustering Based on Optimization2016

    • Author(s)
      Tsubasa Hirano, Yasunori Endo, Naohiko Kinoshita, Sadaaki Miyamoto
    • Journal Title

      Proc. of Joint 8rd International Conference on Soft Computing and Intelligent Systems and 17th International Symposium on advanced Intelligent Systems

      Volume: USB

    • Related Report
      2016 Annual Research Report
    • Peer Reviewed / Acknowledgement Compliant
  • [Journal Article] On Hierarchical Linguistic-Based Clustering2015

    • Author(s)
      Naohiko Kinoshita, Yasunori Endo, Akira Sugawara
    • Journal Title

      J. Adv. Comput. Intell. Intell. Inform.

      Volume: 19-6 Issue: 6 Pages: 900-906

    • DOI

      10.20965/jaciii.2015.p0900

    • NAID

      130007673301

    • ISSN
      1343-0130, 1883-8014
    • Related Report
      2015 Research-status Report
    • Peer Reviewed / Int'l Joint Research / Acknowledgement Compliant
  • [Journal Article] On Objective-Based Rough Clustering with Fuzzy-Set Representation2015

    • Author(s)
      Naohiko Kinoshita, Yasunori Endo, Ken Onishi
    • Journal Title

      J. Adv. Comput. Intell. Intell. Inform.

      Volume: 19-5 Issue: 5 Pages: 632-638

    • DOI

      10.20965/jaciii.2015.p0632

    • NAID

      130007673274

    • ISSN
      1343-0130, 1883-8014
    • Related Report
      2015 Research-status Report
    • Peer Reviewed / Int'l Joint Research
  • [Journal Article] A Note on Non-Hierarchical Linguistic-based Clustering2015

    • Author(s)
      Naohiko Kinoshita, Yasunori Endo, Yuchi Kanzawa, Sadaaki Miyamoto
    • Journal Title

      Proc. of the 12th International Conference on Modeling Decisions for Artificial Intelligence

      Volume: USB Pages: 25-35

    • Related Report
      2015 Research-status Report
    • Peer Reviewed / Int'l Joint Research / Acknowledgement Compliant
  • [Journal Article] On Cluster Extraction from Relational Data Using L1-Regularized Possibilistic Assignment Prototype Algorithm2015

    • Author(s)
      Yukihiro Hamasuna, Yasunori Endo
    • Journal Title

      Journal of Advanced Computational Intelligence and Intelligent Informatics

      Volume: 19-1 Pages: 23-28

    • NAID

      130007673285

    • Related Report
      2014 Research-status Report
    • Peer Reviewed
  • [Journal Article] On Objective-based Rough Hard and Fuzzy c-Means Clustering2015

    • Author(s)
      Naohiko Kinoshita, Yasunori Endo
    • Journal Title

      Journal of Advanced Computational Intelligence and Intelligent Informatics

      Volume: 19-1 Pages: 29-35

    • NAID

      130007673286

    • Related Report
      2014 Research-status Report
    • Peer Reviewed
  • [Journal Article] On Objective-based Rough c-Regression2015

    • Author(s)
      Akira Sugawara, Yasunori Endo, Naohiko Kinoshita
    • Journal Title

      Journal of Advanced Computational Intelligence and Intelligent Informatics

      Volume: 19-1 Pages: 36-42

    • NAID

      130007673287

    • Related Report
      2014 Research-status Report
    • Peer Reviewed
  • [Journal Article] On Linguistic-based Clustering2014

    • Author(s)
      Akira Sugawara, Naohiko Kinoshita, Yasunori Endo
    • Journal Title

      Proc. of The 2014 IEEE International Conference on Granular Computing (GrC 2014)

      Volume: USB Pages: 265-270

    • DOI

      10.1109/grc.2014.6982847

    • Related Report
      2014 Research-status Report
    • Peer Reviewed / Acknowledgement Compliant
  • [Journal Article] On New Sequential Hard c-Medoids2014

    • Author(s)
      Yukihiro Hamasuna, Yasunori Endo
    • Journal Title

      Proc. of Joint 7rd International Conference on Soft Computing and Intelligent Systems and 15th International Symposium on advanced Intelligent Systems

      Volume: USB

    • Related Report
      2014 Research-status Report
    • Peer Reviewed
  • [Journal Article] On Even-sized Clustering Algorithm Based on Optimization2014

    • Author(s)
      Tsubasa Hirano, Yasunori Endo, Naohiko Kinoshita, Yukihiro Hamasuna
    • Journal Title

      Proc. of Joint 7rd International Conference on Soft Computing and Intelligent Systems and 15th International Symposium on advanced Intelligent Systems

      Volume: USB

    • Related Report
      2014 Research-status Report
    • Peer Reviewed / Acknowledgement Compliant
  • [Journal Article] Hard and Fuzzy c-means Algorithms with Pairwise Constraints by Non-metric Terms2014

    • Author(s)
      Yasunori Endo, Naohiko Kinoshita, Kuniaki Iwakura, Yukihiro Hamasuna
    • Journal Title

      Lecture Notes in Artificial Intelligence, Springer

      Volume: 8825 Pages: 145-157

    • Related Report
      2014 Research-status Report
    • Peer Reviewed
  • [Journal Article] A Note on Objective-based Rough Clustering with Fuzzy-Set Representation2014

    • Author(s)
      Ken Onishi, Yasunori Endo, Naohiko Kinoshita
    • Journal Title

      Lecture Notes in Artificial Intelligence, Springer

      Volume: 8825 Pages: 122-134

    • NAID

      130005480348

    • Related Report
      2014 Research-status Report
    • Peer Reviewed
  • [Journal Article] Semi-supervised Hard and Fuzzy c-Means with Assignment Prototype Term2014

    • Author(s)
      Yukihiro Hamasuna, Yasunori Endo
    • Journal Title

      Lecture Notes in Artificial Intelligence, Springer

      Volume: 8825 Pages: 135-144

    • Related Report
      2014 Research-status Report
    • Peer Reviewed
  • [Journal Article] Fuzzy c-Means with Quadratic Penalty-Vector Regularization Using Kullback-Leibler Information for Uncertain Data2014

    • Author(s)
      Naohiko Kinoshita, Yasunori Endo, Yukihiro Hamasuna
    • Journal Title

      Proc. of The 11th International Conference on Modeling Decisions for Artificial Intelligence

      Volume: USB Pages: 1-13

    • NAID

      130007673273

    • Related Report
      2014 Research-status Report
    • Peer Reviewed
  • [Journal Article] A Note on Estimating Tangential Force in Brake Systems for Railways2014

    • Author(s)
      Toru Sano, Yasunori Endo, Shin-ichi Nakazawa, Daisuke Hijikata
    • Journal Title

      Proc. of The 11th International Conference on Modeling Decisions for Artificial Intelligence

      Volume: USB Pages: 108-119

    • Related Report
      2014 Research-status Report
    • Peer Reviewed
  • [Journal Article] On New Sequential Hard c-Means and Its Kernelization2014

    • Author(s)
      Yukihiro Hamasuna, Yasunori Endo
    • Journal Title

      Proc. of The 2014 IEEE International Conference on Granular Computing

      Volume: USB

    • Related Report
      2014 Research-status Report
    • Peer Reviewed
  • [Journal Article] On Some Models of Objective-based Rough Clustering2014

    • Author(s)
      Naohiko Kinoshita, Yasunori Endo, Sadaaki Miyamoto
    • Journal Title

      Proc. of The 2014 IEEE/WIC/ACM International Conference on Web Intelligence

      Volume: USB

    • Related Report
      2014 Research-status Report
    • Peer Reviewed
  • [Journal Article] Even-sized Clustering Algorithm Based on Optimization2014

    • Author(s)
      Tsubasa Hirano, Naohiko Kinoshita, Yasunori Endo, Yukihiro Hamasuna
    • Journal Title

      Proc. of The 11th International Conference on Modeling Decisions for Artificial Intelligence

      Volume: USB Pages: 16-18

    • Related Report
      2014 Research-status Report
  • [Journal Article] A Note on Visualization of Asymmetric Data2014

    • Author(s)
      Yu Shiraishi, Akira Sugawara, Naohiko Kinoshita, Yasunori Endo
    • Journal Title

      Proc. of The 11th International Conference on Modeling Decisions for Artificial Intelligence

      Volume: USB Pages: 19-21

    • NAID

      130005480521

    • Related Report
      2014 Research-status Report
  • [Journal Article] On Relation Between Kernelization and Quadratic-Regularization in Hard Non-Metric Model2014

    • Author(s)
      Kuniaki Iwakura, Yasunori Endo, Naohiko Kinoshita, Sadaaki Miyamoto
    • Journal Title

      Proc. of The 11th International Conference on Modeling Decisions for Artificial Intelligence

      Volume: USB Pages: 22-24

    • Related Report
      2014 Research-status Report
  • [Journal Article] Constrained Mountain c-Regression Models2014

    • Author(s)
      Hengjin Tang, Sadaaki Miyamoto, Yasunori Endo
    • Journal Title

      Proc. of The 11th International Conference on Modeling Decisions for Artificial Intelligence

      Volume: USB Pages: 13-15

    • Related Report
      2014 Research-status Report
  • [Presentation] ファジィ推論に基づく新たな言語ベースクラスタリング2016

    • Author(s)
      伊藤 成彦, 遠藤 靖典
    • 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、佐賀県佐賀市
    • Year and Date
      2016-09-01
    • Related Report
      2016 Annual Research Report
  • [Presentation] ペナルティベクトル二次正則化を用いた不確実データの線形回帰について2016

    • Author(s)
      尹 授老, 遠藤 靖典, 木下 尚彦
    • 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、佐賀県佐賀市
    • Year and Date
      2016-09-01
    • Related Report
      2016 Annual Research Report
  • [Presentation] 最適化に基づくマージン付きサイズ均等クラスタリングアルゴリズム2016

    • Author(s)
      石田 紗知子, 遠藤 靖典, 木下 尚彦
    • 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、佐賀県佐賀市
    • Year and Date
      2016-09-01
    • Related Report
      2016 Annual Research Report
  • [Presentation] 数値例による球面k-平均法++の検討2016

    • Author(s)
      徳山 晴紀, 遠藤 靖典, 神澤 雄智
    • 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、佐賀県佐賀市
    • Year and Date
      2016-09-01
    • Related Report
      2016 Annual Research Report
  • [Presentation] 力学モデルに基づく階層型言語ベー スクラスタリングについて2015

    • Author(s)
      栢分 雄基, 菅原 彬, 木下 尚彦, 遠藤 靖典, 神澤 雄智
    • 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(東京都調布市)
    • Year and Date
      2015-09-02
    • Related Report
      2015 Research-status Report
  • [Presentation] 非対称データの可視化に関する一考察2014

    • Author(s)
      白石 遊, 遠藤 靖典, 菅原 彬, 木下 尚彦
    • 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
      2014-09-01 – 2014-09-03
    • Related Report
      2014 Research-status Report
  • [Funded Workshop] 2015 IEEE International Conference on Fuzzy Systems2015

    • Place of Presentation
      Istanbul, Turkey
    • Year and Date
      2015-08-02
    • Related Report
      2015 Research-status Report
  • [Funded Workshop] Conference of the International Federation of Classification Societies2015

    • Place of Presentation
      Bologna, Italy
    • Year and Date
      2015-07-06
    • Related Report
      2015 Research-status Report

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

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