Establishment of Linguistic clustering - Conversion from Model-based Clustering

• Project/Area Number: 26330271
• Research Category: Grant-in-Aid for Scientific Research (C)
• Allocation Type: Multi-year Fund
• Section: 一般
• Research Field: Soft computing
• Research Institution: University 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: ¥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.

Research Products

• [Journal Article] On Fuzzy Non-Metric Model for Data with Tolerance and its Application to Incomplete Data Clustering (2019)
  • 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
  • Year and Date: 2019-07-01
  • Peer Reviewed / Open Access / Acknowledgement Compliant
• [Journal Article] On Hierarchical Linguistic-Based Clustering (2019)
  • 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
  • Year and Date: 2019-07-01
  • Peer Reviewed / Int'l Joint Research / Acknowledgement Compliant
• [Journal Article] On Objective-Based Rough Clustering with Fuzzy-Set Representation (2019)
  • 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
  • Year and Date: 2019-07-01
  • Peer Reviewed / Int'l Joint Research
• [Journal Article] On Various Types of Even-sized Clustering Based on Optimization (2016)
  • 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
  • Peer Reviewed / Acknowledgement Compliant
• [Journal Article] A Note on Even-Sized Clustering Based on Optimization (2016)
  • 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
  • Peer Reviewed / Acknowledgement Compliant
• [Journal Article] A Note on Non-Hierarchical Linguistic-based Clustering (2015)
  • 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
  • Peer Reviewed / Int'l Joint Research / Acknowledgement Compliant
• [Journal Article] On Cluster Extraction from Relational Data Using L1-Regularized Possibilistic Assignment Prototype Algorithm (2015)
  • Author(s): Yukihiro Hamasuna, Yasunori Endo
  • Journal Title: Journal of Advanced Computational Intelligence and Intelligent Informatics Volume: 19-1 Pages: 23-28
  • NAID: 130007673285
  • Peer Reviewed
• [Journal Article] On Objective-based Rough Hard and Fuzzy c-Means Clustering (2015)
  • Author(s): Naohiko Kinoshita, Yasunori Endo
  • Journal Title: Journal of Advanced Computational Intelligence and Intelligent Informatics Volume: 19-1 Pages: 29-35
  • NAID: 130007673286
  • Peer Reviewed
• [Journal Article] On Objective-based Rough c-Regression (2015)
  • 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
  • Peer Reviewed
• [Journal Article] On Linguistic-based Clustering (2014)
  • 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
  • Peer Reviewed / Acknowledgement Compliant
• [Journal Article] On New Sequential Hard c-Medoids (2014)
  • 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
  • Peer Reviewed
• [Journal Article] On Even-sized Clustering Algorithm Based on Optimization (2014)
  • 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
  • Peer Reviewed / Acknowledgement Compliant
• [Journal Article] Hard and Fuzzy c-means Algorithms with Pairwise Constraints by Non-metric Terms (2014)
  • Author(s): Yasunori Endo, Naohiko Kinoshita, Kuniaki Iwakura, Yukihiro Hamasuna
  • Journal Title: Lecture Notes in Artificial Intelligence, Springer Volume: 8825 Pages: 145-157
  • Peer Reviewed
• [Journal Article] A Note on Objective-based Rough Clustering with Fuzzy-Set Representation (2014)
  • Author(s): Ken Onishi, Yasunori Endo, Naohiko Kinoshita
  • Journal Title: Lecture Notes in Artificial Intelligence, Springer Volume: 8825 Pages: 122-134
  • NAID: 130005480348
  • Peer Reviewed
• [Journal Article] Semi-supervised Hard and Fuzzy c-Means with Assignment Prototype Term (2014)
  • Author(s): Yukihiro Hamasuna, Yasunori Endo
  • Journal Title: Lecture Notes in Artificial Intelligence, Springer Volume: 8825 Pages: 135-144
  • Peer Reviewed
• [Journal Article] Fuzzy c-Means with Quadratic Penalty-Vector Regularization Using Kullback-Leibler Information for Uncertain Data (2014)
  • 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
  • Peer Reviewed
• [Journal Article] A Note on Estimating Tangential Force in Brake Systems for Railways (2014)
  • 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
  • Peer Reviewed
• [Journal Article] On New Sequential Hard c-Means and Its Kernelization (2014)
  • Author(s): Yukihiro Hamasuna, Yasunori Endo
  • Journal Title: Proc. of The 2014 IEEE International Conference on Granular Computing Volume: USB
  • Peer Reviewed
• [Journal Article] On Some Models of Objective-based Rough Clustering (2014)
  • Author(s): Naohiko Kinoshita, Yasunori Endo, Sadaaki Miyamoto
  • Journal Title: Proc. of The 2014 IEEE/WIC/ACM International Conference on Web Intelligence Volume: USB
  • Peer Reviewed
• [Journal Article] Even-sized Clustering Algorithm Based on Optimization (2014)
  • 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
• [Journal Article] A Note on Visualization of Asymmetric Data (2014)
  • 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
• [Journal Article] On Relation Between Kernelization and Quadratic-Regularization in Hard Non-Metric Model (2014)
  • 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
• [Journal Article] Constrained Mountain c-Regression Models (2014)
  • 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
• [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
• [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
• [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
• [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
• [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
• [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
• [Funded Workshop] 2015 IEEE International Conference on Fuzzy Systems (2015)
  • Place of Presentation: Istanbul, Turkey
  • Year and Date: 2015-08-02
• [Funded Workshop] Conference of the International Federation of Classification Societies (2015)
  • Place of Presentation: Bologna, Italy
  • Year and Date: 2015-07-06