Establishment of Linguistic clustering - Conversion from Model-based Clustering
| Project/Area Number |
26330271
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| Research Category |
Grant-in-Aid for Scientific Research (C)
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| Allocation Type | Multi-year Fund |
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| Section | 一般 |
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| Research Field |
Soft computing
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| Research Institution | University of Tsukuba |
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Principal Investigator |
ENDO Yasunori 筑波大学, システム情報系, 教授 (10267396)
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| Project Period (FY) |
2014-04-01 – 2017-03-31
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| Project Status |
Completed (Fiscal Year 2016)
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| 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)
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| 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 |
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| 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.
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Report
(4 results)
Research Products
(31 results)
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[Journal Article] A Note on Even-Sized Clustering Based on Optimization2016
Author(s)
Tsubasa Hirano, Yasunori Endo, Naohiko Kinoshita, Sadaaki Miyamoto
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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
Peer Reviewed / Acknowledgement Compliant
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[Journal Article] On Hierarchical Linguistic-Based Clustering2015
Author(s)
Naohiko Kinoshita, Yasunori Endo, Akira Sugawara
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Journal Title
Journal of Advanced Computational Intelligence and Intelligent Informatics
Volume: 19
Issue: 6
Pages: 900-906
DOI
NAID
ISSN
1343-0130, 1883-8014
Year and Date
2015-11-20
Related Report
Peer Reviewed / Int'l Joint Research / Acknowledgement Compliant
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[Journal Article] On Linguistic-based Clustering2014
Author(s)
Akira Sugawara, Naohiko Kinoshita, Yasunori Endo
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Journal Title
Proc. of The 2014 IEEE International Conference on Granular Computing (GrC 2014)
Volume: USB
Pages: 265-270
DOI
Related Report
Peer Reviewed / Acknowledgement Compliant
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[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
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