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Multilevel–Multigroup Analysis Using a Hierarchical Tensor SOM Network
http://hdl.handle.net/10228/00007795
http://hdl.handle.net/10228/00007795f9121774-f8d0-4b21-98d6-8f3bd1ff3d7e
名前 / ファイル | ライセンス | アクション |
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978-3-319-46675-0_50.pdf (2.5 MB)
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Item type | 学術雑誌論文 = Journal Article(1) | |||||||||||||||||
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公開日 | 2020-06-10 | |||||||||||||||||
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資源タイプ識別子 | http://purl.org/coar/resource_type/c_6501 | |||||||||||||||||
資源タイプ | journal article | |||||||||||||||||
タイトル | ||||||||||||||||||
タイトル | Multilevel–Multigroup Analysis Using a Hierarchical Tensor SOM Network | |||||||||||||||||
言語 | ||||||||||||||||||
言語 | eng | |||||||||||||||||
著者 |
石橋, 英朗
× 石橋, 英朗
WEKO
27859
× Shinriki, Ryota× Isogai, Hirohisa× 古川, 徹生
WEKO
661
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抄録 | ||||||||||||||||||
内容記述タイプ | Abstract | |||||||||||||||||
内容記述 | This paper describes a method of multilevel–multigroup analysis based on a nonlinear multiway dimensionality reduction. To analyze a set of groups in terms of the probabilistic distribution of their constituent member data, the proposed method uses a hierarchical pair of tensor self-organizing maps (TSOMs), one for the member analysis and the other for the group analysis. This architecture enables more flexible analysis than ordinary parametric multilevel analysis, as it retains a high level of translatability supported by strong visualization. Furthermore, this architecture provides a consistent and seamless computation method for multilevel–multigroup analysis by integrating two different levels into a hierarchical tensor SOM network. The proposed method is applied to a dataset of football teams in a university league, and successfully visualizes the types of players that constitute each team as well as the differences or similarities between the teams. | |||||||||||||||||
備考 | ||||||||||||||||||
内容記述タイプ | Other | |||||||||||||||||
内容記述 | 23rd International Conference on Neural Information Processing, ICONIP 2016, October 16–21, 2016, Kyoto, Japan | |||||||||||||||||
書誌情報 |
Lecture Notes in Computer Science 巻 9949, p. 459-466, 発行日 2016-09-29 |
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出版者 | Springer Berlin/Heidelberg | |||||||||||||||||
DOI | ||||||||||||||||||
関連タイプ | isVersionOf | |||||||||||||||||
識別子タイプ | DOI | |||||||||||||||||
関連識別子 | https://doi.org/10.1007/978-3-319-46675-0_50 | |||||||||||||||||
ISBN | ||||||||||||||||||
識別子タイプ | ISBN | |||||||||||||||||
関連識別子 | 978-3-3194-6675-0 | |||||||||||||||||
ISBN | ||||||||||||||||||
識別子タイプ | ISBN | |||||||||||||||||
関連識別子 | 978-3-319-46674-3 | |||||||||||||||||
著作権関連情報 | ||||||||||||||||||
権利情報 | Copyright (c) Springer International Publishing AG 2016 | |||||||||||||||||
著作権関連情報 | ||||||||||||||||||
権利情報 | The final publication is available at Springer via http://dx.doi.org/10.1007/978-3-319-46675-0_50 | |||||||||||||||||
キーワード | ||||||||||||||||||
主題Scheme | Other | |||||||||||||||||
主題 | Self-organizing map | |||||||||||||||||
キーワード | ||||||||||||||||||
主題Scheme | Other | |||||||||||||||||
主題 | Multilevel–multigroup analysis | |||||||||||||||||
キーワード | ||||||||||||||||||
主題Scheme | Other | |||||||||||||||||
主題 | Tensor SOM | |||||||||||||||||
出版タイプ | ||||||||||||||||||
出版タイプ | AM | |||||||||||||||||
出版タイプResource | http://purl.org/coar/version/c_ab4af688f83e57aa | |||||||||||||||||
査読の有無 | ||||||||||||||||||
値 | yes | |||||||||||||||||
研究者情報 | ||||||||||||||||||
https://hyokadb02.jimu.kyutech.ac.jp/html/100001227_ja.html | ||||||||||||||||||
研究者情報 | ||||||||||||||||||
https://hyokadb02.jimu.kyutech.ac.jp/html/343_ja.html | ||||||||||||||||||
論文ID(連携) | ||||||||||||||||||
10345404 | ||||||||||||||||||
連携ID | ||||||||||||||||||
8326 | ||||||||||||||||||
資料タイプ | ||||||||||||||||||
内容記述タイプ | Other | |||||||||||||||||
内容記述 | Journal Article | |||||||||||||||||
著者所属 | ||||||||||||||||||
Department of Brain Science and Engineering, Kyushu Institute of Technology, Kitakyushu, Japan | ||||||||||||||||||
著者所属 | ||||||||||||||||||
Department of Brain Science and Engineering, Kyushu Institute of Technology, Kitakyushu, Japan | ||||||||||||||||||
著者所属 | ||||||||||||||||||
Department of Brain Science and Engineering, Kyushu Institute of Technology, Kitakyushu, Japan | ||||||||||||||||||
著者所属 | ||||||||||||||||||
Department of Brain Science and Engineering, Kyushu Institute of Technology, Kitakyushu, Japan |