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SOM of SOMs: An Extension of SOM from ‘Map’ to ‘Homotopy’
http://hdl.handle.net/10228/381
http://hdl.handle.net/10228/381e5ec151d-1940-4361-90ca-aac4d715496f
名前 / ファイル | ライセンス | アクション |
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SOM2.pdf (238.9 kB)
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Item type | 学術雑誌論文 = Journal Article(1) | |||||||||||
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公開日 | 2007-11-21 | |||||||||||
資源タイプ | ||||||||||||
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 | SOM of SOMs: An Extension of SOM from ‘Map’ to ‘Homotopy’ | |||||||||||
言語 | ||||||||||||
言語 | eng | |||||||||||
著者 |
古川, 徹生
× 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 proposes an extension of an SOM called the “SOM ofSOMs,” or SOM2, in which objects to be mapped are self-organizing maps. InSOM2, each nodal unit of a conventional SOM is replaced by a function moduleof SOM. Therefore, SOM2 can be regarded as a variation of a modular networkSOM (mnSOM). Since each child SOM module in SOM2 is trained to representan individual map, the parent map in SOM2 generates a self-organizing map representingthe continuous change of the child maps. Thus SOM2 is an extension ofan SOM that generates a ‘self-organizing homotopy’ rather than a map. This extensionof an SOM is easily generalized to the case of SOMn, such that “SOM3as SOM of SOM2s”, corresponding to the n-th order of homotopy. This paperproposes a homotopy theory of SOM2 with new simulation results. | |||||||||||
書誌情報 |
Lecture Notes in Computer Science 巻 4232, p. 950-957, 発行日 2006 |
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出版社 | ||||||||||||
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/10.1007/11893028_106 | |||||||||||
ISSN | ||||||||||||
収録物識別子タイプ | ISSN | |||||||||||
収録物識別子 | 0302-9743 | |||||||||||
著作権関連情報 | ||||||||||||
権利情報 | Copyright (c) Springer-Verlag Berlin Heidelberg 2006. The original publication is available at www.springerlink.com | |||||||||||
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 | |||||||||||
著者別名 | ||||||||||||
姓名 | Furukawa, Tetsuo | |||||||||||
言語 | en | |||||||||||
姓名 | 古川, 徹生 | |||||||||||
言語 | ja | |||||||||||
姓名 | フルカワ, テツオ | |||||||||||
言語 | ja-Kana |