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Generalization of the Self-Organizing Map: From Artificial Neural Networks to Artificial Cortexes
http://hdl.handle.net/10228/380
http://hdl.handle.net/10228/3808e59f997-0e0c-40e2-8aa6-8cdd73369396
名前 / ファイル | ライセンス | アクション |
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mnSOM.pdf (203.0 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 | Generalization of the Self-Organizing Map: From Artificial Neural Networks to Artificial Cortexes | |||||||||||
言語 | ||||||||||||
言語 | eng | |||||||||||
著者 |
古川, 徹生
× 古川, 徹生
WEKO
661
× Tokunaga, Kazuhiro |
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抄録 | ||||||||||||
内容記述タイプ | Abstract | |||||||||||
内容記述 | This paper presents a generalized framework of a self-organizing map(SOM) applicable to more extended data classes rather than vector data. A modularstructure is adopted to realize such generalization; thus, it is called a modularnetwork SOM (mnSOM), in which each reference vector unit of a conventionalSOM is replaced by a functional module. Since users can choose the functionalmodule from any trainable architecture such as neural networks, the mnSOM hasa lot of flexibility as well as high data processing ability. In this paper, the essentialidea is first introduced and then its theory is described. | |||||||||||
書誌情報 |
Lecture Notes in Computer Science 巻 4232, p. 943-949, 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_105 | |||||||||||
ISSN | ||||||||||||
収録物識別子タイプ | ISSN | |||||||||||
収録物識別子 | 0302-9743 | |||||||||||
ISSN | ||||||||||||
収録物識別子タイプ | ISSN | |||||||||||
収録物識別子 | 1611-3349 | |||||||||||
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 | |||||||||||
資料タイプ | ||||||||||||
内容記述タイプ | Other | |||||||||||
内容記述 | Journal Article | |||||||||||
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 | |||||||||||
著者別名 | ||||||||||||
姓名 | 徳永, 憲洋 | |||||||||||
著者所属 | ||||||||||||
Kyushu Institute of Technology, Kitakyushu 808-0196, Japan |