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Modular Network SOM and Self-Organizing Homotopy Network as a Foundation for Brain-like Intelligence
http://hdl.handle.net/10228/2376
http://hdl.handle.net/10228/2376d190f96b-9234-45ab-ba3f-2490b09bc2ae
名前 / ファイル | ライセンス | アクション |
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Furukawa-WSOM07-MNS.pdf (883.4 kB)
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Item type | 会議発表論文 = Conference Paper(1) | |||||||||||
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公開日 | 2009-04-13 | |||||||||||
資源タイプ | ||||||||||||
資源タイプ識別子 | http://purl.org/coar/resource_type/c_5794 | |||||||||||
資源タイプ | conference paper | |||||||||||
タイトル | ||||||||||||
タイトル | Modular Network SOM and Self-Organizing Homotopy Network as a Foundation for Brain-like Intelligence | |||||||||||
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 | In this paper, two generalizations of the SOM are introduced. The first of these extends the SOM to deal with more generalized classes of objects besides the vector dataset. This generalization is realized by employing modular networks instead of reference vector units and is thus called a modular network SOM (mnSOM). The second generalization involves the extension of the SOM from map to homotopy, allowing the SOM to deal with a set of data distributions rather than a set of data vectors. The resulting architecture is called SOM^n, where each reference unit represents a tensor of rank n. These generalizations are expected to provide good platforms on which to build brain-like intelligence. | |||||||||||
備考 | ||||||||||||
内容記述タイプ | Other | |||||||||||
内容記述 | The 6th International Workshop on Self-Organizing Maps (WSOM), 2007 Bielefeld University, Bielefeld, Germany, September 3 - 6, 2007 | |||||||||||
書誌情報 |
Proceedings of the 6th International Workshop of Self-Organizing Maps (WSOM 2007) 発行日 2007-09-01 |
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出版社 | ||||||||||||
出版社 | 6th lnt. Workshop on Self-Organizing Maps (WSOM 2007) | |||||||||||
DOI | ||||||||||||
関連タイプ | isIdenticalTo | |||||||||||
識別子タイプ | DOI | |||||||||||
関連識別子 | https://doi.org/10.2390/biecoll-wsom2007-159 | |||||||||||
キーワード | ||||||||||||
主題Scheme | Other | |||||||||||
主題 | homotopy | |||||||||||
キーワード | ||||||||||||
主題Scheme | Other | |||||||||||
主題 | fiber bundle | |||||||||||
キーワード | ||||||||||||
主題Scheme | Other | |||||||||||
主題 | SOM2 | |||||||||||
キーワード | ||||||||||||
主題Scheme | Other | |||||||||||
主題 | mnSOM | |||||||||||
出版タイプ | ||||||||||||
出版タイプ | VoR | |||||||||||
出版タイプResource | http://purl.org/coar/version/c_970fb48d4fbd8a85 | |||||||||||
著者所属 | ||||||||||||
Department of Brain Science and Engineering, Kyushu Institute of Technology 2–4 Hibikino, Wakamtatsu-ku, Kitakyushu 808–0196, Japan | ||||||||||||
資料タイプ | ||||||||||||
内容記述タイプ | Other | |||||||||||
内容記述 | Conference Paper |