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Batch learning algorithm of SOM with attractive and repulsive data
http://hdl.handle.net/10228/2371
http://hdl.handle.net/10228/2371d0ddbf7b-4acd-45b5-b108-8291de39b91f
名前 / ファイル | ライセンス | アクション |
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23_WSOM2005-118.pdf (632.3 kB)
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Item type | 会議発表論文 = Conference Paper(1) | |||||||||||||||||
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公開日 | 2009-04-10 | |||||||||||||||||
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 | Batch learning algorithm of SOM with attractive and repulsive data | |||||||||||||||||
言語 | ||||||||||||||||||
言語 | eng | |||||||||||||||||
著者 |
古川, 徹生
× 古川, 徹生
WEKO
661
× Sonoh, Satoshi× 堀尾, 恵一
WEKO
6199
× 山川, 烈 |
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抄録 | ||||||||||||||||||
内容記述タイプ | Abstract | |||||||||||||||||
内容記述 | In this paper, we propose a stable batch learning algorithm for SOM doing two learning methods, attractive learning and repulsive learning. The attractive learning and the repulsive learning are caused by successful data and failed data, respectively. A combination of the attractive learning and repulsive learning emulates a trial and error of animals. In order to realize a stable learning, a conversion of the failed data is employed. The converted data are assumed as a successful data which is located at opposite of a reference vector like a mirror image. An effectiveness of the proposed algorithm is verified by some simulations. | |||||||||||||||||
備考 | ||||||||||||||||||
内容記述タイプ | Other | |||||||||||||||||
内容記述 | 5th Workshop on Self-Organizing Maps (WSOM05), 2005年9月5日, Paris, France | |||||||||||||||||
書誌情報 |
Proceedings of 5th Workshop on Self-Organizing Maps p. 413-420, 発行日 2005-09-01 |
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出版社 | ||||||||||||||||||
出版社 | 5th Workshop on Self-Organizing Maps(WSOM05) | |||||||||||||||||
キーワード | ||||||||||||||||||
主題Scheme | Other | |||||||||||||||||
主題 | evaluation | |||||||||||||||||
キーワード | ||||||||||||||||||
主題Scheme | Other | |||||||||||||||||
主題 | repulsive learning | |||||||||||||||||
キーワード | ||||||||||||||||||
主題Scheme | Other | |||||||||||||||||
主題 | virtual vector | |||||||||||||||||
キーワード | ||||||||||||||||||
主題Scheme | Other | |||||||||||||||||
主題 | batch learning | |||||||||||||||||
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 | |||||||||||||||||
著者所属 | ||||||||||||||||||
Graduate School of Life Science and Systems Engineering, Kyushu Institute of Technology, 2-4 Hibikino, Wakamatsu, Kitakyushu, 808-0196, Japan | ||||||||||||||||||
資料タイプ | ||||||||||||||||||
内容記述タイプ | Other | |||||||||||||||||
内容記述 | Conference Paper |