Presentation | 1998/3/19 Self-Organizing Extraction of Principal Components by Continuously Multiple Mapping Jun SHIRAKURA, Koji KURATA, |
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Abstract(in Japanese) | (See Japanese page) |
Abstract(in English) | Layered self-organizing map model is proposed to detect the first and the second principal components. The model is an advanced version of the self-organizing multiple mapping model proposed and studied in our preceding papers. This model inherits the nature from our multiple mapping model and the resulting map for the second principal component is understood as superposition of many correlating maps. This model can be applied to information sources of high-dimensional and low-dimensional representation. In high-dimensional case, it can detect nonlinear components. |
Keyword(in Japanese) | (See Japanese page) |
Keyword(in English) | self-organization / topological mapping / continuously multiple mapping / NLPCA |
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Committee | NC |
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Conference Date | 1998/3/19(1days) |
Place (in Japanese) | (See Japanese page) |
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Registration To | Neurocomputing (NC) |
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Language | JPN |
Title (in Japanese) | (See Japanese page) |
Sub Title (in Japanese) | (See Japanese page) |
Title (in English) | Self-Organizing Extraction of Principal Components by Continuously Multiple Mapping |
Sub Title (in English) | |
Keyword(1) | self-organization |
Keyword(2) | topological mapping |
Keyword(3) | continuously multiple mapping |
Keyword(4) | NLPCA |
1st Author's Name | Jun SHIRAKURA |
1st Author's Affiliation | Department of Systems and Human Science, Graduate School of Engineering Science, Osaka University.() |
2nd Author's Name | Koji KURATA |
2nd Author's Affiliation | Department of Systems and Human Science, Graduate School of Engineering Science, Osaka University. |
Date | 1998/3/19 |
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Volume (vol) | vol.97 |
Number (no) | 623 |
Page | pp.pp.- |
#Pages | 8 |
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