Presentation | 1998/11/17 Hardware Implementation of Continuous PCA Learning Rule Kuninori Nishizawa, Yuzo Hirai, |
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Abstract(in Japanese) | (See Japanese page) |
Abstract(in English) | We have designed and simulated PDM(Pulse Density Modulating) digital circuits which can perform continuous PCA learning rule. The learning rule is expressed in a set of first-order differential equations and the circuits learn by solving them in a fully parallel and continuous manner. The circuits are designed with VHDL and several small problem were simulated with a VSS of Synopsys Inc. The result showed that the circuits could find the correct set of eigenvectors correponding to principal components. We are now implementing the circuits in FPGA's and will demonstrate them in real time in the near future. |
Keyword(in Japanese) | (See Japanese page) |
Keyword(in English) | Principal Component Analysis / PDM digital circuits / Sanger's rule |
Paper # | NC98-55 |
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Committee | NC |
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Conference Date | 1998/11/17(1days) |
Place (in Japanese) | (See Japanese page) |
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Topics (in Japanese) | (See Japanese page) |
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Paper Information | |
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) | Hardware Implementation of Continuous PCA Learning Rule |
Sub Title (in English) | |
Keyword(1) | Principal Component Analysis |
Keyword(2) | PDM digital circuits |
Keyword(3) | Sanger's rule |
1st Author's Name | Kuninori Nishizawa |
1st Author's Affiliation | Doctral Program in Engineering, University of Tsukuba() |
2nd Author's Name | Yuzo Hirai |
2nd Author's Affiliation | Institute of Information Sciences and Electronics, University of Tsukuba |
Date | 1998/11/17 |
Paper # | NC98-55 |
Volume (vol) | vol.98 |
Number (no) | 401 |
Page | pp.pp.- |
#Pages | 6 |
Date of Issue |