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
Conference Date 1998/11/17(1days)
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Registration To Neurocomputing (NC)
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