Presentation | 1996/2/3 An application of fluctuation-driven learning rule to asymmetrical cross-coupled neural networks Masahito KAMIMURA, Takahumi OOHORI, Kazuhisa WATANABE, |
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Abstract(in Japanese) | (See Japanese page) |
Abstract(in English) | Fluctuation-driven learning (FDL) rule was originally intented for feedforward neural-networks (NN). In the NN for FDL, every neuron k contains an independent fluctuation. Going by the FDL rule, the weight from neuron j to k is modified by time average of product sequence of the output error from NN, the fluctuation in neuron k and the output from neuron j. The form of modification equation suggests the applicability of FDL rule to any type of NN. we show that under the FDL rule, the asymmetrical cross-coupled NN with self-connections can learn by means of the same modification equation as the feedforward NN. Furthermore, we clarify the effects of FDL, comparing with the learning rule of Boltzmann Machine. |
Keyword(in Japanese) | (See Japanese page) |
Keyword(in English) | Fluctuation-driven learning rule / Asymmetrical cross-coupled neural networks / Boltzmann machine / simulation |
Paper # | NC95-108 |
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Committee | NC |
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Conference Date | 1996/2/3(1days) |
Place (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) | An application of fluctuation-driven learning rule to asymmetrical cross-coupled neural networks |
Sub Title (in English) | |
Keyword(1) | Fluctuation-driven learning rule |
Keyword(2) | Asymmetrical cross-coupled neural networks |
Keyword(3) | Boltzmann machine |
Keyword(4) | simulation |
1st Author's Name | Masahito KAMIMURA |
1st Author's Affiliation | Department of Electrical Engineering, Hokkaido Institute of Technology() |
2nd Author's Name | Takahumi OOHORI |
2nd Author's Affiliation | Department of Electrical Engineering, Hokkaido Institute of Technology |
3rd Author's Name | Kazuhisa WATANABE |
3rd Author's Affiliation | Department of Electrical Engineering, Hokkaido Institute of Technology |
Date | 1996/2/3 |
Paper # | NC95-108 |
Volume (vol) | vol.95 |
Number (no) | 506 |
Page | pp.pp.- |
#Pages | 8 |
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