| Presentation | 1993/9/22 Parallel Learning by Threshold Fluctuation for Multi-layered Perceptron. Kazuhisa Watanabe, Hajime Masuda, Mitsuaki Mitani, Takafumi Ohhori, |
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| PDF Download Page | PDF download Page Link |
| Abstract(in Japanese) | (See Japanese page) |
| Abstract(in English) | We propose a general-purpose parallel learning rule different from the back-propagation algorithm.The proposed rule can be applied to feedforward neural-networks.Each unit has a threshold value with small and independent flactuation.Analysis clarifies that each weight can be modified separately by leraning rule using output average of the front unit and correlation of the network output fluctuation and threshold fluctuation within the rear unit. Similations of XOR and random mapping problems have demonstrated good performance. |
| Keyword(in Japanese) | (See Japanese page) |
| Keyword(in English) | threshold / fluctuation / correlation / average / parallel learning / feedforward neural network |
| Paper # | NC93-39 |
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| Conference Information | |
| Committee | NC |
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| Conference Date | 1993/9/22(1days) |
| Place (in Japanese) | (See Japanese page) |
| Place (in English) | |
| Topics (in Japanese) | (See Japanese page) |
| Topics (in English) | |
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| Vice Chair | |
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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) | Parallel Learning by Threshold Fluctuation for Multi-layered Perceptron. |
| Sub Title (in English) | |
| Keyword(1) | threshold |
| Keyword(2) | fluctuation |
| Keyword(3) | correlation |
| Keyword(4) | average |
| Keyword(5) | parallel learning |
| Keyword(6) | feedforward neural network |
| 1st Author's Name | Kazuhisa Watanabe |
| 1st Author's Affiliation | Department of Electrical Engineering,Hokkaido Institute of Technology() |
| 2nd Author's Name | Hajime Masuda |
| 2nd Author's Affiliation | Department of Electrical Engineering,Hokkaido Institute of Technology |
| 3rd Author's Name | Mitsuaki Mitani |
| 3rd Author's Affiliation | Department of Electrical Engineering,Hokkaido Institute of Technology |
| 4th Author's Name | Takafumi Ohhori |
| 4th Author's Affiliation | Department of Electrical Engineering,Hokkaido Institute of Technology |
| Date | 1993/9/22 |
| Paper # | NC93-39 |
| Volume (vol) | vol.93 |
| Number (no) | 247 |
| Page | pp.pp.- |
| #Pages | 7 |
| Date of Issue | |