| Presentation | 1994/5/19 Educational Learning for Multi-layered Neural Network Appending Synaptic Weights to Performance Index Tatsuya Morita, Kazuyoshi Nakajima, Masahiro Tamura, |
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| PDF Download Page | PDF download Page Link |
| Abstract(in Japanese) | (See Japanese page) |
| Abstract(in English) | The authors previously proposed a neural network model having a multi-layered structure similar to the butterfly processing of fast Fourier transformation.Also,a new learning method called educational learning was proposed instead of the back propagation method. In this paper,intermediary target production process in the educational learning is analyzed using optimization theory. Learning performance can be improved by appending terms of synaptic weights and thresholds to the performance index in the intermediary target production process. The theoretical aspect is examined by a simulation of pattern transformation problem. |
| Keyword(in Japanese) | (See Japanese page) |
| Keyword(in English) | Multi-layered neural network / Educational learning / Intermediate target production / Application of optimization theory / Pattern transformation problem |
| Paper # | NC94-5 |
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| Conference Information | |
| Committee | NC |
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| Conference Date | 1994/5/19(1days) |
| Place (in Japanese) | (See Japanese page) |
| Place (in English) | |
| 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) | Educational Learning for Multi-layered Neural Network Appending Synaptic Weights to Performance Index |
| Sub Title (in English) | |
| Keyword(1) | Multi-layered neural network |
| Keyword(2) | Educational learning |
| Keyword(3) | Intermediate target production |
| Keyword(4) | Application of optimization theory |
| Keyword(5) | Pattern transformation problem |
| 1st Author's Name | Tatsuya Morita |
| 1st Author's Affiliation | Department of Electrical Engineering,Faculty of Engineering,Osaka University.() |
| 2nd Author's Name | Kazuyoshi Nakajima |
| 2nd Author's Affiliation | Department of Electrical Engineering,Faculty of Engineering,Osaka University. |
| 3rd Author's Name | Masahiro Tamura |
| 3rd Author's Affiliation | Department of Electrical Engineering,Faculty of Engineering,Osaka University. |
| Date | 1994/5/19 |
| Paper # | NC94-5 |
| Volume (vol) | vol.94 |
| Number (no) | 40 |
| Page | pp.pp.- |
| #Pages | 7 |
| Date of Issue | |