| Presentation | 1995/7/27 A Modified Learning Method for Error Back Propagation Algorithm using the Differential of Output Error Function Yoshihiko Tanabe, Jin-ichi Matsuda, |
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| PDF Download Page | PDF download Page Link |
| Abstract(in Japanese) | (See Japanese page) |
| Abstract(in English) | A modified error back propagation method for improving the learning efficiency of layered neural networks is presented. In this method, the network can be trained in a similar way as a conventional error-backpropagation method, only expect adding the differential of output error function to the back propagation error at hidden layer units for each input pattern. It is shown by computer simulation that, in the learning of exclusive-OR, the success rate of learning with the traditional BP method is 88.2%, and that with our method is improved to 100%. For these result, it is confirmed that this method is effective to improve the learning efficiency of layered neural networks. |
| Keyword(in Japanese) | (See Japanese page) |
| Keyword(in English) | neural network / error back propagation method / internal representation / output error function / differential coefficient / learning efficiency |
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| Conference Information | |
| Committee | NC |
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| Conference Date | 1995/7/27(1days) |
| Place (in Japanese) | (See Japanese page) |
| Place (in English) | |
| Topics (in Japanese) | (See Japanese page) |
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| 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) | A Modified Learning Method for Error Back Propagation Algorithm using the Differential of Output Error Function |
| Sub Title (in English) | |
| Keyword(1) | neural network |
| Keyword(2) | error back propagation method |
| Keyword(3) | internal representation |
| Keyword(4) | output error function |
| Keyword(5) | differential coefficient |
| Keyword(6) | learning efficiency |
| 1st Author's Name | Yoshihiko Tanabe |
| 1st Author's Affiliation | Department of Electrical Engineering, Nagaoka University of Technology() |
| 2nd Author's Name | Jin-ichi Matsuda |
| 2nd Author's Affiliation | Department of Electrical Engineering, Nagaoka University of Technology |
| Date | 1995/7/27 |
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| Volume (vol) | vol.95 |
| Number (no) | 189 |
| Page | pp.pp.- |
| #Pages | 8 |
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