| Presentation | 1994/3/25 A Modified Error Back Propagation Method using the Differential of Output Error Function Fumio Yoshida, Shinji Ishida, 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 back propagation method,only except adding the differential of output error function to the back propagation error at hidden layer units.It is shown by computer simulation that,in the learning of exclusive-OR,the success rate of learning with the conventional error back propagation method is 88.2%,and that with our method is improved to 99.4%.Furthermore,we clear the relationship between this method and the booster learning method proposed by us. |
| Keyword(in Japanese) | (See Japanese page) |
| Keyword(in English) | neural networks / error back propagation method / learning efficiency / output error function / differential coefficient |
| Paper # | NC93-117 |
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| Conference Information | |
| Committee | NC |
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| Conference Date | 1994/3/25(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) | A Modified Error Back Propagation Method using the Differential of Output Error Function |
| Sub Title (in English) | |
| Keyword(1) | neural networks |
| Keyword(2) | error back propagation method |
| Keyword(3) | learning efficiency |
| Keyword(4) | output error function |
| Keyword(5) | differential coefficient |
| 1st Author's Name | Fumio Yoshida |
| 1st Author's Affiliation | Department of Electrical Engineering,Faculty of Engineering, Nagaoka University of Technology() |
| 2nd Author's Name | Shinji Ishida |
| 2nd Author's Affiliation | Department of Electrical Engineering,Faculty of Engineering, Nagaoka University of Technology |
| 3rd Author's Name | Jin-ichi Matsuda |
| 3rd Author's Affiliation | Department of Electrical Engineering,Faculty of Engineering, Nagaoka University of Technology |
| Date | 1994/3/25 |
| Paper # | NC93-117 |
| Volume (vol) | vol.93 |
| Number (no) | 537 |
| Page | pp.pp.- |
| #Pages | 8 |
| Date of Issue | |