| Presentation | 1998/6/18 A High-Speed Defect Compensation of Multi-Layer Neural Networks by the Partial Retraining Kunihito Yamamori, Toru Abe, Susumu Horiguchi, |
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| PDF Download Page | PDF download Page Link |
| Abstract(in Japanese) | (See Japanese page) |
| Abstract(in English) | In this paper, we discuss the ability of the partial-retraining scheme to compensate the neural networks with stuck-defects of the weight or the unit. The partial retraining scheme only adjusts the weights between a unit which is affected by the defect and the units in the lower by the 2-layer back-propagation algorithm. We show the performance of partialretraining scheme by some simulations. As a result, the partial-retraining scheme is about 100 times faster than the 3-layer back-propagation algorithm to compensate 0-stuck-defect of weight between the hidden layer and the output layer. |
| Keyword(in Japanese) | (See Japanese page) |
| Keyword(in English) | Neural Network / Partial Retraining / Defect Compensation / Retraining |
| Paper # | NC98-20,HIP98-11 |
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| Conference Information | |
| Committee | NC |
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| Conference Date | 1998/6/18(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) | A High-Speed Defect Compensation of Multi-Layer Neural Networks by the Partial Retraining |
| Sub Title (in English) | |
| Keyword(1) | Neural Network |
| Keyword(2) | Partial Retraining |
| Keyword(3) | Defect Compensation |
| Keyword(4) | Retraining |
| 1st Author's Name | Kunihito Yamamori |
| 1st Author's Affiliation | Graduate School of Information Science, Japan Advanced Institute of Science and Technology() |
| 2nd Author's Name | Toru Abe |
| 2nd Author's Affiliation | Graduate School of Information Science, Japan Advanced Institute of Science and Technology |
| 3rd Author's Name | Susumu Horiguchi |
| 3rd Author's Affiliation | Graduate School of Information Science, Japan Advanced Institute of Science and Technology |
| Date | 1998/6/18 |
| Paper # | NC98-20,HIP98-11 |
| Volume (vol) | vol.98 |
| Number (no) | 128 |
| Page | pp.pp.- |
| #Pages | 8 |
| Date of Issue | |