| Presentation | 1997/11/17 Error Correcting Memorization Learning for Noisy Training Data Akiko NAKASHIMA, Akira HIRABAYASHI, Hidemitsu OGAWA, |
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| PDF Download Page | PDF download Page Link |
| Abstract(in Japanese) | (See Japanese page) |
| Abstract(in English) | Multi-layer feedforward neural networks are trained using the error back-propagation algorithm. The algorithm minimizes the error between outputs of a neural network and training data. Hence, in the case of noisy training data, a trained network memorizes noisy outputs for given inputs. Such learning is called rote memorization learning. In this paper we propose error correcting memorization learning (CML) to suppress noise in training data. We clarify the mechanism of noise suppression of CML. |
| Keyword(in Japanese) | (See Japanese page) |
| Keyword(in English) | memorization learning / back-propagation method / noisy training data / suppression of noise |
| Paper # | NC97-51 |
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| Conference Information | |
| Committee | NC |
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| Conference Date | 1997/11/17(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) | Error Correcting Memorization Learning for Noisy Training Data |
| Sub Title (in English) | |
| Keyword(1) | memorization learning |
| Keyword(2) | back-propagation method |
| Keyword(3) | noisy training data |
| Keyword(4) | suppression of noise |
| 1st Author's Name | Akiko NAKASHIMA |
| 1st Author's Affiliation | Department of Computer Science Graduate School of Information Science and Engineering Tokyo Institute of Technology() |
| 2nd Author's Name | Akira HIRABAYASHI |
| 2nd Author's Affiliation | Department of Computer Science Graduate School of Information Science and Engineering Tokyo Institute of Technology |
| 3rd Author's Name | Hidemitsu OGAWA |
| 3rd Author's Affiliation | Department of Computer Science Graduate School of Information Science and Engineering Tokyo Institute of Technology |
| Date | 1997/11/17 |
| Paper # | NC97-51 |
| Volume (vol) | vol.97 |
| Number (no) | 379 |
| Page | pp.pp.- |
| #Pages | 8 |
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