| Presentation | 1996/12/14 A Method for Removing Redundant Units of Supervised Neural Networks and Its Evaluation in An Application to A Neural Filter. Kenji SUZUKI, Naoko HARA, Isao HORIBA, Noboru SUGIE, Ken ISHIKAWA, |
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| PDF Download Page | PDF download Page Link |
| Abstract(in Japanese) | (See Japanese page) |
| Abstract(in English) | We propose a new method for removing redundant units of supervised neural networks. The method is based on iteration of four phases. These are: experimental reduction of a unit, calculating the error of the network using learning patterns, removing redundant units based on the error, and relearning. We have applied the method to a neural filter which has multilayer neural network architecture. We have shown that the method reduces units of both input layer and hidden layer of the neural network with the sufficient ability of the neural network preserved. |
| Keyword(in Japanese) | (See Japanese page) |
| Keyword(in English) | Reducing units / Optimization of structure / Neural network / Iteration / experimental removing / Neural filter |
| Paper # | NC96-67 |
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| Conference Information | |
| Committee | NC |
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| Conference Date | 1996/12/14(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 Method for Removing Redundant Units of Supervised Neural Networks and Its Evaluation in An Application to A Neural Filter. |
| Sub Title (in English) | |
| Keyword(1) | Reducing units |
| Keyword(2) | Optimization of structure |
| Keyword(3) | Neural network |
| Keyword(4) | Iteration |
| Keyword(5) | experimental removing |
| Keyword(6) | Neural filter |
| 1st Author's Name | Kenji SUZUKI |
| 1st Author's Affiliation | Research and Development Center, Hitachi Medical Corporation.() |
| 2nd Author's Name | Naoko HARA |
| 2nd Author's Affiliation | Faculty of Science and Technology, Meijo University. |
| 3rd Author's Name | Isao HORIBA |
| 3rd Author's Affiliation | Faculty of Science and Technology, Meijo University. |
| 4th Author's Name | Noboru SUGIE |
| 4th Author's Affiliation | Faculty of Science and Technology, Meijo University. |
| 5th Author's Name | Ken ISHIKAWA |
| 5th Author's Affiliation | Research and Development Center, Hitachi Medical Corporation. |
| Date | 1996/12/14 |
| Paper # | NC96-67 |
| Volume (vol) | vol.96 |
| Number (no) | 430 |
| Page | pp.pp.- |
| #Pages | 8 |
| Date of Issue | |