| Presentation | 2004/10/11 Dynamic Construction of Fault Tolerant Multi-layer Neural Networks Ayumi NOBUTO, Haruhiko TAKASE, Hidehiko KITA, Terumine HAYASHI, |
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| Abstract(in Japanese) | (See Japanese page) |
| Abstract(in English) | In this paper, we aim to enhance the fault tolerance of multi-layer neural networks and to construct them with only essential units. In general, the procedure of constructing networks is as follows: (1) deciding the network structure (including the number of units) (2) training the network. To find desired network, it is necessary to repeat this procedure. To avoid the repetition, dynamic constructive algorithms are proposed. They change the network structure with the progress of the training. We combine a dynamic constructive algorithm with the training algorithm that enhance fault tolerance for networks whose structure is fixed. |
| Keyword(in Japanese) | (See Japanese page) |
| Keyword(in English) | Multi-Layer Neural Network / Fault Tolerant / Dynamic Construction |
| Paper # | NC2004-58 |
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| Committee | NC |
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| Conference Date | 2004/10/11(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) | Dynamic Construction of Fault Tolerant Multi-layer Neural Networks |
| Sub Title (in English) | |
| Keyword(1) | Multi-Layer Neural Network |
| Keyword(2) | Fault Tolerant |
| Keyword(3) | Dynamic Construction |
| 1st Author's Name | Ayumi NOBUTO |
| 1st Author's Affiliation | Faculty of Engineering, Mie University() |
| 2nd Author's Name | Haruhiko TAKASE |
| 2nd Author's Affiliation | Faculty of Engineering, Mie University |
| 3rd Author's Name | Hidehiko KITA |
| 3rd Author's Affiliation | Faculty of Engineering, Mie University |
| 4th Author's Name | Terumine HAYASHI |
| 4th Author's Affiliation | Faculty of Engineering, Mie University |
| Date | 2004/10/11 |
| Paper # | NC2004-58 |
| Volume (vol) | vol.104 |
| Number (no) | 348 |
| Page | pp.pp.- |
| #Pages | 6 |
| Date of Issue | |