| Presentation | 2001/3/16 An Incremental Learning and Reduction of Redundant Cells by Sleeping Takahiro TAGAWA, Koichiro YAMAUCHI, Naohiro ISHII, Sachio ITO, |
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| PDF Download Page | PDF download Page Link |
| Abstract(in Japanese) | (See Japanese page) |
| Abstract(in English) | One advantage of artificial neural networks is the function approximation with a small number of units. However, the neural consisted of small number of units needs a large number of repetitions of gradient decent algorithm for the learning. ln this paper, we present a new learning method to overcome the above drawback. The new method realize both fast adaptation and pruning redundant cells by the combination of fast and slaw learning networks. |
| Keyword(in Japanese) | (See Japanese page) |
| Keyword(in English) | Incremental Learning / Reduction of Cells / Resource Allocating Network(RAN) / Neural Network |
| Paper # | NC2000-163 |
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| Conference Information | |
| Committee | NC |
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| Conference Date | 2001/3/16(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) | An Incremental Learning and Reduction of Redundant Cells by Sleeping |
| Sub Title (in English) | |
| Keyword(1) | Incremental Learning |
| Keyword(2) | Reduction of Cells |
| Keyword(3) | Resource Allocating Network(RAN) |
| Keyword(4) | Neural Network |
| 1st Author's Name | Takahiro TAGAWA |
| 1st Author's Affiliation | Department of Intelligence and Computer Science, Nagoya Institute OF Technology() |
| 2nd Author's Name | Koichiro YAMAUCHI |
| 2nd Author's Affiliation | Information, Electronics and Systems Engineering, Graduate School of Engineering, Hokkaido University. |
| 3rd Author's Name | Naohiro ISHII |
| 3rd Author's Affiliation | Department of Intelligence and Computer Science, Nagoya Institute OF Technology |
| 4th Author's Name | Sachio ITO |
| 4th Author's Affiliation | Department of Intelligence and Computer Science, Nagoya Institute OF Technology |
| Date | 2001/3/16 |
| Paper # | NC2000-163 |
| Volume (vol) | vol.100 |
| Number (no) | 688 |
| Page | pp.pp.- |
| #Pages | 7 |
| Date of Issue | |