| Presentation | 2001/3/16 On the training error and generalization error of a special Gaussian unit Katsuyuki HAGIWARA, Kazuhiro KUNO, Shiro USUI, |
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| PDF Download Page | PDF download Page Link |
| Abstract(in Japanese) | (See Japanese page) |
| Abstract(in English) | In constructing a model selection criterion of layered neural nets and radial basis functions, it has been known the problem that true connection weights are not identifiable. Therefore, it has been making efforts to reveal the statistical properties of the training and generalization error for such situation and it is obtained an upper bound of the expected training error and a lower bound of the expected generalization error. In this article, by Combining the notion of 〓-covering and the extreme value theory, we derived an order of the expected training and generalization error for a special Gaussian unit, provided that the output data is a GaLlssian noise sequence. |
| Keyword(in Japanese) | (See Japanese page) |
| Keyword(in English) | Unidentifiability / a Gaussian unit / training error / generalization error |
| Paper # | NC2000-159 |
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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) |
| Topics (in English) | |
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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) | On the training error and generalization error of a special Gaussian unit |
| Sub Title (in English) | |
| Keyword(1) | Unidentifiability |
| Keyword(2) | a Gaussian unit |
| Keyword(3) | training error |
| Keyword(4) | generalization error |
| 1st Author's Name | Katsuyuki HAGIWARA |
| 1st Author's Affiliation | Faculty of Physics Engineering, Mie University() |
| 2nd Author's Name | Kazuhiro KUNO |
| 2nd Author's Affiliation | Faculty of Physics Engineering, Mie University |
| 3rd Author's Name | Shiro USUI |
| 3rd Author's Affiliation | Dept. of Information and Computer Sciences, Toyohashi University of Technology |
| Date | 2001/3/16 |
| Paper # | NC2000-159 |
| Volume (vol) | vol.100 |
| Number (no) | 688 |
| Page | pp.pp.- |
| #Pages | 8 |
| Date of Issue | |