| Presentation | 2008-03-12 Experimental Analysis for Equations of States in Singular Statistical Estimation Sumio WATANABE, Kenji NAGATA, |
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| PDF Download Page |  PDF download Page Link |
| Abstract(in Japanese) | (See Japanese page) |
| Abstract(in English) | In the previous paper, we proved the equations of states in singular statistial estimation, by which we can predict the Bayes and Gibbs generalization errors from Bayes and Gibbs training errors without any knowledge of the true distribution. In this paper, we experimentally show the effectiveness of the formula in a reduced rank regression and a normal mixture. |
| Keyword(in Japanese) | (See Japanese page) |
| Keyword(in English) | Singular learning machines / Bayes generalization error / Bayes training error / Gibbs generalization error / Gibbs training error |
| Paper # | NC2007-129 |
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| Conference Information | |
| Committee | NC |
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| Conference Date | 2008/3/5(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 | ENG |
| Title (in Japanese) | (See Japanese page) |
| Sub Title (in Japanese) | (See Japanese page) |
| Title (in English) | Experimental Analysis for Equations of States in Singular Statistical Estimation |
| Sub Title (in English) | |
| Keyword(1) | Singular learning machines |
| Keyword(2) | Bayes generalization error |
| Keyword(3) | Bayes training error |
| Keyword(4) | Gibbs generalization error |
| Keyword(5) | Gibbs training error |
| 1st Author's Name | Sumio WATANABE |
| 1st Author's Affiliation | Tokyo Institute of Technology() |
| 2nd Author's Name | Kenji NAGATA |
| 2nd Author's Affiliation | Tokyo Institute of Technology |
| Date | 2008-03-12 |
| Paper # | NC2007-129 |
| Volume (vol) | vol.107 |
| Number (no) | 542 |
| Page | pp.pp.- |
| #Pages | 6 |
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