| Presentation | 2007-12-22 Generalization and Training Errors of Bayes and Gibbs Estimations in Singular Learning Machines Sumio WATANABE, |
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| PDF Download Page |  PDF download Page Link |
| Abstract(in Japanese) | (See Japanese page) |
| Abstract(in English) | We prove equations of states in singular learning machines which connects Bayes generalization error, Bayes training error, Gibbs generalization error, and Gibbs training error. Based on the formula, we propose widely applicable information criteria (WAIC). |
| Keyword(in Japanese) | (See Japanese page) |
| Keyword(in English) | Singular learning machines / Bayes and Gibbs generalization and training errors |
| Paper # | NC2007-75 |
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| Conference Information | |
| Committee | NC |
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| Conference Date | 2007/12/15(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) | Generalization and Training Errors of Bayes and Gibbs Estimations in Singular Learning Machines |
| Sub Title (in English) | |
| Keyword(1) | Singular learning machines |
| Keyword(2) | Bayes and Gibbs generalization and training errors |
| 1st Author's Name | Sumio WATANABE |
| 1st Author's Affiliation | Tokyo Institute of Technology() |
| Date | 2007-12-22 |
| Paper # | NC2007-75 |
| Volume (vol) | vol.107 |
| Number (no) | 410 |
| Page | pp.pp.- |
| #Pages | 6 |
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