| Presentation | 2005/3/23 Generalization Error of Variational Bayes Approach in Reduced Rank Regression Shinichi NAKAJIMA, Sumio WATANABE, |
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| PDF Download Page | PDF download Page Link |
| Abstract(in Japanese) | (See Japanese page) |
| Abstract(in English) | We prove that the variational Bayes approach in three-layer linear neural networks or reduced-rank regression models is asymptotically equivalent to a Stein type truncated estimation, and then theoretically clarify its generalization error. |
| Keyword(in Japanese) | (See Japanese page) |
| Keyword(in English) | variational Bayes / reduced-rank / neural networks / Stein / shrinkage / unidentifiable model |
| Paper # | NC2004-213 |
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| Conference Information | |
| Committee | NC |
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| Conference Date | 2005/3/23(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 | ENG |
| Title (in Japanese) | (See Japanese page) |
| Sub Title (in Japanese) | (See Japanese page) |
| Title (in English) | Generalization Error of Variational Bayes Approach in Reduced Rank Regression |
| Sub Title (in English) | |
| Keyword(1) | variational Bayes |
| Keyword(2) | reduced-rank |
| Keyword(3) | neural networks |
| Keyword(4) | Stein |
| Keyword(5) | shrinkage |
| Keyword(6) | unidentifiable model |
| 1st Author's Name | Shinichi NAKAJIMA |
| 1st Author's Affiliation | Tokyo Institute of Technology:Nikon Corporation() |
| 2nd Author's Name | Sumio WATANABE |
| 2nd Author's Affiliation | Tokyo Institute of Technology |
| Date | 2005/3/23 |
| Paper # | NC2004-213 |
| Volume (vol) | vol.104 |
| Number (no) | 760 |
| Page | pp.pp.- |
| #Pages | 6 |
| Date of Issue | |