| Presentation | 2012/7/23 Analysis of Gaussian Process Jun TSUZURUGI, |
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| PDF Download Page | PDF download Page Link |
| Abstract(in Japanese) | (See Japanese page) |
| Abstract(in English) | In recent years, many studies on Kernel methods and the statistical mechanics under a periodic boundary condition have been actively pursuit. However, a strict derivation of diagonalization for Kernel matrix under the periodic boundary condition has remained to be open. In this paper, we diagonalize the Kernel matrix strictly under the periodic boundary condition. We also use the diagonalized Kernel for Gaussian process. Additionally, in the study of the Gaussian process, we show the qualitative analytical results with the diagonalized Kernel. The findings of the analysis reveal the rapport of the analytical results and numerical results. |
| Keyword(in Japanese) | (See Japanese page) |
| Keyword(in English) | Gaussian Process / Analysis / Kernel methods |
| Paper # | NC2012-17 |
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| Conference Information | |
| Committee | NC |
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| Conference Date | 2012/7/23(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) | Analysis of Gaussian Process |
| Sub Title (in English) | |
| Keyword(1) | Gaussian Process |
| Keyword(2) | Analysis |
| Keyword(3) | Kernel methods |
| 1st Author's Name | Jun TSUZURUGI |
| 1st Author's Affiliation | Faculty of Engineering Okayama University of Science() |
| Date | 2012/7/23 |
| Paper # | NC2012-17 |
| Volume (vol) | vol.112 |
| Number (no) | 168 |
| Page | pp.pp.- |
| #Pages | 6 |
| Date of Issue | |