| Presentation | 2005/3/23 A Quick Learning method with Gamble Yohei TADEUCHI, Koichiro YAMAUCHI, Takashi OMORI, |
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| PDF Download Page | PDF download Page Link |
| Abstract(in Japanese) | (See Japanese page) |
| Abstract(in English) | In this study we try to construct a real time model selection method for machine learning systems. To achieve this, the system has to select appropriate model by observations of a small number of instances. However, such the model selection is not guaranteed to be achieved successfully. Therefore, we think that the system must use prior knowledge and select the model with gamble. So we investigate the problem solving strategy of human being and propose the machine learning system inspired from the findings. In the method, at first, the system stores the networks which have completed the learning. Then, the system creates solution candidates for current problem using the stored networks. And the system tries to complete the learning quickly by applying the best candidate tentatively. |
| Keyword(in Japanese) | (See Japanese page) |
| Keyword(in English) | Radial Basis Function / Minimal Resource Allocating Network(MRAN) / Quick Learning / Model-selection |
| Paper # | NC2004-218 |
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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 | JPN |
| Title (in Japanese) | (See Japanese page) |
| Sub Title (in Japanese) | (See Japanese page) |
| Title (in English) | A Quick Learning method with Gamble |
| Sub Title (in English) | |
| Keyword(1) | Radial Basis Function |
| Keyword(2) | Minimal Resource Allocating Network(MRAN) |
| Keyword(3) | Quick Learning |
| Keyword(4) | Model-selection |
| 1st Author's Name | Yohei TADEUCHI |
| 1st Author's Affiliation | Formative System Engineering Laboratory, Resarch Group of Complex Systems Engineering, Hokkaido University() |
| 2nd Author's Name | Koichiro YAMAUCHI |
| 2nd Author's Affiliation | Formative System Engineering Laboratory, Resarch Group of Complex Systems Engineering, Hokkaido University |
| 3rd Author's Name | Takashi OMORI |
| 3rd Author's Affiliation | Formative System Engineering Laboratory, Resarch Group of Complex Systems Engineering, Hokkaido University |
| Date | 2005/3/23 |
| Paper # | NC2004-218 |
| Volume (vol) | vol.104 |
| Number (no) | 760 |
| Page | pp.pp.- |
| #Pages | 6 |
| Date of Issue | |