| Presentation | 2007-06-15 Incremental Learning Method in Pattern Recognition Tadahiro OYAMA, Stephen KARUNGARU, Satoru TSUGE, Yasue MITSUKURA, Minoru FUKUMI, |
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| PDF Download Page |  PDF download Page Link |
| Abstract(in Japanese) | (See Japanese page) |
| Abstract(in English) | In a field of pattern recognition, researches of feature extraction and dimension reduction using Simple-PCA that is an approximation algorithm of the principal component analysis (PCA) are actively conducted. In such a statistical method, a lot of algorithms that perform incremental learning by using new incremental data exist. For example, there is an algorithm named Incremental PCA for PCA. However, the algorithm capable of performing incremental learning to Simple-PCA has not been presented yet. In this paper, we propose Incremental Simple-PCA that introduces an incremental learning function to Simple-PCA. Moreover, the effectiveness of this algorithm is verified in the field of the pattern recognition. |
| Keyword(in Japanese) | (See Japanese page) |
| Keyword(in English) | Simple-PCA / Incremental-Simple-PCA / EMG / incremental learning / pattern recognition |
| Paper # | NC2007-22 |
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| Conference Information | |
| Committee | NC |
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| Conference Date | 2007/6/7(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) | Incremental Learning Method in Pattern Recognition |
| Sub Title (in English) | |
| Keyword(1) | Simple-PCA |
| Keyword(2) | Incremental-Simple-PCA |
| Keyword(3) | EMG |
| Keyword(4) | incremental learning |
| Keyword(5) | pattern recognition |
| 1st Author's Name | Tadahiro OYAMA |
| 1st Author's Affiliation | The University of Tokushima() |
| 2nd Author's Name | Stephen KARUNGARU |
| 2nd Author's Affiliation | The University of Tokushima |
| 3rd Author's Name | Satoru TSUGE |
| 3rd Author's Affiliation | The University of Tokushima |
| 4th Author's Name | Yasue MITSUKURA |
| 4th Author's Affiliation | Tokyo University of Agriculture and Technology |
| 5th Author's Name | Minoru FUKUMI |
| 5th Author's Affiliation | The University of Tokushima |
| Date | 2007-06-15 |
| Paper # | NC2007-22 |
| Volume (vol) | vol.107 |
| Number (no) | 92 |
| Page | pp.pp.- |
| #Pages | 4 |
| Date of Issue | |