| Presentation | 2010-01-21 Error-Correcting Semi-Supervised Learning with Mode-Filter on Graphs Weiwei DU, Kiichi URAHAMA, |
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| PDF Download Page |  PDF download Page Link |
| Abstract(in Japanese) | (See Japanese page) |
| Abstract(in English) | A robust semi-supervised method using the mode filter has been presented for learning with partially-labeled training data including label errors. The mode filter has been developed for smoothing images contaminated with impulsive noises. However it needs nonlinear optimization which is usually solved with iterative methods. In this paper, we propose a direct solution method with full search of solution spaces. This direct method outperforms the iterative algorithm in classification rates and computational speed. Additional iterations of the mode filter raise up the classification rates. We extend the mode filter by introducing weights based on the isolation degree of data, and show the effectiveness of this extension. |
| Keyword(in Japanese) | (See Japanese page) |
| Keyword(in English) | semi-supervised learning / mode filter / error correcting learning / robustness |
| Paper # | CQ2009-73,PRMU2009-172,SP2009-113,MVE2009-95 |
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| Conference Information | |
| Committee | CQ |
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| Conference Date | 2010/1/14(1days) |
| Place (in Japanese) | (See Japanese page) |
| Place (in English) | |
| Topics (in Japanese) | (See Japanese page) |
| Topics (in English) | |
| Chair | |
| Vice Chair | |
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| Paper Information | |
| Registration To | Communication Quality (CQ) |
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| Language | JPN |
| Title (in Japanese) | (See Japanese page) |
| Sub Title (in Japanese) | (See Japanese page) |
| Title (in English) | Error-Correcting Semi-Supervised Learning with Mode-Filter on Graphs |
| Sub Title (in English) | |
| Keyword(1) | semi-supervised learning |
| Keyword(2) | mode filter |
| Keyword(3) | error correcting learning |
| Keyword(4) | robustness |
| 1st Author's Name | Weiwei DU |
| 1st Author's Affiliation | () |
| 2nd Author's Name | Kiichi URAHAMA |
| 2nd Author's Affiliation | |
| Date | 2010-01-21 |
| Paper # | CQ2009-73,PRMU2009-172,SP2009-113,MVE2009-95 |
| Volume (vol) | vol.109 |
| Number (no) | 373 |
| Page | pp.pp.- |
| #Pages | 6 |
| Date of Issue | |