| Presentation | 2014-01-23 Large Geometric Margin Minimum Classification Error Training with Automatic Optimization Of The Number of Prototypes Yuji TAKAYAMA, Hideyuki WATANABE, Shigeru KATAGIRI, Miho OHSAKI, Shigeki MATSUDA, Chiori HORI, |
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| PDF Download Page |  PDF download Page Link |
| Abstract(in Japanese) | (See Japanese page) |
| Abstract(in English) | Large Geometric Margin Minimum Classification Error (LGM-MCE) training, which adopts geometric-margin-based misclassification measure, was successfully applied to the training of multi-prototype classifiers, of which discriminant function is the geometric distance between an input pattern and multiple prototypes. However, a rational method for setting the number of prototypes has not yet been developed. To alleviate this problem, we propose in this paper a new method for appropriately setting the number of prototypes based on classification accuracies observed in the course of LGM-MCE training. Experiment results clearly demonstrate the high utility of the proposed method. |
| Keyword(in Japanese) | (See Japanese page) |
| Keyword(in English) | Minimum classification error / Geometric margin / Number of prototypes |
| Paper # | PRMU2013-94,MVE2013-35 |
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| Conference Information | |
| Committee | PRMU |
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| Conference Date | 2014/1/16(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 | Pattern Recognition and Media Understanding (PRMU) |
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| Language | JPN |
| Title (in Japanese) | (See Japanese page) |
| Sub Title (in Japanese) | (See Japanese page) |
| Title (in English) | Large Geometric Margin Minimum Classification Error Training with Automatic Optimization Of The Number of Prototypes |
| Sub Title (in English) | |
| Keyword(1) | Minimum classification error |
| Keyword(2) | Geometric margin |
| Keyword(3) | Number of prototypes |
| 1st Author's Name | Yuji TAKAYAMA |
| 1st Author's Affiliation | Doshisha University() |
| 2nd Author's Name | Hideyuki WATANABE |
| 2nd Author's Affiliation | NICT |
| 3rd Author's Name | Shigeru KATAGIRI |
| 3rd Author's Affiliation | Doshisha University |
| 4th Author's Name | Miho OHSAKI |
| 4th Author's Affiliation | Doshisha University |
| 5th Author's Name | Shigeki MATSUDA |
| 5th Author's Affiliation | NICT |
| 6th Author's Name | Chiori HORI |
| 6th Author's Affiliation | NICT |
| Date | 2014-01-23 |
| Paper # | PRMU2013-94,MVE2013-35 |
| Volume (vol) | vol.113 |
| Number (no) | 402 |
| Page | pp.pp.- |
| #Pages | 6 |
| Date of Issue | |