| Presentation | 2020-03-17 Experimental Evaluation on Bayes Error Estimation Capability of Kernel Minimum Classification Error Training Koji Yamada, Hideyuki Watanabe, Shigeru Katagiri, Miho Ohsaki, |
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| PDF Download Page |  PDF download Page Link |
| Abstract(in Japanese) | (See Japanese page) |
| Abstract(in English) | A pattern classifier incorporating kernel mapping, which is trained by the Kernel Minimum Classification Error (KMCE) training method, is shown to achieve the almost same high classification accuracy as an alternative kernel-mapping-based classifier, Support Vector Machine (SVM). However, previous evaluations for these classifiers were simply conducted in the Hold-Out scheme, and their results are not necessarily sufficient from the viewpoint of Bayes error estimation. In the paper, we compare them using four real-life datasets in the Cross-Validation scheme, and show that the KMCE-training-based classifier can accurately estimate the Bayes error with a much smaller classifier size than that of SVM. |
| Keyword(in Japanese) | (See Japanese page) |
| Keyword(in English) | Kernel Minimum Classification Error training / Kernel mapping / Support Vector Machine |
| Paper # | PRMU2019-100 |
| Date of Issue | 2020-03-09 (PRMU) |
| Conference Information | |
| Committee | PRMU / IPSJ-CVIM |
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| Conference Date | 2020/3/16(2days) |
| Place (in Japanese) | (See Japanese page) |
| Place (in English) | |
| Topics (in Japanese) | (See Japanese page) |
| Topics (in English) | |
| Chair | Yoichi Sato(Univ. of Tokyo) |
| Vice Chair | Toru Tamaki(Hiroshima Univ.) / Akisato Kimura(NTT) |
| Secretary | Toru Tamaki(NTT) / Akisato Kimura(OMRON SINICX) |
| Assistant | Yusuke Uchida(DeNA) / Takayoshi Yamashita(Chubu Univ.) |
| Paper Information | |
| Registration To | Technical Committee on Pattern Recognition and Media Understanding / Special Interest Group on Computer Vision and Image Media |
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| Language | JPN |
| Title (in Japanese) | (See Japanese page) |
| Sub Title (in Japanese) | (See Japanese page) |
| Title (in English) | Experimental Evaluation on Bayes Error Estimation Capability of Kernel Minimum Classification Error Training |
| Sub Title (in English) | |
| Keyword(1) | Kernel Minimum Classification Error training |
| Keyword(2) | Kernel mapping |
| Keyword(3) | Support Vector Machine |
| 1st Author's Name | Koji Yamada |
| 1st Author's Affiliation | Doshisha University(Doshisha Univ.) |
| 2nd Author's Name | Hideyuki Watanabe |
| 2nd Author's Affiliation | Advanced Telecommunications Research Institute International(ATR) |
| 3rd Author's Name | Shigeru Katagiri |
| 3rd Author's Affiliation | Doshisha University(Doshisha Univ.) |
| 4th Author's Name | Miho Ohsaki |
| 4th Author's Affiliation | Doshisha University(Doshisha Univ.) |
| Date | 2020-03-17 |
| Paper # | PRMU2019-100 |
| Volume (vol) | vol.119 |
| Number (no) | PRMU-481 |
| Page | pp.pp.237-242(PRMU), |
| #Pages | 6 |
| Date of Issue | 2020-03-09 (PRMU) |