| Presentation | 2018-11-05 [Poster Presentation] Classification Algorithms for Generalized Label Noise Model with Unknown Parameter Tota Suko, Goki Yasuda, Shunsuke Horii, Manabu Kobayashi, |
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| PDF Download Page |  PDF download Page Link |
| Abstract(in Japanese) | (See Japanese page) |
| Abstract(in English) | In classification problem, there is a case where noise is added to the label. The generalized label noise model is a model that unifiedly expresses various label noises that are handled in semi-supervised learning, learning from positive and unlabeled data and learning from data including the outliers, and so on. We propose a classification algorithm using the EM algorithm for this model with unknown parameters. We evaluate the performance of the proposed algorithm by numerical experiments. |
| Keyword(in Japanese) | (See Japanese page) |
| Keyword(in English) | label noise / semi-supervised learning / outliers / EM algorithm |
| Paper # | IBISML2018-92 |
| Date of Issue | 2018-10-29 (IBISML) |
| Conference Information | |
| Committee | IBISML |
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| Conference Date | 2018/11/5(3days) |
| Place (in Japanese) | (See Japanese page) |
| Place (in English) | Hokkaido Citizens Activites Center (Kaderu 2.7) |
| Topics (in Japanese) | (See Japanese page) |
| Topics (in English) | Information-Based Induction Science Workshop (IBIS2018) |
| Chair | Hisashi Kashima(Kyoto Univ.) |
| Vice Chair | Masashi Sugiyama(Univ. of Tokyo) / Koji Tsuda(Univ. of Tokyo) |
| Secretary | Masashi Sugiyama(Nagoya Inst. of Tech.) / Koji Tsuda(AIST) |
| Assistant | Tomoharu Iwata(NTT) / Shigeyuki Oba(Kyoto Univ.) |
| Paper Information | |
| Registration To | Technical Committee on Infomation-Based Induction Sciences and Machine Learning |
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| Language | JPN |
| Title (in Japanese) | (See Japanese page) |
| Sub Title (in Japanese) | (See Japanese page) |
| Title (in English) | [Poster Presentation] Classification Algorithms for Generalized Label Noise Model with Unknown Parameter |
| Sub Title (in English) | |
| Keyword(1) | label noise |
| Keyword(2) | semi-supervised learning |
| Keyword(3) | outliers |
| Keyword(4) | EM algorithm |
| 1st Author's Name | Tota Suko |
| 1st Author's Affiliation | Waseda University(Waseda Univ) |
| 2nd Author's Name | Goki Yasuda |
| 2nd Author's Affiliation | Waseda University(Waseda Univ) |
| 3rd Author's Name | Shunsuke Horii |
| 3rd Author's Affiliation | Waseda University(Waseda Univ) |
| 4th Author's Name | Manabu Kobayashi |
| 4th Author's Affiliation | Waseda University(Waseda Univ) |
| Date | 2018-11-05 |
| Paper # | IBISML2018-92 |
| Volume (vol) | vol.118 |
| Number (no) | IBISML-284 |
| Page | pp.pp.361-366(IBISML), |
| #Pages | 6 |
| Date of Issue | 2018-10-29 (IBISML) |