| Presentation | 2017-09-15 ［ショートペーパー］Johnson分布に基づくニューラルネットワーク Hideaki Hayashi, Seiichi Uchida, Toshio Tsuji, |
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| PDF Download Page |  PDF download Page Link |
| Abstract(in Japanese) | (See Japanese page) |
| Abstract(in English) | This paper proposes a neural network based on the Johnson $S_{rm U}$ distribution that is capable of representing distributions with skewness and kurtosis. In this study, a discriminative model based on the multivariate Johnson $S_{rm U}$ distribution is incorporated into a neural network structure, thereby allowing the calculation of the posterior probability of the input vectors for each class and the determination of model parameters as weight coefficients of the network. In the experiments, the applicability for real biological data is also evaluated via an electromyogram classification experiment. |
| Keyword(in Japanese) | (See Japanese page) |
| Keyword(in English) | pattern recognition / neural network / Johnson distribution / biosignal |
| Paper # | PRMU2017-55,IBISML2017-27 |
| Date of Issue | 2017-09-08 (PRMU, IBISML) |
| Conference Information | |
| Committee | PRMU / IBISML / IPSJ-CVIM |
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| Conference Date | 2017/9/15(2days) |
| Place (in Japanese) | (See Japanese page) |
| Place (in English) | |
| Topics (in Japanese) | (See Japanese page) |
| Topics (in English) | |
| Chair | Shinichi Sato(NII) / Kenji Fukumizu(ISM) |
| Vice Chair | Hironobu Fujiyoshi(Chubu Univ.) / Yoshihisa Ijiri(Omron) / Masashi Sugiyama(Univ. of Tokyo) |
| Secretary | Hironobu Fujiyoshi(AIST) / Yoshihisa Ijiri(NAIST) / Masashi Sugiyama(Kyoto Univ.) / (Univ. of Tokyo) |
| Assistant | Masato Ishii(NEC) / Yusuke Sugano(Osaka Univ.) / Ichiro Takeuchi(Nagoya Inst. of Tech.) / Toshihiro Kamishima(AIST) |
| Paper Information | |
| Registration To | Technical Committee on Pattern Recognition and Media Understanding / Technical Committee on Infomation-Based Induction Sciences and Machine Learning / Special Interest Group on Computer Vision and Image Media |
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| Language | JPN-ONLY |
| Title (in Japanese) | (See Japanese page) |
| Sub Title (in Japanese) | (See Japanese page) |
| Title (in English) | |
| Sub Title (in English) | |
| Keyword(1) | pattern recognition |
| Keyword(2) | neural network |
| Keyword(3) | Johnson distribution |
| Keyword(4) | biosignal |
| 1st Author's Name | Hideaki Hayashi |
| 1st Author's Affiliation | Kyushu University(Kyushu Univ.) |
| 2nd Author's Name | Seiichi Uchida |
| 2nd Author's Affiliation | Kyushu University(Kyushu Univ.) |
| 3rd Author's Name | Toshio Tsuji |
| 3rd Author's Affiliation | Hiroshima University(Hiroshima Univ.) |
| Date | 2017-09-15 |
| Paper # | PRMU2017-55,IBISML2017-27 |
| Volume (vol) | vol.117 |
| Number (no) | PRMU-210,IBISML-211 |
| Page | pp.pp.135-136(PRMU), pp.135-136(IBISML), |
| #Pages | 2 |
| Date of Issue | 2017-09-08 (PRMU, IBISML) |