| Presentation | 2021-03-02 Construction and Evaluation of an Emotion Estimation Model Using EEG and Heart Rate Variability Indices Kei Suzuki, Ryota Matsubara, Midori Sugaya, |
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| PDF Download Page |  PDF download Page Link |
| Abstract(in Japanese) | (See Japanese page) |
| Abstract(in English) | Urabe et al. have conducted research on human emotion estimation techniques. They constructed an emotion estimation model by machine learning using EEG and heart rate variability as features, and the accuracy was about 80% on average. However, the extraction and selection of features are not sufficiently done, and there is room for improving the accuracy. Therefore, in this study, we extracted and selected features to improve the accuracy. As a result, we succeeded in improving the accuracy to nearly 100% for the features used in this study. |
| Keyword(in Japanese) | (See Japanese page) |
| Keyword(in English) | emotion estimation / machine learning / feature extraction / feature selection / EEG / heart rate variability |
| Paper # | BioX2020-40,CNR2020-13 |
| Date of Issue | 2021-02-23 (BioX, CNR) |
| Conference Information | |
| Committee | BioX / CNR |
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| Conference Date | 2021/3/2(1days) |
| Place (in Japanese) | (See Japanese page) |
| Place (in English) | Online |
| Topics (in Japanese) | (See Japanese page) |
| Topics (in English) | |
| Chair | Akira Otsuka(AIST) / Kazunori Takashio(Keio Univ.) |
| Vice Chair | Takahiro Aoki(Fujitsu Labs.) / Masatsugu Ichino(Univ. of Electro-Comm.) / Masayuki Kanbara(NAIST) / Yoshihiko Murakawa(Fujitsu Labs.) |
| Secretary | Takahiro Aoki(SECOM) / Masatsugu Ichino(KDDI Research) / Masayuki Kanbara(Shibaura Inst. of Tech.) / Yoshihiko Murakawa(Panasonic) |
| Assistant | Emiko Sano(MitsubishiElectric) / Akihiro Hayasaka(NEC) / Yuka Kobayashi(Toshiba) / Masanori Yokoyama(ＮＴＴ) |
| Paper Information | |
| Registration To | Technical Committee on Biometrics / Technical Committee on Cloud Network Robotics |
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| Language | JPN |
| Title (in Japanese) | (See Japanese page) |
| Sub Title (in Japanese) | (See Japanese page) |
| Title (in English) | Construction and Evaluation of an Emotion Estimation Model Using EEG and Heart Rate Variability Indices |
| Sub Title (in English) | |
| Keyword(1) | emotion estimation |
| Keyword(2) | machine learning |
| Keyword(3) | feature extraction |
| Keyword(4) | feature selection |
| Keyword(5) | EEG |
| Keyword(6) | heart rate variability |
| 1st Author's Name | Kei Suzuki |
| 1st Author's Affiliation | Shibaura Institute of Technology(Shibaura Inst. of Tech.) |
| 2nd Author's Name | Ryota Matsubara |
| 2nd Author's Affiliation | Shibaura Institute of Technology(Shibaura Inst. of Tech.) |
| 3rd Author's Name | Midori Sugaya |
| 3rd Author's Affiliation | Shibaura Institute of Technology(Shibaura Inst. of Tech.) |
| Date | 2021-03-02 |
| Paper # | BioX2020-40,CNR2020-13 |
| Volume (vol) | vol.120 |
| Number (no) | BioX-393,CNR-394 |
| Page | pp.pp.1-6(BioX), pp.1-6(CNR), |
| #Pages | 6 |
| Date of Issue | 2021-02-23 (BioX, CNR) |