| Presentation | 2017-11-25 Ensemble Learning with Feature Extraction for EEG Signal Discrimination using Source Separation Shuichi Nishino, Tomohiro Yoshikawa, Takeshi Furuhashi, |
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| PDF Download Page |  PDF download Page Link |
| Abstract(in Japanese) | (See Japanese page) |
| Abstract(in English) | BCI allows a user to control external devices and to communicate with other people by measuring and discriminating EEG. However, it is very difficult to discriminate EEG because of their low signal-to-noise ratio. Thus, preprocessing for noise reduction is used. Blind source separation is useful for the noise reduction. This paper discusses about blind signal separation method for extracting event-related potential that is one of the EEG features. This paper also proposes an EEG discrimination method which extracts useful features and discriminates them by combining ensemble learning with blind source separation. |
| Keyword(in Japanese) | (See Japanese page) |
| Keyword(in English) | Brain Computer Interface / Blind Source Separation / Ensemble Learning / Feature Extraction |
| Paper # | NC2017-36 |
| Date of Issue | 2017-11-17 (NC) |
| Conference Information | |
| Committee | MBE / NC |
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| Conference Date | 2017/11/24(2days) |
| Place (in Japanese) | (See Japanese page) |
| Place (in English) | Tohoku University |
| Topics (in Japanese) | (See Japanese page) |
| Topics (in English) | BCI/BMI, generall |
| Chair | Kazuki Nakajima(Univ. of Toyama) / Masafumi Hagiwara(Keio Univ.) |
| Vice Chair | Masaki Kyoso(TCU) / Yutaka Hirata(Chubu Univ.) |
| Secretary | Masaki Kyoso(Toyama Pref. Univ.) / Yutaka Hirata(Kindai Univ.) |
| Assistant | Kim Juhyon(Univ. of Toyama) / Takumi Kobayashi(YNU) / Yoshihisa Shinozawa(Keio Univ.) / Keiichiro Inagaki(Chubu Univ.) |
| Paper Information | |
| Registration To | Technical Committee on ME and Bio Cybernetics / Technical Committee on Neurocomputing |
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| Language | JPN |
| Title (in Japanese) | (See Japanese page) |
| Sub Title (in Japanese) | (See Japanese page) |
| Title (in English) | Ensemble Learning with Feature Extraction for EEG Signal Discrimination using Source Separation |
| Sub Title (in English) | |
| Keyword(1) | Brain Computer Interface |
| Keyword(2) | Blind Source Separation |
| Keyword(3) | Ensemble Learning |
| Keyword(4) | Feature Extraction |
| 1st Author's Name | Shuichi Nishino |
| 1st Author's Affiliation | Nagoya University(Nagoya Univ.) |
| 2nd Author's Name | Tomohiro Yoshikawa |
| 2nd Author's Affiliation | Nagoya University(Nagoya Univ.) |
| 3rd Author's Name | Takeshi Furuhashi |
| 3rd Author's Affiliation | Nagoya University(Nagoya Univ.) |
| Date | 2017-11-25 |
| Paper # | NC2017-36 |
| Volume (vol) | vol.117 |
| Number (no) | NC-325 |
| Page | pp.pp.49-52(NC), |
| #Pages | 4 |
| Date of Issue | 2017-11-17 (NC) |