| Presentation | 2018-01-26 A study on Detecting Event Related Potential P300 through Weighted Ensemble Learning using Convolutional Neural Network Takahiro Takeichi, Tomohiro Yoshikawa, Takeshi Furuhashi, |
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| PDF Download Page |  PDF download Page Link |
| Abstract(in Japanese) | (See Japanese page) |
| Abstract(in English) | The event related potential P300 in the electroencephalogram (EEG) elicited by visual stimulus is used for P300 speller which enable inputting a character. However, EEG generally contains a lot of noises and the characteristic component is buried in the noises. Thus various methods that extract the feature such as P300 from EEG are used. In this paper, we study on the discrimination of P300 using weighted ensemble learning of CNN which is often used in image processing, SWLDA and SVM. |
| Keyword(in Japanese) | (See Japanese page) |
| Keyword(in English) | Brain Computer Interface / Convolutional Neural Network / P300 / Ensemble Learning |
| Paper # | NC2017-50 |
| Date of Issue | 2018-01-19 (NC) |
| Conference Information | |
| Committee | MBE / NC / NLP |
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| Conference Date | 2018/1/26(2days) |
| Place (in Japanese) | (See Japanese page) |
| Place (in English) | Kyushu Institute of Technology |
| Topics (in Japanese) | (See Japanese page) |
| Topics (in English) | ME, generalImplementation of Neuro Computing,Analysis and Modeling of Human Science, |
| Chair | Kazuki Nakajima(Univ. of Toyama) / Masafumi Hagiwara(Keio Univ.) / Masaharu Adachi(Tokyo Denki Univ.) |
| Vice Chair | Masaki Kyoso(TCU) / Yutaka Hirata(Chubu Univ.) / Norikazu Takahashi(Okayama Univ.) |
| Secretary | Masaki Kyoso(Toyama Pref. Univ.) / Yutaka Hirata(Kindai Univ.) / Norikazu Takahashi(Tokyo Inst. of Tech.) |
| Assistant | Kim Juhyon(Univ. of Toyama) / Takumi Kobayashi(YNU) / Yoshihisa Shinozawa(Keio Univ.) / Keiichiro Inagaki(Chubu Univ.) / Toshihiro Tachibana(Shonan Inst. of Tech.) / Masayuki Kimura(Kyoto Univ.) |
| Paper Information | |
| Registration To | Technical Committee on ME and Bio Cybernetics / Technical Committee on Neurocomputing / Technical Committee on Nonlinear Problems |
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| Language | JPN |
| Title (in Japanese) | (See Japanese page) |
| Sub Title (in Japanese) | (See Japanese page) |
| Title (in English) | A study on Detecting Event Related Potential P300 through Weighted Ensemble Learning using Convolutional Neural Network |
| Sub Title (in English) | |
| Keyword(1) | Brain Computer Interface |
| Keyword(2) | Convolutional Neural Network |
| Keyword(3) | P300 |
| Keyword(4) | Ensemble Learning |
| 1st Author's Name | Takahiro Takeichi |
| 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 | 2018-01-26 |
| Paper # | NC2017-50 |
| Volume (vol) | vol.117 |
| Number (no) | NC-417 |
| Page | pp.pp.1-4(NC), |
| #Pages | 4 |
| Date of Issue | 2018-01-19 (NC) |