| Presentation | 2017-12-16 A Study on Applying Convolutional Neural Network for Detecting Event Related Potential P300 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 that is a character inputting BCI. However, EEG generally contains a lot of noises and the characteristic component is buried in noise. Thus various feature extraction methods are used to extract the feature such as P300 from EEG. In this paper, we study on the discrimination of P300 using CNN which is used in image processing. We will also consider an ensemble learning of CNN, SWLDA and SVM. |
| Keyword(in Japanese) | (See Japanese page) |
| Keyword(in English) | Brain Computer Interface / Convolutional Neural Network / P300 / Ensemble Learning |
| Paper # | NC2017-42 |
| Date of Issue | 2017-12-09 (NC) |
| Conference Information | |
| Committee | MBE / NC |
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| Conference Date | 2017/12/16(1days) |
| Place (in Japanese) | (See Japanese page) |
| Place (in English) | Nagoya University |
| Topics (in Japanese) | (See Japanese page) |
| Topics (in English) | ME, general |
| 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) | A Study on Applying Convolutional Neural Network for Detecting Event Related Potential P300 |
| 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 | 2017-12-16 |
| Paper # | NC2017-42 |
| Volume (vol) | vol.117 |
| Number (no) | NC-361 |
| Page | pp.pp.13-16(NC), |
| #Pages | 4 |
| Date of Issue | 2017-12-09 (NC) |