| Presentation | 2018-10-19 A Study on Detecting Event Related Potential P300 Converted to Frequency Component using Convolutional Neural Network Takahiro Takeichi, Tomohiro Yoshikawa, Takeshi Furuhashi, |
|---|---|
| PDF Download Page |  PDF download Page Link |
| Abstract(in Japanese) | (See Japanese page) |
| Abstract(in English) | P300 is an event related potential in the electroencephalogram (EEG) elicited by visual or sound stimulus and used for P300 speller that is one of Brain Computer Interfaces (BCIs) for inputting characters. However, EEG generally contains a lot of noises and the characteristic components are buried in the noise. Thus, various feature extraction methods are used to extract the feature such as P300 from EEG. In this paper, we study the discrimination of P300 converted to frequency components using convolutional neural network (CNN). |
| Keyword(in Japanese) | (See Japanese page) |
| Keyword(in English) | Brain Computer Interface / Convolutional Neural Network / P300 / Frequency Conversion |
| Paper # | NC2018-18 |
| Date of Issue | 2018-10-12 (NC) |
| Conference Information | |
| Committee | NC / MBE |
|---|---|
| Conference Date | 2018/10/19(2days) |
| Place (in Japanese) | (See Japanese page) |
| Place (in English) | Tohoku Univ. |
| Topics (in Japanese) | (See Japanese page) |
| Topics (in English) | |
| Chair | Yutaka Hirata(Chubu Univ.) / Masaki Kyoso(TCU) |
| Vice Chair | Hayaru Shouno(UEC) / Taishin Nomura(Osaka Univ.) |
| Secretary | Hayaru Shouno(Nagoya Univ.) / Taishin Nomura(NAIST) |
| Assistant | Keiichiro Inagaki(Chubu Univ.) / Takashi Shinozaki(NICT) / Takumi Kobayashi(YNU) / Ｙａｓｕｙｕｋｉ Ｓｕｚｕｋｉ(Osaka Univ.) |
| Paper Information | |
| Registration To | Technical Committee on Neurocomputing / Technical Committee on ME and Bio Cybernetics |
|---|---|
| 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 Converted to Frequency Component using Convolutional Neural Network |
| Sub Title (in English) | |
| Keyword(1) | Brain Computer Interface |
| Keyword(2) | Convolutional Neural Network |
| Keyword(3) | P300 |
| Keyword(4) | Frequency Conversion |
| 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 | 2018-10-19 |
| Paper # | NC2018-18 |
| Volume (vol) | vol.118 |
| Number (no) | NC-258 |
| Page | pp.pp.27-32(NC), |
| #Pages | 6 |
| Date of Issue | 2018-10-12 (NC) |