| Presentation | 2019-12-06 Prediction of EEG Time Series with Reservoir Computing Takayuki Koga, Yuta Takahashi, Rieko Osu, |
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| PDF Download Page |  PDF download Page Link |
| Abstract(in Japanese) | (See Japanese page) |
| Abstract(in English) | We applied Reservoir Computing (RC) to predict and generate EEG time-series. In the prediction, 10sec EEG was used for training. For test, input was 800ms EEG that was not used for training and output was subsequent 100ms. When learned with the difference series (every 2ms), it was possible to predict subsequent 20ms with a mean absolute error of 0.68μV ~ 1.06μV (95% confidence interval). In the generation, the RC model generated 2sec EEG signals from uniform random noise. The frequency characteristics of the generated signals were similar to those measured. |
| Keyword(in Japanese) | (See Japanese page) |
| Keyword(in English) | Reservoir Computing / Time-series Prediction / EEG |
| Paper # | MBE2019-48,NC2019-39 |
| Date of Issue | 2019-11-29 (MBE, NC) |
| Conference Information | |
| Committee | NC / MBE |
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| Conference Date | 2019/12/6(1days) |
| Place (in Japanese) | (See Japanese page) |
| Place (in English) | Toyohashi Tech |
| Topics (in Japanese) | (See Japanese page) |
| Topics (in English) | |
| Chair | Hayaru Shouno(UEC) / Taishin Nomura(Osaka Univ.) |
| Vice Chair | Kazuyuki Samejima(Tamagawa Univ) / Takashi Watanabe(Tohoku Univ.) |
| Secretary | Kazuyuki Samejima(NAIST) / Takashi Watanabe(NTT) |
| Assistant | Takashi Shinozaki(NICT) / Ken Takiyama(TUAT) / Yasuyuki Suzuki(Osaka Univ.) / Akihiro Karashima(Tohoku Inst. of Tech.) |
| Paper Information | |
| Registration To | Technical Committee on Neurocomputing / Technical Committee on ME and Bio Cybernetics |
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| Language | JPN |
| Title (in Japanese) | (See Japanese page) |
| Sub Title (in Japanese) | (See Japanese page) |
| Title (in English) | Prediction of EEG Time Series with Reservoir Computing |
| Sub Title (in English) | |
| Keyword(1) | Reservoir Computing |
| Keyword(2) | Time-series Prediction |
| Keyword(3) | EEG |
| 1st Author's Name | Takayuki Koga |
| 1st Author's Affiliation | Waseda University(Waseda Univ) |
| 2nd Author's Name | Yuta Takahashi |
| 2nd Author's Affiliation | Waseda University(Waseda Univ) |
| 3rd Author's Name | Rieko Osu |
| 3rd Author's Affiliation | Waseda University(Waseda Univ) |
| Date | 2019-12-06 |
| Paper # | MBE2019-48,NC2019-39 |
| Volume (vol) | vol.119 |
| Number (no) | MBE-327,NC-328 |
| Page | pp.pp.19-24(MBE), pp.19-24(NC), |
| #Pages | 6 |
| Date of Issue | 2019-11-29 (MBE, NC) |