| Presentation | 2011-06-24 A localized eye-blink artifact removal method focusing on reduction of EEG information loss Hirokazu KAWAGUCHI, Tetsuo KOBAYASHI, |
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| PDF Download Page |  PDF download Page Link |
| Abstract(in Japanese) | (See Japanese page) |
| Abstract(in English) | One of the major artifacts for electroencephalogram (EEG) measurements are eye-blink activities. Various methods have been reported for removing eye-blink artifacts from EEGs. However, almost all previous methods concurrently remove a part of EEGs together with eye-blink artifacts. In this study, we focused on "How much true EEGs are remained" and proposed a novel localized eye-blink artifact removal method. The proposed method based on the combinations of independent component analysis (ICA), empirical mode decomposition (EMD) and Kalman filter. In addition, we proposed a novel simulation model to test performances of the proposed and previous methods. Simulation results demonstrated that the proposed method showed the best performance and reduced information loss of EEGs than previous methods. |
| Keyword(in Japanese) | (See Japanese page) |
| Keyword(in English) | eye-blink artifact / EEG / ICA / EMD / Kalman filter |
| Paper # | NC2011-11 |
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| Committee | NC |
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| Conference Date | 2011/6/16(1days) |
| Place (in Japanese) | (See Japanese page) |
| Place (in English) | |
| Topics (in Japanese) | (See Japanese page) |
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| Registration To | Neurocomputing (NC) |
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| Language | JPN |
| Title (in Japanese) | (See Japanese page) |
| Sub Title (in Japanese) | (See Japanese page) |
| Title (in English) | A localized eye-blink artifact removal method focusing on reduction of EEG information loss |
| Sub Title (in English) | |
| Keyword(1) | eye-blink artifact |
| Keyword(2) | EEG |
| Keyword(3) | ICA |
| Keyword(4) | EMD |
| Keyword(5) | Kalman filter |
| 1st Author's Name | Hirokazu KAWAGUCHI |
| 1st Author's Affiliation | Graduate School of Engineering, Kyoto Univercity() |
| 2nd Author's Name | Tetsuo KOBAYASHI |
| 2nd Author's Affiliation | Graduate School of Engineering, Kyoto Univercity |
| Date | 2011-06-24 |
| Paper # | NC2011-11 |
| Volume (vol) | vol.111 |
| Number (no) | 96 |
| Page | pp.pp.- |
| #Pages | 4 |
| Date of Issue | |