| Presentation | 2016-06-17 Linear and non-linear classification of electroencephalographic activity during hand motor tasks Sota Ikegami, Yasunari Hashimoto, |
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| PDF Download Page |  PDF download Page Link |
| Abstract(in Japanese) | (See Japanese page) |
| Abstract(in English) | The purpose of this study is searchingan appropriate classifier for motor-related cortical activity-based BMI for strolling in the 3-D virtual environment. To obtain this goal, we compared linear discriminant analysis (LDA) and quadratic discriminant analysis (QDA) for electroencephalogram (EEG) classification. Eight healthy volunteers participated the BMI training controlling their own avatar in a virtual reality. We acquired the EEG signals during repeating hand extension in both pre- and post-training conditions. To check the EEG pattern changes, we employed time-frequency analysis. In our results, the binary classification accuracies were 89.4% in LDA and 84.4% in QDA, respectively. This results suggests that LDA is a better method for the BMI system. |
| Keyword(in Japanese) | (See Japanese page) |
| Keyword(in English) | EEG / brain-machine-interface / virtual reality / classification |
| Paper # | MBE2016-10 |
| Date of Issue | 2016-06-10 (MBE) |
| Conference Information | |
| Committee | MBE |
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| Conference Date | 2016/6/17(1days) |
| Place (in Japanese) | (See Japanese page) |
| Place (in English) | Hokkaido University |
| Topics (in Japanese) | (See Japanese page) |
| Topics (in English) | |
| Chair | Yutaka Fukuoka(Kogakuin Univ.) |
| Vice Chair | Kazuki Nakajima(Univ. of Toyama) |
| Secretary | Kazuki Nakajima(Kogakuin Univ.) |
| Assistant | Ryota Horie(Shibaura Inst. of Tech.) / Kim Juhyon(Univ. of Toyama) |
| Paper Information | |
| Registration To | 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) | Linear and non-linear classification of electroencephalographic activity during hand motor tasks |
| Sub Title (in English) | |
| Keyword(1) | EEG |
| Keyword(2) | brain-machine-interface |
| Keyword(3) | virtual reality |
| Keyword(4) | classification |
| 1st Author's Name | Sota Ikegami |
| 1st Author's Affiliation | Kitami Institute of Technology(Kitami Inst. of Tech) |
| 2nd Author's Name | Yasunari Hashimoto |
| 2nd Author's Affiliation | Kitami Institute of Technology(Kitami Inst. of Tech) |
| Date | 2016-06-17 |
| Paper # | MBE2016-10 |
| Volume (vol) | vol.116 |
| Number (no) | MBE-104 |
| Page | pp.pp.5-10(MBE), |
| #Pages | 6 |
| Date of Issue | 2016-06-10 (MBE) |