Research Article
Feature Selection Applying Statistical and Neurofuzzy Methods to EEG-Based BCI
Table 8
Results for the test session.
| | Selection method | Model | Success rate | Number | % |
| | User 1 | | None | | 87.21 | 96 | 100.00 | | Statistic + Order | | 85.39 | 2 | 2.08 | | Statistic + GMDH | | 87.64 | 3 | 3.13 | | Fuzzy + Order | | 89.95 | 9 | 9.38 | | Fuzzy + GMDH | | 89.50 | 4 | 4.17 |
| | User 2 | | None | | 82.26 | 96 | 100.00 | | Statistic + Order | | 81.80 | 3 | 3.13 | | Statistic + GMDH | | 81.57 | 3 | 3.13 | | Fuzzy + Order | | 81.80 | 3 | 3.13 | | Fuzzy + GMDH | | 82.49 | 4 | 4.17 |
| | User 3 | | None | | 58.72 | 96 | 100.00 | | Statistic + Order | | 57.57 | 6 | 6.25 | | Statistic + GMDH | | 59.40 | 3 | 3.13 | | Fuzzy + Order | | 52.52 | 5 | 5.21 | | Fuzzy + GMDH | | 57.80 | 3 | 3.13 |
| | Average | | None | | 76.06 | 96.00 | 100 | | Statistic + Order | | 74.92 | 3.67 | 3.82 | | Statistic + GMDH | | 76.2 | 3.00 | 3.13 | | Fuzzy + Order | | 74.76 | 5.67 | 5.91 | | Fuzzy + GMDH | | 76.6 | 3.67 | 3.82 |
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