Table 2.
Accuracy rates obtained from the Cz and T3 channels for classical classifiers
| Cz Channel | T3 Channel | |||||||||||
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| Number of Attributes | Methods and Accuracy Values (%) | |||||||||||
| RF | LR | DT | kNN | NB | SVM | RF | LR | DT | kNN | NB | SVM | |
| 3 | 100 | 92.31 | 100 | 96.15 | 96.15 | 100 | 92.31 | 80.77 | 96.15 | 96.15 | 96.15 | 96.15 |
| 4 | 96.15 | 92.31 | 100 | 96.15 | 96.15 | 100 | 96.15 | 84.62 | 96.15 | 100 | 96.15 | 96.15 |
| 5 | 96.15 | 92.31 | 96.15 | 92.31 | 96.15 | 100 | 96.15 | 84.62 | 96.15 | 100 | 92.30 | 96.15 |
| 6 | 96.15 | 100 | 100 | 100 | 92.30 | 100 | 96.15 | 100 | 96.15 | 100 | 96.15 | 96.15 |
| 7 | 96.15 | 100 | 96.15 | 100 | 92.30 | 100 | 96.15 | 96.15 | 96.15 | 100 | 96.15 | 92.31 |
| 8 | 96.15 | 100 | 96.15 | 100 | 92.30 | 96.15 | 96.15 | 96.15 | 96.15 | 100 | 96.15 | 88.46 |
| 9 | 96.15 | 100 | 96.15 | 100 | 92.30 | 92.31 | 96.15 | 96.15 | 96.15 | 100 | 88.46 | 88.46 |
| 10 | 97.06 | 100 | 85.29 | 100 | 92.30 | 88.46 | 96.15 | 96.15 | 96.15 | 100 | 92.30 | 80.77 |
| 11 | 96.15 | 100 | 96.15 | 100 | 92.30 | 88.46 | 96.15 | 96.15 | 96.15 | 100 | 92.30 | 80.77 |
| 12 | 96.15 | 100 | 96.15 | 96.15 | 96.15 | 88.46 | 96.15 | 96.15 | 96.15 | 96.15 | 92.30 | 80.77 |
| 13 | 100 | 100 | 100 | 96.15 | 96.15 | 80.77 | 96.15 | 96.15 | 96.15 | 96.15 | 92.30 | 84.62 |
| 14 | 96.15 | 100 | 92.31 | 96.15 | 96.15 | 73.08 | 96.15 | 96.15 | 96.15 | 100 | 92.30 | 76.92 |
| 15 | 96.15 | 100 | 92.31 | 100 | 96.15 | 69.23 | 96.15 | 96.15 | 96.15 | 92.31 | 92.30 | 69.23 |