Table 2 Comparison of results for different selected features, classifiers, and datasets
From: Multiclass EEG motor-imagery classification with sub-band common spatial patterns
Selected number of features | Emotiv Epoc | Wet gel electrode headset | ||||
|---|---|---|---|---|---|---|
k | KNN | SVM | NBPW | KNN | SVM | NBPW |
1 | 46.22 | 46.22 | 43.94 | 59.94 | 60.54 | 62.53 |
2 | 50 | 49.25 | 50 | 77.14 | 71.90 | 72.79 |
3 | 53.79 | 50.76 | 53.04 | 83.58 | 73.05 | 72.22 |
4 | 50 | 48.49 | 56.82 | 86.50 | 75.69 | 71.32 |
5 | 50.76 | 50.76 | 56.07 | 86.21 | 75.70 | 73.07 |
6 | 55.31 | 49.25 | 58.34 | 86.21 | 76.59 | 73.95 |
7 | 53.79 | 48.49 | 59.1 | 86.21 | 76.30 | 75.11 |
8 | 55.31 | 47.73 | 58.34 | 85.05 | 76.28 | 74.83 |
9 | 53.04 | 47.73 | 59.1 | 85.34 | 76.29 | 72.49 |
10 | 53.04 | 46.97 | 60.61 | 83.87 | 75.11 | 69.85 |
11 | 51.52 | 43.19 | 55.31 | 82.99 | 73.35 | 67.50 |