Table 3 Average prediction accuracy (%) after conducting 25 tests each for 15 participants with 5 sessions using CSP and LDA (train 70%, test 30%)
Count | Participant no. | Pre-resting/LKM self | Pre-resting/LKM others | Pre-resting/post-resting | LKM self/LKM others | Post-resting/LKM self | Post-resting/LKM other |
|---|---|---|---|---|---|---|---|
1 | 1 | 83.2 ± 3.0 | 89.3 ± 2.5 | 93.8 ± 1.9 | 74.7 ± 4.2 | 82.2 ± 2.9 | 80.8 ± 2.8 |
2 | 3 | 90.9 ± 4.4 | 93.7 ± 2.6 | 94.9 ± 3.2 | 67.5 ± 2.6 | 78.6 ± 2.0 | 74.2 ± 2.9 |
3 | 7 | 82.8 ± 1.6 | 80.1 ± 2.2 | 67.0 ± 4.8 | 79.4 ± 1.6 | 67.2 ± 1.7 | 73.4 ± 2.4 |
4 | 8 | 85.8 ± 2.2 | 86.4 ± 2.1 | 91.0 ± 1.6 | 85.0 ± 2.7 | 86.6 ± 2.0 | 76.5 ± 2.1 |
5 | 11 | 85.9 ± 4.7 | 84.8 ± 5.2 | 85.6 ± 3.2 | 79.9 ± 1.9 | 75.8 ± 2.9 | 84.8 ± 2.5 |
6 | 12 | 80.5 ± 2.1 | 88.1 ± 2.0 | 81.6 ± 2.2 | 86.2 ± 2.3 | 79.4 ± 7.4 | 84.0 ± 2.6 |
7 | 14 | 80.4 ± 2.2 | 79.8 ± 2.7 | 90.2 ± 3.7 | 63.9 ± 4.6 | 71.6 ± 4.0 | 75.9 ± 4.4 |
8 | 37 | 70.6 ± 2.2 | 78.8 ± 1.6 | 75.6 ± 3.9 | 72.7 ± 2.7 | 77.8 ± 1.4 | 62.0 ± 4.6 |
9 | 38 | 74.7 ± 2.1 | 89.2 ± 3.6 | 94.0 ± 2.2 | 79.0 ± 2.4 | 76.9 ± 4.2 | 87.9 ± 1.8 |
10 | 39 | 91.7 ± 3.5 | 91.2 ± 3.2 | 83.6 ± 7.0 | 78.3 ± 4.4 | 75.2 ± 5.0 | 78.4 ± 4.8 |
11 | 41 | 89.4 ± 2.2 | 72.8 ± 5.4 | 89.8 ± 3.0 | 87.5 ± 1.2 | 82.0 ± 2.2 | 77.2 ± 3.1 |
12 | 42 | 82.0 ± 3.4 | 83.9 ± 2.9 | 85.1 ± 2.8 | 65.0 ± 2.9 | 80.6 ± 4.6 | 69.7 ± 1.6 |
13 | 43 | 83.4 ± 5.1 | 83.6 ± 5.2 | 82.1 ± 2.5 | 76.9 ± 3.7 | 70.3 ± 3.8 | 69.7 ± 3.9 |
14 | 44 | 81.3 ± 4.3 | 73.1 ± 3.3 | 85.6 ± 4.3 | 77.8 ± 3.1 | 83.6 ± 2.2 | 85.0 ± 2.1 |
15 | 45 | 78.0 ± 2.9 | 90.5 ± 2.4 | 89.4 ± 4.0 | 75.6 ± 2.9 | 79.1 ± 6.4 | 79.1 ± 2.7 |
Mean accuracy | 82.7 | 84.4 | 85.9 | 76.6 | 77.8 | 77.2 | |