Table 5 The accuracy and F1 score for each classification problem obtained through permutation and random feature assignment for each participant.
From: Trial by trial EEG based BCI for distress versus non distress classification in individuals with ASD
ID | Win versus lose | Lose versus rest-EEG | Win versus rest-EEG | |||
|---|---|---|---|---|---|---|
Accuracy | F1 score | Accuracy | F1 Score | Accuracy | F1 score | |
1 | 57.44 | 0.11 | 74.33 | 0.18 | 83.77 | 0.32 |
2 | 68.23 | 0.00 | 71.38 | 0.30 | 81.42 | 0.06 |
3 | 64.19 | 0.01 | 85.52 | 0.78 | 83.16 | 0.33 |
4 | 68.03 | 0.00 | 84.37 | 0.90 | 70.45 | 0.78 |
5 | 64.00 | 0.00 | 79.79 | 0.89 | 72.01 | 0.82 |
6 | 65.37 | 0.02 | 64.53 | 0.28 | 74.66 | 0.00 |
7 | 66.42 | 0.00 | 77.13 | 0.87 | 64.19 | 0.76 |
8 | 60.39 | 0.00 | 62.82 | 0.74 | 56.50 | 0.19 |
9 | 66.26 | 0.00 | 77.42 | 0.87 | 64.59 | 0.75 |
10 | 65.26 | 0.00 | 86.83 | 0.92 | 84.85 | 0.89 |
11 | 67.04 | 0.03 | 80.31 | 0.89 | 67.16 | 0.78 |
12 | 62.90 | 0.00 | 81.38 | 0.58 | 84.49 | 0.41 |
13 | 65.79 | 0.00 | 80.62 | 0.67 | 95.04 | 0.78 |
14 | 62.58 | 0.02 | 92.80 | 0.69 | 97.95 | 0.78 |
15 | 63.67 | 0.02 | 80.31 | 0.56 | 95.35 | 0.81 |
16 | 70.61 | 0.00 | 74.67 | 0.38 | 94.44 | 0.73 |
17 | 69.02 | 0.00 | 65.50 | 0.17 | 80.36 | 0.00 |
18 | 73.76 | 0.00 | 77.31 | 0.50 | 86.66 | 0.11 |
19 | 64.94 | 0.01 | 82.78 | 0.73 | 89.07 | 0.69 |
20 | 78.79 | 0.00 | 75.98 | 0.43 | 90.26 | 0.03 |
21 | 68.89 | 0.00 | 69.31 | 0.25 | 81.30 | 0.03 |
Mean ± SD | 66.36 ± 4.53 | 0.11 ± 0.02 | 77.39 ± 7.61 | 0.60 ± 0.26 | 80.84 ± 11.55 | 0.48 ± 0.34 |