Table 2 The accuracy and sensitivity of LOSE and rest-EEG classes, and F1 score results for each participant for task 3.
From: Trial by trial EEG based BCI for distress versus non distress classification in individuals with ASD
ID | Accuracy | Sensitivity (lose) | Sensitivity (rest-EEG) | F1-score |
|---|---|---|---|---|
1 | 99.41 | 100 | 99.16 | 0.99 |
2 | 93.16 | 90.77 | 94.42 | 0.89 |
3 | 98.92 | 96.92 | 100 | 0.98 |
4 | 92.86 | 92.73 | 93.33 | 0.95 |
5 | 97.5 | 100 | 86.66 | 0.98 |
6 | 82.93 | 81.25 | 84.00 | 0.78 |
7 | 96.02 | 96.36 | 95.00 | 0.97 |
8 | 87.51 | 96.00 | 73.33 | 0.90 |
9 | 95.38 | 96.00 | 93.33 | 0.96 |
10 | 98.82 | 98.46 | 100 | 0.99 |
11 | 88.75 | 90.77 | 80.00 | 0.92 |
12 | 96.31 | 89.23 | 100 | 0.94 |
13 | 100 | 100 | 100 | 1 |
14 | 99.31 | 96.00 | 100 | 0.97 |
15 | 100 | 100 | 100 | 1 |
16 | 100 | 100 | 100 | 1 |
17 | 89.23 | 75.71 | 96.82 | 0.56 |
18 | 98.38 | 95.00 | 100 | 1 |
19 | 96.31 | 90.77 | 99.23 | 0.87 |
20 | 93.71 | 88.00 | 96.00 | 0.73 |
21 | 86.31 | 70.77 | 94.42 | 0.69 |
\({\text{Mean}} \pm {\text{SD}}\) | 94.79 ± 4.99 | 92.6 ± 7.9 | 94.55 ± 7.3 | 0.9 ± 0.11 |