Table 3 ‘Rest’ vs. ‘Start’ classification accuracy, sensitivity and specificity for all the subjects using different data windows
From: Prediction of gait intention from pre-movement EEG signals: a feasibility study
| Â | Subjects | Data windows | ||||
|---|---|---|---|---|---|---|
Accuracy(%) | Â | [-1 1] | [-1.5 0.5] | [-2 0] | [-1.5 0] | [-1 0] |
| Â | S1 | 80.63 | 75.46 | 73.07 | 74.77 | 80.30 |
| Â | S2 | 73.76 | 69.23 | 70.71 | 66.18 | 75.19 |
| Â | S3 | 83.35 | 76.45 | 74.12 | 76.15 | 82.67 |
| Â | S4 | 71.20 | 71.82 | 66.66 | 72.16 | 69.81 |
| Â | S5 | 73.52 | 75.81 | 74.31 | 75.41 | 74.97 |
| Â | S6 | 75.13 | 78.25 | 73.04 | 75.00 | 77.63 |
| Â | S7 | 75.22 | 73.74 | 71.65 | 71.97 | 73.45 |
| Â | A1 | 75.88 | 68.88 | 73.17 | 70.98 | 71.96 |
| Â | A2 | 81.49 | 82.80 | 81.55 | 83.21 | 81.73 |
Sensitivity(%) | S1 | 75.14 | 63.00 | 58.71 | 58.90 | 73.71 |
| Â | S2 | 68.30 | 68.35 | 49.29 | 59.56 | 77.80 |
| Â | S3 | 80.14 | 78.90 | 69.57 | 80.95 | 83.67 |
| Â | S4 | 65.43 | 58.05 | 55.00 | 69.48 | 66.24 |
| Â | S5 | 60.05 | 71.65 | 81.59 | 72.20 | 66.48 |
| Â | S6 | 70.54 | 64.46 | 76.43 | 53.93 | 68.21 |
| Â | S7 | 73.52 | 66.04 | 63.85 | 59.62 | 72.80 |
| Â | A1 | 71.61 | 56.96 | 73.21 | 64.11 | 63.39 |
| Â | A2 | 77.50 | 67.50 | 70.00 | 69.17 | 83.33 |
Specificity(%) | S1 | 86.19 | 87.48 | 87.52 | 90.29 | 86.95 |
| Â | S2 | 79.23 | 70.11 | 92.14 | 72.80 | 72.58 |
| Â | S3 | 86.29 | 74.05 | 78.43 | 71.29 | 81.43 |
| Â | S4 | 76.95 | 85.57 | 77.86 | 74.95 | 73.57 |
| Â | S5 | 86.76 | 79.95 | 67.14 | 78.41 | 83.30 |
| Â | S6 | 79.46 | 92.14 | 68.93 | 95.89 | 86.96 |
| Â | S7 | 76.92 | 81.26 | 79.29 | 84.12 | 74.07 |
| Â | A1 | 80.36 | 80.18 | 73.21 | 77.32 | 79.64 |
| Â | A2 | 90.00 | 93.33 | 91.67 | 96.67 | 80.83 |