Table 6 6-fold cross-validation results of the best combination of features for movement intention test
Volunteer | TPR (%) | FPR (%) | ACC (%) | Combination |
|---|---|---|---|---|
H1 | 88.3 ± 11.7 | 15.0 ± 8.4 | 86.7 ± 10.1 | 7 |
H2 | 83.3 ± 19.7 | 15.0 ± 13.8 | 84.2 ± 16.8 | 5 |
H3 | 78.3 ± 16.0 | 28.3 ± 19.4 | 75.0 ± 17.7 | 2 |
Average | 83.3 ± 15.7 | 19.4 ± 15.1 | 81.9 ± 15.4 | - |
P2 | 95.0 ± 8.4 | 1.7 ± 4.1 | 96.7 ± 6.3 | 7 |
P3 | 85.0 ± 5.5 | 16.7 ± 18.6 | 84.2 ± 12.1 | 7 |
P4 | 83.3 ± 13.7 | 18.3 ± 13.3 | 82.5 ± 13.5 | 7 |
P5 | 60.0 ± 16.7 | 33.3 ± 12.1 | 63.4 ± 14.4 | 1 |
Average | 80.8 ± 17.2 | 17.5 ± 16.8 | 81.7 ± 17.0 | - |