Table 6.
Accuracies obtained for each subject in the within-subject experiments when a FB-CSP pipeline is adopted.
Subject | k-NN | SVM | LDA | ANN | RF | LR |
---|---|---|---|---|---|---|
#1 | 95.8 | 95.8 | 94.4 | 95.8 | 93.3 | 94.4 |
#2 | 95.8 | 92.2 | 92.2 | 93.1 | 92.2 | 95.8 |
#3 | 94.4 | 93.6 | 93.7 | 94.4 | 91.1 | 92.2 |
#4 | 95.8 | 98.6 | 98.1 | 99.0 | 94.4 | 94.4 |
#5 | 91.7 | 93.8 | 93.2 | 94.4 | 93.1 | 93.1 |
#6 | 97.2 | 96.2 | 95.8 | 97.2 | 93.9 | 95.8 |
#7 | 95.8 | 96.1 | 95.8 | 98.6 | 94.4 | 95.8 |
#8 | 97.2 | 98.6 | 97.2 | 99.0 | 97.2 | 97.0 |
#9 | 98.6 | 98.6 | 98.6 | 98.6 | 96.2 | 98.6 |
#10 | 92.0 | 94.6 | 94.4 | 97.2 | 95.8 | 94.5 |
#11 | 95.8 | 95.0 | 94.6 | 97.2 | 93.6 | 95.0 |
#12 | 94.4 | 94.7 | 94.4 | 97.2 | 92.3 | 94.4 |
#13 | 98.6 | 98.6 | 98.6 | 99.0 | 95.8 | 98.6 |
#14 | 95.8 | 95.7 | 95.8 | 95.8 | 97.2 | 94.4 |
#15 | 85.9 | 91.2 | 90.5 | 91.0 | 89.9 | 90.3 |
#16 | 95.4 | 97.2 | 96.7 | 98.2 | 97.2 | 97.0 |
#17 | 86.3 | 95.0 | 94.6 | 93.1 | 92.7 | 95.8 |
#18 | 93.1 | 91.4 | 90.2 | 92.0 | 92.7 | 93.0 |
#19 | 97.2 | 98.6 | 98.7 | 99.0 | 98.6 | 98.6 |
#20 | 94.4 | 98.5 | 97.2 | 95.8 | 95.4 | 97.2 |
#21 | 97.2 | 97.2 | 97.2 | 98.6 | 95.8 | 98.6 |
#22 | 98.6 | 97.9 | 97.4 | 99.0 | 95.4 | 97.2 |
#23 | 89.3 | 90.0 | 89.2 | 89.4 | 88.1 | 88.9 |
#24 | 95.2 | 97.9 | 97.3 | 98.7 | 98.6 | 98.3 |
#25 | 90.2 | 90.1 | 89.4 | 90.3 | 90.2 | 88.5 |
Average ± std. | 94.4 ± 3.5 | 95.5 ± 2.8 | 95.0 ± 2.9 | 96.1 ± 3.0 | 94.2 ± 2.7 | 95.1 ± 2.9 |