From: fNIRS-based Neurorobotic Interface for gait rehabilitation
Filter | Accuracy (%) | ||||||||||||||
---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
S1 S2 S3 | S4 S5 S6 | S7 S8 S9 | |||||||||||||
KNN | LDA | QDA | NB | SVM | KNN | LDA | QDA | NB | SVM | KNN | LDA | QDA | NB | SVM | |
FIR | 56.7 | 60.8 | 61.3 | 64.6 | 55.0 | 55.0 | 59.2 | 66.3 | 62.9 | 59.2 | 59.6 | 57.5 | 60.0 | 59.6 | 64.2 |
65.0 | 50.4 | 67.9 | 57.5 | 63.3 | 56.7 | 62.1 | 62.5 | 62.5 | 58.3 | 50.4 | 61.7 | 63.3 | 63.8 | 53.3 | |
59.2 | 60.8 | 52.1 | 53.8 | 62.5 | 61.7 | 60.0 | 58.3 | 52.5 | 50.0 | 56.7 | 69.2 | 74.2 | 71.3 | 67.5 | |
hrf | 57.9 | 62.2 | 69.2 | 68.3 | 77.5 | 63.3 | 65.8 | 63.3 | 64.2 | 74.2 | 67.1 | 61.3 | 64.6 | 65.0 | 65.0 |
67.1 | 60.4 | 75.8 | 70.8 | 72.5 | 60.0 | 61.2 | 67.1 | 60.8 | 73.3 | 51.7 | 72.1 | 72.9 | 62.9 | 76.7 | |
62.1 | 63.8 | 67.5 | 55.8 | 68.3 | 54.2 | 60.4 | 71.7 | 59.2 | 80.8 | 77.5 | 68.8 | 80.0 | 73.3 | 86.7 | |
Gaussian | 56.7 | 59.2 | 53.8 | 62.5 | 65.0 | 54.2 | 52.1 | 55.0 | 57.9 | 55.8 | 57.1 | 53.8 | 48.3 | 57.5 | 54.2 |
50.0 | 55.8 | 52.5 | 61.7 | 58.3 | 52.1 | 50.0 | 52.1 | 58.8 | 60.0 | 55.8 | 55.0 | 53.3 | 60.4 | 55.0 | |
52.1 | 59.6 | 50.8 | 54.2 | 57.5 | 55.4 | 60.0 | 64.2 | 57.1 | 54.2 | 48.8 | 57.5 | 59.2 | 61.7 | 61.7 | |
Kalman | 51.3 | 57.1 | 52.5 | 64.2 | 65.0 | 53.8 | 53.3 | 52.9 | 54.2 | 51.7 | 47.1 | 56.7 | 55.0 | 57.9 | 60.8 |
53.3 | 46.7 | 55.0 | 60.4 | 54.2 | 52.5 | 48.8 | 49.6 | 59.2 | 47.5 | 51.3 | 60.0 | 57.1 | 60.0 | 51.7 | |
55.4 | 57.9 | 47.9 | 52.1 | 55.0 | 60.4 | 57.1 | 62.5 | 57.5 | 50.0 | 56.7 | 57.5 | 64.6 | 61.3 | 57.5 | |
Wiener | 60.0 | 52.9 | 57.9 | 63.8 | 65.8 | 57.9 | 55.4 | 60.0 | 57.1 | 65.0 | 55.4 | 57.5 | 63.3 | 62.9 | 70.8 |
59.2 | 62.5 | 70.8 | 63.3 | 68.3 | 51.3 | 55.8 | 59.6 | 56.7 | 70.0 | 54.6 | 62.9 | 65.0 | 64.6 | 72.5 | |
52.9 | 59.6 | 56.7 | 58.8 | 65.0 | 55.0 | 57.5 | 59.6 | 63.3 | 60.8 | 62.1 | 60.4 | 70.0 | 70.0 | 78.3 | |
Butterworth | 55.4 | 60.8 | 60.0 | 62.9 | 65.0 | 49.2 | 55.4 | 63.3 | 59.6 | 53.3 | 56.3 | 56.7 | 60.4 | 62.5 | 55.8 |
60.0 | 57.5 | 67.1 | 65.0 | 63.3 | 54.2 | 55.4 | 64.2 | 59.6 | 65.0 | 52.9 | 60.0 | 61.7 | 62.9 | 63.3 | |
48.8 | 59.2 | 56.3 | 52.1 | 57.5 | 43.8 | 60.0 | 64.2 | 67.1 | 55.8 | 62.1 | 63.8 | 63.8 | 60.8 | 63.3 |