Table 9.
best feature set | classifiers | NaCl 5 ml versus 10 ml | NaCl 5 ml versus H2SO4 | NaCl 5 ml versus O3 | NaCl 10 ml versus O3 | NaCl 10 ml versus H2SO4 | O3 versus H2SO4 | average accuracy (%) |
---|---|---|---|---|---|---|---|---|
F4–F5 (IQR-variance) | LDA | 56.61 | 62.61 | 82.53 | 81.57 | 69.24 | 85.09 | 72.94 |
QDA | 57.78 | 61.62 | 82.24 | 86.06 | 64.69 | 87.49 | 73.31 | |
Diaglinear | 63.17 | 53.8 | 82.7 | 83.47 | 62.06 | 80.33 | 70.92 | |
Diagquadratic | 60.34 | 58.43 | 82 | 86.08 | 73.19 | 81.98 | 73.67 | |
Mahalanobis | 62.17 | 50.23 | 80.24 | 92.07 | 53.64 | 78.91 | 69.54 | |
F4–F6 (IQR-average spectral power) | LDA | 56.88 | 65.87 | 71.61 | 70.06 | 67.94 | 81.27 | 68.94 |
QDA | 57.82 | 57.01 | 73.89 | 81 | 65.19 | 78.48 | 68.9 | |
Diaglinear | 63.19 | 54.59 | 68.67 | 78.16 | 64.92 | 71.39 | 66.82 | |
Diagquadratic | 58.11 | 60.57 | 79.19 | 75.70 | 67.96 | 79.66 | 68.31 | |
Mahalanobis | 62.61 | 52.99 | 62.72 | 79.62 | 58.08 | 60.84 | 63.20 |