Table 8.
individual feature | classifier variant | 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 (%) |
---|---|---|---|---|---|---|---|---|
F2 (wentropy) | LDA | 55.3 | 66.4 | 73.4 | 77.6 | 59.5 | 82.8 | 69.2 |
QDA | 52.2 | 67.6 | 62 | 74 | 56.4 | 95 | 67.9 | |
Diaglinear | 55.3 | 66.4 | 73.4 | 77.6 | 59.5 | 82.8 | 69.2 | |
Diagquadratic | 52.2 | 67.6 | 62 | 74 | 67.3 | 95 | 69.7 | |
Mahalanobis | 55.5 | 73.1 | 73.7 | 78.2 | 63.8 | 94.4 | 73.1 | |
F3 (Hjorth complexity) | LDA | 74.4 | 73.9 | 78.9 | 66 | 68.3 | 66.9 | 71.4 |
QDA | 74.1 | 47.1 | 61.6 | 71.5 | 67.5 | 41.8 | 60.6 | |
Diaglinear | 74.4 | 73.9 | 78.9 | 66 | 68.3 | 66.9 | 71.4 | |
Diagquadratic | 74.1 | 47.1 | 61.6 | 71.5 | 67.5 | 41.8 | 60.6 | |
Mahalanobis | 74.4 | 75.1 | 62.4 | 51.1 | 69.4 | 81.5 | 69 | |
F8 (kurtosis) | LDA | 57.1 | 66.5 | 57.6 | 60.5 | 72.1 | 66.1 | 63.3 |
QDA | 47.8 | 38.4 | 69.3 | 47.1 | 71.8 | 22.5 | 49.5 | |
Diaglinear | 57.1 | 66.5 | 57.6 | 60.5 | 72.1 | 66.1 | 63.3 | |
Diagquadratic | 47.8 | 38.4 | 69.3 | 47.1 | 71.8 | 22.5 | 49.5 | |
Mahalanobis | 57.7 | 58.2 | 38.5 | 81.3 | 71.3 | 81 | 64.7 | |
F9 (Hjorth mobility) | LDA | 60.4 | 73.9 | 68.5 | 66 | 56 | 35.8 | 60.1 |
QDA | 49.7 | 47.7 | 76.4 | 82.3 | 48.7 | 81.6 | 64.4 | |
Diaglinear | 60.4 | 48.8 | 68.5 | 66 | 56 | 35.8 | 55.9 | |
Diagquadratic | 49.7 | 47.7 | 76.4 | 82.3 | 48.7 | 81.6 | 64.4 | |
Mahalanobis | 66.2 | 54.6 | 30.1 | 24.7 | 58.4 | 20.5 | 42.4 |