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. 2015 Mar 6;12(104):20141225. doi: 10.1098/rsif.2014.1225

Table 8.

Accuracy of different classifiers for six stimuli combinations (in %) using the best individual features.

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