Table 7.
Performance measures for LDA, QDA, naïve Bayes, J48 and J48-C classifiers.
LDA | QDA | ||||||
---|---|---|---|---|---|---|---|
OA = 92.60 | SEN% | FPR% | PPV% | OA = 16.20 | SEN% | FPR% | PPV% |
N | 97.2 | 44.6 | 94.6 | 6.6 | 3.7 | 93.6 | |
V | 89.7 | 0.1 | 98.8 | 99.8 | 0.9 | 88.8 | |
S | 0.1 | 0.1 | 4.1 | 91.2 | 80.2 | 4.4 | |
F | 34.2 | 2.3 | 7.5 | 32.7 | 5.5 | 3.2 | |
Q | 100 | 0 | 100 | 0 | 0 | 0 | |
naïve Bayes | J48 | ||||||
OA = 81.47 | SEN% | FPR% | PPV% | OA = 94.32 | SEN% | FPR% | PPV% |
N | 86.2 | 43.4 | 94.1 | 99.5 | 47 | 94.5 | |
V | 60.3 | 1.7 | 71.5 | 88.3 | 0.5 | 92.1 | |
S | 7.2 | 2.3 | 11.2 | 0 | 0 | 0 | |
F | 94.2 | 7.6 | 6.5 | 0 | 0 | 0 | |
Q | 16.7 | 2.4 | 0.1 | 0 | 0 | 0 | |
J48-C | |||||||
OA = 8.86 | SEN% | FPR% | PPV% | ||||
N | 0 | 0 | 0 | ||||
V | 71.0 | 15.9 | 24.0 | ||||
S | 97.2 | 65.8 | 5.6 | ||||
F | 73.5 | 11.3 | 3.5 | ||||
Q | 100 | 1.8 | 0.7 |