Model | Performance on testing set | 10-Fold CV | ||||||||||
---|---|---|---|---|---|---|---|---|---|---|---|---|
B. Acc | AUC | Spec | Sen | F-Index | JI | B. Acc | AUC | Spec | Sen | F-Index | JI | |
LSVM | 92.8 | 0.97 | 0.93 | 0.92 | 0.88 | 0.80 | 79.2 | 0.96 | 0.94 | 0.64 | 0.80 | 0.70 |
LDA | 88.4 | 0.96 | 0.96 | 0.80 | 0.88 | 0.80 | 84.7 | 0.95 | 0.95 | 0.74 | 0.85 | 0.75 |
GBC | 89.8 | 0.97 | 0.97 | 0.83 | 0.90 | 0.82 | 80.1 | 0.91 | 0.95 | 0.65 | 0.81 | 0.71 |
KNN | 69.0 | 0.78 | 0.91 | 0.47 | 0.69 | 0.57 | 68.5* | 0.77 | 0.91 | 0.46 | 0.69 | 0.57 |
NBC | 87.0 | 0.94 | 0.97 | 0.77 | 0.88 | 0.79 | 83.0 | 0.90 | 0.92 | 0.74 | 0.84 | 0.77 |
DTC | 73.6 | 0.75 | 0.90 | 0.57 | 0.73 | 0.59 | 75.9 | 0.76 | 0.92 | 0.60 | 0.75 | 0.64 |
MLPC | 92.0 | 0.97 | 0.95 | 0.89 | 0.90 | 0.82 | 87.5 | 0.96 | 0.95 | 0.75 | 0.86 | 0.78 |
PC | 50.3 | 0.89 | 1.00 | 0.00 | 0.46 | 0.42 | 60.0* | 0.82 | 0.85 | 0.35 | 0.53 | 0.46 |
LR | 90.9 | 0.97 | 0.97 | 0.84 | 0.91 | 0.83 | 86.4 | 0.96 | 0.97 | 0.76 | 0.88 | 0.79 |