TABLE 2.
Models | Accuracy (%) | Sensitivity (%) | Specificity (%) | PPV (%) | AUC (%) | |
---|---|---|---|---|---|---|
Training | RF | 99.39 | 100.00 | 99.38 | 57.39 | 99.94 |
MLP | 99.88 | 100.00 | 99.88 | 87.42 | 99.96 | |
DT | 99.59 | 100.00 | 99.59 | 67.00 | 99.97 | |
SGD | 98.28 | 96.97 | 98.29 | 32.08 | 99.24 | |
LR | 99.13 | 100.00 | 99.12 | 48.71 | 99.85 | |
KNN | 100.00 | 100.00 | 100.00 | 100.00 | 100.00 | |
Validation | RF | 99.29 | 100.00 | 99.28 | 58.48 | 99.92 |
MLP | 99.71 | 89.86 | 99.81 | 82.67 | 99.87 | |
DT | 99.46 | 98.55 | 99.47 | 65.39 | 99.14 | |
SGD | 97.83 | 100.00 | 97.81 | 31.65 | 99.02 | |
LR | 98.94 | 100.00 | 98.93 | 48.59 | 99.87 | |
KNN | 99.58 | 86.96 | 99.71 | 75.00 | 99.14 | |
GPMCH_2021 | RF | 99.44 | 100.00 | 99.43 | 52.94 | 99.91 |
MLP | 99.44 | 88.89 | 99.50 | 53.33 | 99.91 | |
DT | 99.36 | 100.00 | 99.36 | 50.00 | 99.75 | |
SGD | 98.52 | 100.00 | 98.51 | 30.00 | 99.40 | |
LR | 98.94 | 100.00 | 98.93 | 37.50 | 99.95 | |
KNN | 99.65 | 88.89 | 99.72 | 66.67 | 99.92 | |
NWCH | RF | 99.99 | 100.00 | 99.99 | 24.62 | 100.00 |
MLP | 99.64 | 100.00 | 99.64 | 1.12 | 99.98 | |
DT | 99.99 | 93.75 | 99.99 | 33.30 | 96.87 | |
SGD | 99.97 | 93.75 | 99.97 | 10.87 | 99.96 | |
LR | 97.06 | 100.00 | 97.06 | 0.14 | 100.00 | |
KNN | 99.94 | 100.00 | 99.94 | 6.38 | 100.00 |