Table 2 The benchmark results of independent test on DS1_Indp and DS2_Indp.
 | Model | Accuracy | Precision | Recall | Specificity | F1-score | AUC | MCC* |
---|---|---|---|---|---|---|---|---|
DS1_Indp | LGBM | 0.955 | 0.885 | 0.575 | 0.993 | 0.697 | 0.963 | 0.692 |
CB | 0.943 | 0.660 | 0.775 | 0.960 | 0.713 | 0.963 | 0.684 | |
GBC | 0.952 | 0.880 | 0.550 | 0.993 | 0.677 | 0.949 | 0.674 | |
ET | 0.952 | 0.880 | 0.550 | 0.993 | 0.677 | 0.965 | 0.674 | |
RF | 0.943 | 0.683 | 0.700 | 0.968 | 0.691 | 0.959 | 0.660 | |
LDA | 0.932 | 0.625 | 0.625 | 0.963 | 0.625 | 0.914 | 0.588 | |
KNN | 0.936 | 0.875 | 0.350 | 0.995 | 0.500 | 0.874 | 0.530 | |
QDA | 0.893 | 0.446 | 0.725 | 0.910 | 0.552 | 0.903 | 0.514 | |
MLP | 0.923 | 0.800 | 0.200 | 0.995 | 0.320 | 0.860 | 0.376 | |
DS2_Indp | ET | 0.941 | 0.818 | 0.450 | 0.990 | 0.581 | 0.808 | 0.580 |
CB | 0.939 | 0.933 | 0.350 | 0.998 | 0.509 | 0.814 | 0.551 | |
RF | 0.936 | 0.833 | 0.375 | 0.993 | 0.517 | 0.829 | 0.533 | |
LGBM | 0.936 | 0.929 | 0.325 | 0.998 | 0.481 | 0.788 | 0.528 | |
GBC | 0.932 | 0.750 | 0.375 | 0.988 | 0.500 | 0.808 | 0.500 | |
LDA | 0.930 | 0.800 | 0.300 | 0.993 | 0.436 | 0.704 | 0.463 | |
MLP | 0.925 | 0.652 | 0.375 | 0.980 | 0.476 | 0.748 | 0.459 | |
KNN | 0.916 | 0.560 | 0.350 | 0.973 | 0.431 | 0.713 | 0.400 | |
QDA | 0.898 | 0.439 | 0.450 | 0.943 | 0.444 | 0.720 | 0.388 |