Table 6 Experimental results of different classifiers based on 10-fold cross-validation
Dataset: | MDAID | |||||
|---|---|---|---|---|---|---|
Experiments | Acc(%) | Pre (%) | Recall (%) | F1-score (%) | AUC (%) | AUPR (%) |
MLP | 90.25 | 90.24 | 90.26 | 90.24 | 96.54 | 96.30 |
LR | 85.10 | 85.10 | 85.09 | 85.08 | 92.87 | 92.05 |
SVM | 89.67 | 89.67 | 89.65 | 89.654 | 95.54 | 94.84 |
NB | 79.47 | 79.75 | 79.47 | 79.40 | 85.66 | 86.89 |
DT | 85.49 | 85.48 | 85.48 | 85.47 | 90.04 | 91.22 |
ABC | 84.61 | 84.61 | 84.59 | 84.59 | 92.91 | 92.28 |
GBC | 88.53 | 88.55 | 88.53 | 88.51 | 95.45 | 94.99 |
KNN | 87.51 | 87.67 | 87.52 | 87.48 | 94.01 | 94.23 |
RF | 90.38 | 90.38 | 90.39 | 90.37 | 96.68 | 96.48 |
DF | 90.89 | 90.89 | 90.88 | 90.87 | 97.00 | 96.90 |
Dataset: | HMDAD | |||||
|---|---|---|---|---|---|---|
Experiments | Acc(%) | Pre (%) | Recall (%) | F1-score (%) | AUC (%) | AUPR (%) |
MLP | 88.11 | 88.20 | 88.14 | 88.08 | 95.48 | 95.87 |
LR | 86.67 | 83.93 | 83.71 | 83.59 | 89.61 | 84.37 |
SVM | 87.78 | 88.19 | 87.94 | 87.73 | 94.27 | 91.89 |
NB | 77.44 | 78.11 | 77.46 | 77.30 | 84.48 | 85.82 |
DT | 84.00 | 84.28 | 84.01 | 83.94 | 89.40 | 90.92 |
ABC | 85.33 | 85.65 | 85.43 | 85.28 | 93.47 | 91.96 |
GBC | 86.44 | 86.61 | 86.50 | 86.40 | 95.45 | 95.87 |
KNN | 87.00 | 87.22 | 87.03 | 86.95 | 93.83 | 94.34 |
RF | 87.44 | 87.63 | 87.47 | 87.41 | 95.41 | 95.86 |
DF | 88.11 | 88.35 | 88.21 | 88.08 | 96.32 | 96.72 |