Table 6.
Algorithm | Accuracy | Precision | Recall | F1 | AUC | Error |
---|---|---|---|---|---|---|
PSOPD-AdaBoost-A | 0.896553 | 0.344151 | 0.355000 | 0.349376 | 0.634760 | 0.103464 |
G-AdaBoost | 0.865620 | 0.281204 | 0.204555 | 0.236418 | 0.526376 | 0.138880 |
D-AdaBoost | 0.867637 | 0.340035 | 0.10666 | 0.161439 | 0.525507 | 0.123463 |
B-AdaBoost | 0.850210 | 0.250256 | 0.126086 | 0.167212 | 0.526376 | 0.140788 |
Random Forest | 0.894060 | 0.262445 | 0.190000 | 0.220776 | 0.517173 | 0.103938 |
Extra Trees | 0.885784 | 0.343360 | 0.173333 | 0.229055 | 0.506231 | 0.110236 |
Smote | 0.752755 | 0.226427 | 0.666666 | 0.335852 | 0.614239 | 0.247245 |