Table 5 Recall obtained by the classifiers for various feature selection methods (In %).
Algorithm | WO | SCA | PSO | JA | HHO | GWO | GA | FPO | FA | DE | CSA | BA | MI |
---|---|---|---|---|---|---|---|---|---|---|---|---|---|
Random forest | 86 | 86 | 84 | 89 | 91 | 84 | 89 | 88 | 86 | 85 | 83 | 92 | 94 |
Logistic regression | 84 | 78 | 82 | 86 | 87 | 82 | 85 | 85 | 87 | 84 | 84 | 86 | 88 |
Decision Tree | 79 | 83 | 77 | 89 | 84 | 83 | 85 | 78 | 81 | 77 | 74 | 88 | 85 |
KNN | 74 | 84 | 79 | 80 | 79 | 79 | 82 | 77 | 81 | 79 | 77 | 79 | 79 |
Adaboost | 79 | 88 | 76 | 89 | 92 | 85 | 89 | 87 | 86 | 84 | 84 | 91 | 94 |
Catboost | 87 | 89 | 80 | 91 | 94 | 85 | 90 | 88 | 86 | 88 | 83 | 91 | 96 |
Lightgbm | 86 | 86 | 81 | 91 | 91 | 85 | 86 | 87 | 85 | 84 | 82 | 90 | 94 |
Xgboost | 84 | 87 | 84 | 91 | 93 | 85 | 87 | 86 | 86 | 85 | 85 | 90 | 95 |
Stacking | 84 | 83 | 81 | 87 | 81 | 85 | 86 | 86 | 87 | 85 | 82 | 90 | 93 |
Hard-voting | 88 | 85 | 82 | 91 | 86 | 86 | 85 | 90 | 84 | 80 | 88 | 93 | 95 |
Soft-voting | 87 | 83 | 81 | 90 | 86 | 86 | 85 | 90 | 84 | 80 | 87 | 91 | 94 |