Table 4 Precision 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	84	84	81	87	91	82	86	89	82	83	82	92	91
Logistic regression	81	75	78	81	82	79	81	84	83	81	80	83	83
Decision Tree	77	81	73	87	79	78	84	78	77	75	72	86	84
KNN	75	81	75	77	77	82	78	78	78	78	76	78	77
Adaboost	81	86	75	87	90	82	85	87	81	83	82	89	93
Catboost	86	86	76	88	92	82	86	88	82	86	82	90	94
Lightgbm	86	83	79	88	90	84	83	88	82	84	82	90	93
Xgboost	84	85	82	89	92	84	86	86	82	85	85	91	95
Stacking	86	82	80	87	80	83	84	87	84	86	83	91	92
Hard-voting	87	83	79	90	84	83	87	86	83	78	86	91	94
Soft-voting	89	82	79	89	84	83	87	84	83	78	86	90	94

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