Table 3.

Normalized Confusion Matrices for ML Classifiers with Experiment B.

ML Algorithms	Default Hyperparameters				HPO- Grid Search Algorithm				HPO-Evolutionary GA
	TP	TN	FP	FN	TP	TN	FP	FN	TP	TN	FP	FN
DTC	0.93	0.075	0.5	0.5	0.99	0.014	0.093	0.91	0.97	0.029	0.2	0.8
RFC	0.99	0.0087	0.024	0.98	1.0	0.0038	0.016	0.98	0.99	0.002	0.017	0.98
LR	0.93	0.07	0.43	0.57	1.0	0.0	0.0	1.0	0.97	0.031	0.16	0.84
KNN	0.96	0.044	0.25	0.75	1.0	0.0025	0.0081	0.99	1.0	0.0028	0.0091	0.99
GBC	0.95	0.05	0.27	0.73	0.98	0.017	0.087	0.91	0.99	0.009	0.046	0.95
AdB	0.93	0.067	0.4	0.6	0.98	0.018	0.073	0.93	0.99	0.013	0.057	0.94
XGB	0.95	0.049	0.27	0.73	0.98	0.016	0.072	0.93	0.98	0.016	0.062	0.94
MLP	0.94	0.062	0.35	0.65	0.97	0.26	0.84	0.92	0.91	0.085	0.51	0.49