Table 3.

Average performance metrics of the 3-repeated 5-fold cross-validation strategy for different classifiers (ACC, F1, REC, and PRE values are given as percentages (%) and the ET unit is s.)

Classifier	Train		Validation
	ACC	AUC	ACC	AUC	F1	REC	PRE	ET	p-value
LR	77.60	0.85	66.60	0.71	66.20	66.55	67.40	0.76	.803
LDA	80.25	0.88	68.25	0.73	68.00	68.25	69.20	1.56	.544
GPC	99.00	1.00	73.95	0.80	73.75	73.90	74.75	3.68	$<.005$
XGBC	100.00	1.00	72.80	0.81	72.40	72.85	74.10	3.95	.017
LGBMC	99.75	1.00	75.75	0.82	75.30	75.65	77.40	1.68	$<.005$
KNN	81.95	0.90	72.85	0.77	72.50	72.75	74.05	1.05	.017
DTC	100.00	1.00	70.45	0.70	70.25	70.45	70.95	0.69	.237
ETC	100.00	1.00	63.80	0.64	63.40	63.80	64.55	0.66	.972
GNB	70.20	0.81	61.80	0.71	60.75	61.85	62.75	0.69	$>.999$
BNB	71.45	0.77	65.90	0.70	65.15	65.80	66.35	0.70	.868
SVM	74.65	0.81	68.85	0.72	67.95	68.75	70.35	1.73	.447
BC	97.90	1.00	74.15	0.80	73.80	74.30	75.25	1.42	$<.005$
ABC	85.65	0.94	70.15	0.78	69.15	70.20	72.10	3.63	.252
HGBC	99.80	1.00	74.70	0.82	74.30	74.70	76.20	13.49	$<.005$
RFC	100.00	1.00	75.00	0.82	74.65	74.95	75.95	5.77	$<.005$
GBC	96.95	0.99	69.55	0.81	68.90	69.60	70.75	3.39	.333
MLPC	97.25	1.00	75.25	0.77	75.00	75.30	76.70	28.44	$<.005$