Table 2. Baseline model comparison... | Emerald Publishing

Table 2.

Baseline model comparison across sampling ratios

Metric	Model	10%	50%	100%
Precision	XGB	0.902	0.909	0.912
	LR	0.462	0.462	0.437
	HF	0.187	0.263	0.255
AUC	XGB	0.946	0.957	0.964
	LR	0.712	0.765	0.799
	HF	0.616	0.704	0.754
Recall	XGB	0.580	0.575	0.570
	LR	0.127	0.133	0.131
	HF	0.069	0.081	0.080
F1	XGB	0.683	0.681	0.679
	LR	0.171	0.177	0.175
	HF	0.090	0.109	0.107

Metric	Model	10%	50%	100%
Precision	XGB	0.902	0.909	0.912
	LR	0.462	0.462	0.437
	HF	0.187	0.263	0.255
AUC	XGB	0.946	0.957	0.964
	LR	0.712	0.765	0.799
	HF	0.616	0.704	0.754
Recall	XGB	0.580	0.575	0.570
	LR	0.127	0.133	0.131
	HF	0.069	0.081	0.080
F1	XGB	0.683	0.681	0.679
	LR	0.171	0.177	0.175
	HF	0.090	0.109	0.107

Note(s):

Values represent averages across 48 CPV-year combinations (12 categories × 4 years)