Cross-Sectional Analysis of Impulse Indicator Saturation Method for Outlier Detection Estimated via Regularization Techniques with Application of COVID-19 Data

Table 3

Simulated results with different percentages of outliers with 4 SD.

20% outliers
	Gauge	Potency
SCAD	0.222	1.000
MCP	0.144	1.000
LASSO	0.611	0.967
AdaLASSO	0.189	0.933
Auto(0.05)	0.000	0.367
Auto(0.01)	0.011	0.367
10% outliers
SCAD	0.230	0.600
MCP	0.150	0.550
LASSO	0.650	0.850
AdaLASSO	0.360	0.700
Auto(0.05)	0.000	0.500
Auto(0.01)	0.000	0.500
5% outliers
SCAD	0.114	0.667
MCP	0.095	0.667
LASSO	0.657	0.867
AdaLASSO	0.352	0.667
Auto(0.05)	0.000	0.667
Auto(0.01)	0.000	0.667