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. 2020 Jul 17;15(7):e0236067. doi: 10.1371/journal.pone.0236067

Table 6. Simulations results for correlated normal and binary responses (Case 3) with UWC.

Selection	Penalty	MRME	Correct	Incorrect
n = 50
${\hat{λ}}_{G C V}$	SCAD	0.065	1.975	0.167
${\hat{λ}}_{G C V}$	LASSO	0.098	1.538	0.117
${\hat{λ}}_{B I C}$	SCAD	0.059	2.493	0.242
${\hat{λ}}_{B I C}$	LASSO	0.106	1.601	0.241
n = 100
${\hat{λ}}_{G C V}$	SCAD	0.031	1.980	0.041
${\hat{λ}}_{G C V}$	LASSO	0.059	1.578	0.057
${\hat{λ}}_{B I C}$	SCAD	0.037	2.537	0.094
${\hat{λ}}_{B I C}$	LASSO	0.063	1.700	0.079
Selection	Penalty	${\hat{β}}_{1}^{(1)}$	${\hat{β}}_{2}^{(1)}$	${\hat{β}}_{1}^{(3)}$
n = 50
${\hat{λ}}_{G C V}$	SCAD	2.998(0.153)	1.496(0.153)	0.574(0.498)
${\hat{λ}}_{G C V}$	LASSO	2.883(0.178)	1.417(0.173)	0.209(0.237)
${\hat{λ}}_{B I C}$	SCAD	2.993(0.147)	1.495(0.145)	0.287(0.464)
${\hat{λ}}_{B I C}$	LASSO	2.872(0.180)	1.407(0.181)	0.190(0.219)
n = 100
${\hat{λ}}_{G C V}$	SCAD	2.998(0.105)	1.500(0.106)	0.643(0.337)
${\hat{λ}}_{G C V}$	LASSO	2.907(0.121)	1.442(0.113)	0.256(0.211)
${\hat{λ}}_{B I C}$	SCAD	2.990(0.100)	1.499(0.097)	0.357(0.433)
${\hat{λ}}_{B I C}$	LASSO	2.894(0.126)	1.421(0.122)	0.216(0.184)