Table 4.
95% confidence interval coverage (95CI) and Type-I error rate (TE) of Wald test in a three class LC model for testing H0 : β1= 0, where β1= 0, β2= 0, pr(X1=1)=0.5 and pr(X2=1)=0.5 for 1:1 matched study with n=200, 1000 simulations.
CCA |
MI |
EM |
LLMI |
LCMI-2 |
LCMI-3 |
LCMI-4 |
||||||||
---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
95CI | TE | 95CI | TE | 95CI | TE | 95CI | TE | 95CI | TE | 95CI | TE | 95CI | TE | |
Pr(Missing=10%) | ||||||||||||||
MCARa | 0.94 | 0.04 | 0.94 | 0.04 | 0.91 | 0.07 | 0.94 | 0.05 | 0.95 | 0.04 | 0.95 | 0.03 | 0.95 | 0.04 |
MAR(Y)b | 0.93 | 0.05 | 0.94 | 0.04 | 0.92 | 0.07 | 0.94 | 0.05 | 0.95 | 0.04 | 0.95 | 0.03 | 0.95 | 0.02 |
MAR(X2)c | 0.94 | 0.03 | 0.95 | 0.05 | 0.91 | 0.08 | 0.94 | 0.05 | 0.96 | 0.04 | 0.96 | 0.03 | 0.95 | 0.03 |
MAR(Y,X2)d | 0.94 | 0.05 | 0.94 | 0.03 | 0.90 | 0.08 | 0.95 | 0.03 | 0.94 | 0.04 | 0.95 | 0.03 | 0.96 | 0.04 |
MNAR(X1)e | 0.95 | 0.04 | 0.94 | 0.03 | 0.91 | 0.06 | 0.96 | 0.04 | 0.96 | 0.03 | 0.95 | 0.02 | 0.95 | 0.03 |
MNAR(X1,X2)f | 0.95 | 0.04 | 0.95 | 0.04 | 0.91 | 0.07 | 0.94 | 0.05 | 0.95 | 0.05 | 0.96 | 0.03 | 0.96 | 0.03 |
MNAR(X1,Y)g | 0.95 | 0.04 | 0.95 | 0.04 | 0.91 | 0.06 | 0.96 | 0.03 | 0.96 | 0.04 | 0.96 | 0.03 | 0.97 | 0.03 |
Pr(Missing=30%) | ||||||||||||||
MCARa | 0.95 | 0.06 | 0.95 | 0.06 | 0.83 | 0.15 | 0.96 | 0.05 | 0.96 | 0.06 | 0.95 | 0.04 | 0.95 | 0.05 |
MAR(Y)b | 0.95 | 0.03 | 0.93 | 0.06 | 0.84 | 0.18 | 0.95 | 0.05 | 0.94 | 0.05 | 0.95 | 0.04 | 0.94 | 0.04 |
MAR(X2)c | 0.94 | 0.05 | 0.94 | 0.05 | 0.79 | 0.18 | 0.95 | 0.04 | 0.95 | 0.04 | 0.95 | 0.03 | 0.95 | 0.03 |
MAR(Y,X2)d | 0.95 | 0.07 | 0.95 | 0.05 | 0.83 | 0.18 | 0.93 | 0.06 | 0.94 | 0.05 | 0.94 | 0.04 | 0.92 | 0.05 |
MNAR(X1)e | 0.95 | 0.04 | 0.96 | 0.04 | 0.83 | 0.19 | 0.96 | 0.05 | 0.96 | 0.04 | 0.97 | 0.03 | 0.96 | 0.03 |
MNAR(X1,X2)f | 0.96 | 0.04 | 0.95 | 0.04 | 0.84 | 0.16 | 0.95 | 0.04 | 0.96 | 0.05 | 0.97 | 0.04 | 0.96 | 0.03 |
MNAR(X1,Y)g | 0.92 | 0.07 | 0.93 | 0.07 | 0.78 | 0.20 | 0.93 | 0.08 | 0.92 | 0.07 | 0.91 | 0.08 | 0.92 | 0.08 |
Pr(Missing=50%) | ||||||||||||||
MCARa | 0.96 | 0.05 | 0.94 | 0.06 | 0.74 | 0.27 | 0.93 | 0.06 | 0.95 | 0.05 | 0.95 | 0.05 | 0.93 | 0.07 |
MAR(Y)b | 0.97 | 0.03 | 0.94 | 0.08 | 0.73 | 0.32 | 0.92 | 0.07 | 0.93 | 0.06 | 0.94 | 0.05 | 0.93 | 0.06 |
MAR(X2)c | 0.96 | 0.04 | 0.93 | 0.06 | 0.70 | 0.28 | 0.91 | 0.04 | 0.93 | 0.06 | 0.94 | 0.05 | 0.94 | 0.05 |
MAR(Y,X2)d | 0.96 | 0.05 | 0.94 | 0.05 | 0.71 | 0.25 | 0.91 | 0.05 | 0.93 | 0.06 | 0.93 | 0.05 | 0.93 | 0.06 |
MNAR(X1)e | 0.97 | 0.03 | 0.93 | 0.07 | 0.73 | 0.30 | 0.94 | 0.06 | 0.94 | 0.05 | 0.94 | 0.04 | 0.93 | 0.05 |
MNAR(X1,X2)f | 0.96 | 0.05 | 0.94 | 0.07 | 0.74 | 0.28 | 0.95 | 0.05 | 0.95 | 0.04 | 0.95 | 0.02 | 0.94 | 0.05 |
MNAR(X1,Y)g | 0.95 | 0.05 | 0.93 | 0.07 | 0.67 | 0.33 | 0.92 | 0.08 | 0.90 | 0.08 | 0.91 | 0.07 | 0.88 | 0.09 |
missing completely at random.
missing at random conditional on Y.
missing at random conditional on X2.
missing at random conditional on Y,X2.
missing not at random conditional on X1.
missing not at random conditional on X1,X2.
missing not at random conditional on X1,Y.