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. 2020 Nov 11;12(Suppl1):20190013. doi: 10.1515/scid-2019-0013

Table 3:

Results from Scenario 3 (n=20,000 and and 87% missingness) based on the naïve complete case analysis (CC), the multiple imputation by chained equations approach (MICE), and the proposed sieve inverse probability weighting approach (SIPW).

Analysis Event 1 Event 2
βˆ11 βˆ21 βˆ12 βˆ22
CC % Bias −22.842 −21.349 36.646 37.663
MCSDa 0.030 0.064 0.047 0.092
ASEb 0.029 0.064 0.046 0.092
CPc 0.028 0.091 0.019 0.473
MICE % Bias −9.713 −11.929 −30.823 −31.537
MCSDa 0.032 0.063 0.027 0.050
ASEb 0.042 0.077 0.028 0.050
CPc 0.873 0.780 0.011 0.276
SIPW % Bias −0.376 −0.546 0.467 0.269
MCSDa 0.043 0.092 0.052 0.098
ASEb 0.042 0.090 0.053 0.097
CPc 0.947 0.938 0.949 0.942

aMonte Carlo standard deviation of the estimates. bAverage of the standard error estimates. cEmpirical coverage probability.