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

Table 2:

Results from Scenario 2 (n=5,000 and and 74% 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 −19.870 −20.374 32.168 20.748
MCSDa 0.045 0.093 0.064 0.122
ASEb 0.043 0.090 0.063 0.122
CPc 0.375 0.388 0.279 0.875
MICE % Bias −9.884 −11.248 −26.093 −26.087
MCSDa 0.044 0.083 0.041 0.074
ASEb 0.057 0.105 0.042 0.076
CPc 0.931 0.866 0.216 0.647
SIPW % Bias 0.408 0.256 0.405 −0.656
MCSDa 0.058 0.118 0.068 0.126
ASEb 0.056 0.117 0.068 0.125
CPc 0.937 0.941 0.949 0.950

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