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. Author manuscript; available in PMC: 2016 Apr 27.
Published in final edited form as: Biometrics. 2015 Aug 3;71(4):1150–1159. doi: 10.1111/biom.12358

Table 4.

Biases (“bias”), ratios of empirical SEs (“ratio SE”), ratios of mean estimated SEs (“ratio empSE”), and relative efficiencies (%, “rel. eff.”) of six MI methods when N = 100 and pmiss = 0.25. Ratios and relative efficiencies are calculated relative to the corresponding complete-data estimators. Each reported ratio or relative efficiency is the average over three ratios or relative efficiencies: one from each of the MCAR, MAR-A and MAR-B scenarios. Reported biases are the signed average absolute bias over these three scenarios.

βcat
βconA
bias ratio
SE
ratio
estSE
rel.
eff.
bias ratio
SE
ratio
estSE
rel.
eff.
M=1
Complete data 0.038 1.000 1.000 100.0 0.018 1.000 1.000 100.0
Match var: FCS 0.048 1.199 1.227 69.7 0.025 1.164 1.192 73.5
    Normal −0.017 1.068 1.186 88.3 0.027 1.150 1.185 75.2
    Latent norm 0.066 1.193 1.219 69.9 0.008 1.080 1.178 86.4
Match set: FCS 0.041 1.221 1.277 67.3 0.022 1.234 1.231 65.7
    Normal 0.029 1.160 1.309 74.7 0.051 1.321 1.295 55.6
    Latent norm 0.099 1.304 1.301 57.9 −0.013 1.085 1.203 85.3
M=4
Complete data −0.015 1.000 1.000 100.0 0.003 1.000 1.000 100.0
Match var: FCS −0.018 1.200 1.217 69.5 0.005 1.130 1.183 78.3
    Normal −0.065 1.099 1.184 80.3 0.008 1.124 1.176 78.9
    Latent norm −0.009 1.191 1.210 70.7 −0.008 1.073 1.172 86.6
Match set: FCS −0.037 1.157 1.213 74.3 −0.011 1.091 1.183 83.7
    Normal −0.040 1.136 1.228 76.7 0.012 1.172 1.211 72.5
    Latent norm −0.010 1.234 1.237 65.8 −0.026 1.079 1.185 83.6