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. Author manuscript; available in PMC: 2017 May 1.
Published in final edited form as: Biom J. 2015 Dec 9;58(3):588–606. doi: 10.1002/bimj.201400256

Table 6.

Monte Carlo Simulation Results for Data Missing at Random: Y~Log-Normal Distribution and logit link for Pr(δ=1) with α0=0; N=200; Replicates=500; M=5; Missing Rate: 50%

Method Estimatea % Biasb SDc RMSEd SEe CR(%)f
FO 8.858 −0.83 2.252 2.253 1.959 87.2
CC 13.832 54.86 4.115 6.399 3.578 84.6
Wrong working models for Y (a misspecified distribution) only
CE55 8.609 −3.62 3.005 3.022 2.936 87.8
SCE55(0.10) 9.231 3.35 2.683 2.700 4.414 96.4
SCE55(0.25) 9.028 1.08 2.552 2.554 4.380 96.4
NNMI55(5,0.8,0.2) 8.873 −0.66 2.307 2.308 2.025 87.2
LMI55(0.10,0.10) 8.819 −1.26 2.382 2.385 2.037 87.0
LMI55(0.10,0.25) 8.861 −0.79 2.335 2.336 2.030 86.6
LMI55(0.25,0.10) 8.774 −1.77 2.343 2.348 2.026 87.4
LMI55(0.25,0.25) 8.834 −1.10 2.350 2.352 2.046 86.6
Wrong working model for Y (including a reduced set of predictors and a misspecified distribution) only
CE53 6.268 −29.82 2.173 3.438 2.689 74.2
SCE53(0.10) 9.247 3.53 2.680 2.698 3.886 95.8
SCE53(0.25) 9.065 1.49 2.556 2.559 3.848 95.6
NNMI53(5,0.8,0.2) 9.026 1.05 2.378 2.380 2.044 88.2
LMI53(0.10,0.10) 8.955 0.26 2.380 2.380 2.034 88.2
LMI53(0.10,0.25) 8.958 0.29 2.381 2.381 2.033 88.0
LMI53(0.25,0.10) 9.044 1.26 2.431 2.434 2.063 89.0
LMI53(0.25,0.25) 9.007 0.84 2.406 2.407 2.050 88.6
Wrong working model for both Y (a misspecified distribution) and δ (including a reduced set of predictors)
CE35 8.825 −1.20 2.519 2.521 2.352 89.0
SCE35(0.10) 10.252 14.78 3.049 3.323 4.707 97.4
SCE35(0.25) 9.792 9.63 2.950 3.073 4.623 97.0
NNMI35(5,0.8,0.2) 9.28 3.90 2.475 2.499 2.158 91.0
LMI35(0.10,0.10) 9.012 0.90 2.410 2.411 2.129 88.6
LMI35(0.10,0.25) 9.15 2.44 2.448 2.458 2.118 89.8
LMI35(0.25,0.10) 8.956 0.27 2.353 2.353 2.098 88.4
LMI35(0.25,0.25) 9.064 1.48 2.368 2.372 2.099 88.4
a

average of the 500 point estimates

b

100*(estimate- true value)/true value

c

sample standard deviation of the 500 point estimates

d

square root of mean-squared-errors

e

average of the 500 standard error estimates

f

coverage rate of the 500 95% confidence intervals