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. Author manuscript; available in PMC: 2021 Jan 1.
Published in final edited form as: J Comput Graph Stat. 2019 Jul 2;29(1):1–12. doi: 10.1080/10618600.2019.1617159

Table 2.

Summary of simulation results for Scenario 2 under MNAR. Values shown are averages over repeat sampling, with numerical Monte Carlo standard errors in parentheses. CI width and coverage are based on 95% credible intervals. The values of E(τ˜), –0.25, 0, 0.25 and 0.5, correspond to prior specifications Unif(−0.75, 0.25), Unif(−0.5, 0.5), Unif(−0.25, 0.75) and Unif(0,1), respectively.

Model E(τ˜) Bias CI width CI coverage MSE
GP −0.25 −0.024(0.011) 1.032(0.005) 0.957(0.009) 0.133(0.004)
0 0.065(0.011) 1.050(0.005) 0.949(0.010) 0.140(0.004)
0.25 0.157(0.011) 1.069(0.005) 0.909(0.012) 0.165(0.005)
0.5 0.256(0.011) 1.091(0.005) 0.851(0.015) 0.210(0.007)
LM −0.25 0.156(0.011) 1.122(0.005) 0.918(0.012) 0.170(0.005)
0 0.271(0.011) 1.146(0.005) 0.866(0.015) 0.223(0.007)
0.25 0.389(0.011) 1.170(0.005) 0.755(0.019) 0.307(0.009)
0.5 0.513(0.011) 1.199(0.005) 0.626(0.021) 0.424(0.012)
LM– −0.25 0.222(0.010) 1.215(0.005) 0.909(0.012) 0.204(0.006)
0 0.352(0.010) 1.237(0.005) 0.842(0.016) 0.284(0.008)
0.25 0.487(0.010) 1.266(0.006) 0.710(0.020) 0.403(0.011)
0.5 0.626(0.011) 1.300(0.005) 0.528(0.022) 0.567(0.014)
DPM −0.25 0.077(0.011) 1.275(0.006) 0.979(0.006) 0.178(0.004)
0 0.185(0.011) 1.289(0.006) 0.954(0.009) 0.210(0.005)
0.25 0.298(0.011) 1.308(0.007) 0.884(0.014) 0.269(0.008)
0.5 0.415(0.012) 1.332(0.007) 0.795(0.018) 0.358(0.010)
DPM– −0.25 0.179(0.011) 1.167(0.006) 0.932(0.011) 0.184(0.005)
0 0.304(0.011) 1.197(0.006) 0.851(0.016) 0.252(0.008)
0.25 0.435(0.011) 1.234(0.006) 0.712(0.020) 0.357(0.011)
0.5 0.571(0.012) 1.278(0.006) 0.579(0.022) 0.504(0.014)