n = 50; Missingness Proportion = 0.1 | n = 50; Missingness Proportion = 0.3 | ||||||||||||
β1 | β2 | β3 | β4 | β5 | β1 | β2 | β3 | β4 | β5 | ||||
COMPLETE | MEAN BIAS | Unconditional MLE | −0.01948 | 0.9563067 | 0.076651 | −0.20602 | −0.34778 | −0.29096 | −0.82596 | 0.292075 | 0.069342 | 0.596753 | |
Conditional MLE | −0.00628 | 0.9315125 | 0.089306 | −0.19033 | −0.32975 | −0.27317 | −0.82661 | 0.301872 | 0.082179 | 0.601159 | |||
RMSE | Unconditional MLE | 0.100592 | 0.9802211 | 0.663606 | 0.325063 | 0.601057 | 0.318272 | 1.288141 | 0.343586 | 0.392112 | 0.743191 | ||
Conditional MLE | 0.097009 | 0.9553502 | 0.65524 | 0.311907 | 0.584319 | 0.300971 | 1.271672 | 0.350927 | 0.388685 | 0.743756 | |||
β1 | β2 | β3 | β4 | β5 | β1 | β2 | β3 | β4 | β5 | ||||
MICE Scenario S1 | MEAN BIAS | Unconditional MLE | 0.260258 | 0.315379 | −0.04065 | 0.077421 | −0.32268 | 0.072915 | −0.7043 | 0.437056 | 0.740201 | 0.961871 | |
Conditional MLE | 0.269598 | 0.2999076 | −0.02794 | 0.088921 | −0.30704 | 0.084884 | −0.70791 | 0.443984 | 0.743824 | 0.964775 | |||
RMSE | Unconditional MLE | 0.442549 | 0.7217758 | 0.448681 | 0.318831 | 0.423346 | 0.26687 | 0.717729 | 0.51911 | 0.854839 | 1.13552 | ||
Conditional MLE | 0.444147 | 0.708346 | 0.440965 | 0.317421 | 0.409483 | 0.266817 | 0.721077 | 0.522946 | 0.854584 | 1.089705 | |||
β1 | β2 | β3 | β4 | β5 | β1 | β2 | β3 | β4 | β5 | ||||
MICE Scenario S2 | MEAN BIAS | Unconditional MLE | 0.172859 | 0.1821702 | 0.485272 | 0.046385 | −0.22299 | −0.21347 | −0.84115 | 0.54682 | 0.455508 | 1.017005 | |
Conditional MLE | 0.182857 | 0.168391 | 0.491847 | 0.05799 | −0.20836 | −0.19687 | −0.8445 | 0.553073 | 0.463835 | 1.017086 | |||
RMSE | Unconditional MLE | 0.244211 | 0.4820251 | 0.578371 | 0.222941 | 0.559952 | 0.568807 | 0.923257 | 0.5683 | 0.888667 | 1.158646 | ||
Conditional MLE | 0.24961 | 0.4719167 | 0.581505 | 0.222594 | 0.548313 | 0.554065 | 0.923173 | 0.573325 | 0.882903 | 1.155659 | |||
β1 | β2 | β3 | β4 | β5 | β1 | β2 | β3 | β4 | β5 | ||||
SFB | MEAN BIAS | Unconditional MLE | 0.026126 | 0.555159 | −0.09357 | −0.18414 | −0.25881 | −0.41306 | −1.46703 | 1.312149 | 0.470652 | 1.607761 | |
Conditional MLE | 0.038599 | 0.5361739 | −0.07908 | −0.16905 | −0.24241 | −0.39283 | −1.45872 | 1.305119 | 0.47851 | 1.597364 | |||
RMSE | Unconditional MLE | 0.29805 | 0.6776598 | 0.736881 | 0.349123 | 0.486108 | 0.780638 | 1.741855 | 1.710453 | 0.761253 | 2.172038 | ||
Conditional MLE | 0.294392 | 0.6596904 | 0.723509 | 0.33722 | 0.47286 | 0.759586 | 1.72698 | 1.695001 | 0.75959 | 2.150167 |