n = 250; Missingness Proportion = 0.1 | n = 250; Missingness Proportion = 0.3 | |||||||||||
β1 | β2 | β3 | β4 | β5 | β1 | β2 | β3 | β4 | β5 | |||
COMPLETE | MEAN BIAS | Unconditional MLE | −0.033774 | −0.338095 | 0.1962007 | 0.0212008 | 0.3798605 | −0.106748 | −0.109786 | 0.0455062 | 0.0197634 | 0.1412802 |
Conditional MLE | −0.031226 | −0.339734 | 0.1981616 | 0.0236182 | 0.3813705 | −0.104002 | −0.111927 | 0.0478644 | 0.0221668 | 0.1433672 | ||
RMSE | Unconditional MLE | 0.1686476 | 0.6090461 | 0.3114705 | 0.2138064 | 0.4685767 | 0.1755561 | 0.4067052 | 0.13352 | 0.1034421 | 0.2222687 | |
Conditional MLE | 0.1677631 | 0.6088706 | 0.3122318 | 0.2135 | 0.4694655 | 0.1735325 | 0.4063504 | 0.1340535 | 0.1036447 | 0.2233176 | ||
β1 | β2 | β3 | β4 | β5 | β1 | β2 | β3 | β4 | β5 | |||
MICE Scenario S1 | MEAN BIAS | Unconditional MLE | 0.1028953 | −0.505525 | 0.4068535 | 0.0889948 | 0.3423036 | 0.2704451 | −0.494219 | 0.458424 | 0.3653706 | 0.2217551 |
Conditional MLE | 0.1050316 | −0.506706 | 0.4082471 | 0.0911703 | 0.3438477 | 0.272087 | −0.495332 | 0.4596349 | 0.3667752 | 0.2234763 | ||
RMSE | Unconditional MLE | 0.1958269 | 0.6939537 | 0.4962603 | 0.1979744 | 0.42408 | 0.2815245 | 0.5410733 | 0.4780227 | 0.3752274 | 0.2853882 | |
Conditional MLE | 0.1966131 | 0.6940114 | 0.4970059 | 0.1985627 | 0.4250075 | 0.2830576 | 0.5419056 | 0.4790938 | 0.3765496 | 0.286484 | ||
β1 | β2 | β3 | β4 | β5 | β1 | β2 | β3 | β4 | β5 | |||
MICE Scenario S2 | MEAN BIAS | Unconditional MLE | 0.1291901 | −0.492033 | 0.4363771 | 0.1278418 | 0.302608 | 0.22545 | −0.307334 | 0.5329577 | 0.3443494 | 0.3621379 |
Conditional MLE | 0.1312643 | −0.493249 | 0.4376999 | 0.1299188 | 0.3042428 | 0.2271924 | −0.308922 | 0.5339932 | 0.3458157 | 0.3635396 | ||
RMSE | Unconditional MLE | 0.2324665 | 0.6988569 | 0.4736992 | 0.2033485 | 0.4062817 | 0.2693463 | 0.437152 | 0.5613183 | 0.3627137 | 0.3620414 | |
Conditional MLE | 0.2332313 | 0.6988575 | 0.4747516 | 0.2043669 | 0.407102 | 0.2706187 | 0.4377978 | 0.5621783 | 0.3640218 | 0.3733636 | ||
β1 | β2 | β3 | β4 | β5 | β1 | β2 | β3 | β4 | β5 | |||
SFB | MEAN BIAS | Unconditional MLE | 0.0109037 | −0.380619 | 0.2890443 | 0.0321049 | 0.3811126 | −0.018110 | −0.249828 | 0.1437004 | 0.032043 | 0.2542767 |
Conditional MLE | 0.0132911 | −0.382121 | 0.290744 | 0.0344481 | 0.3825821 | −0.015741 | −0.251541 | 0.1457413 | 0.0342991 | 0.2560121 | ||
RMSE | Unconditional MLE | 0.1713281 | 0.6413936 | 0.4161804 | 0.2355166 | 0.464298 | 0.1907921 | 0.8706938 | 0.1615806 | 0.1253551 | 0.3311532 | |
Conditional MLE | 0.1710827 | 0.6412323 | 0.4168407 | 0.235269 | 0.4651764 | 0.1901571 | 0.869403 | 0.16331 | 0.1256505 | 0.3321965 |