n = 100; Missingness Proportion = 0.1 | n = 100; Missingness Proportion = 0.3 | |||||||||||
β1 | β2 | β3 | β4 | β5 | β1 | β2 | β3 | β4 | β5 | |||
COMPLETE | MEAN BIAS | Unconditional MLE | −0.026545 | 0.24095968 | −0.514189 | 0.0331084 | 0.0151653 | −0.121217 | −0.042608 | −0.017225 | −0.10057 | −0.007494 |
Conditional MLE | −0.020124 | 0.2331836 | −0.504822 | 0.0392261 | 0.0213423 | −0.113572 | −0.049014 | −0.010339 | −0.093025 | −0.000911 | ||
RMSE | Unconditional MLE | 0.1903491 | 0.6246426 | 0.7734177 | 0.2703348 | 0.2503745 | 0.290803 | 0.7891205 | 0.3798074 | 0.3904801 | 0.4347148 | |
Conditional MLE | 0.1880342 | 0.6183119 | 0.7646331 | 0.2694574 | 0.2492443 | 0.2857267 | 0.7839511 | 0.3763995 | 0.3858615 | 0.4316825 | ||
β1 | β2 | β3 | β4 | β5 | β1 | β2 | β3 | β4 | β5 | |||
MICE Scenario S1 | MEAN BIAS | Unconditional MLE | 0.2516552 | −0.1866761 | 0.0728258 | 0.198762 | 0.1076809 | 0.3508914 | −0.344938 | 0.3547572 | 0.6271577 | 0.0110344 |
Conditional MLE | 0.2560313 | −0.1912559 | 0.0781992 | 0.2034946 | 0.1129867 | 0.3547193 | −0.348851 | 0.3585348 | 0.6293101 | −0.005292 | ||
RMSE | Unconditional MLE | 0.2683889 | 0.5899517 | 0.4640846 | 0.241681 | 0.4630161 | 0.4446144 | 0.6090167 | 0.4263495 | 0.6553556 | 0.4012151 | |
Conditional MLE | 0.2722989 | 0.5882402 | 0.4620065 | 0.2450236 | 0.4615298 | 0.4465738 | 0.608885 | 0.4287747 | 0.6571148 | 0.3986212 | ||
β1 | β2 | β3 | β4 | β5 | β1 | β2 | β3 | β4 | β5 | |||
MICE Scenario S2 | MEAN BIAS | Unconditional MLE | 0.2494054 | −0.2407727 | 0.1914832 | 0.1928121 | 0.0773211 | 0.167047 | −0.600057 | 0.3503351 | 0.6186948 | 0.3321584 |
Conditional MLE | 0.2538035 | −0.2450332 | 0.1961337 | 0.1976235 | 0.4885013 | 0.1719428 | −0.602205 | 0.3539004 | 0.6209644 | 0.3360003 | ||
RMSE | Unconditional MLE | 0.2671482 | 0.7220803 | 0.4666194 | 0.2830729 | 0.0828817 | 0.295708 | 0.6825274 | 0.4383071 | 0.7377291 | 0.5565751 | |
Conditional MLE | 0.2711105 | 0.7198476 | 0.4660972 | 0.2853809 | 0.4864855 | 0.2971254 | 0.6835531 | 0.4403339 | 0.7383632 | 0.5568191 | ||
β1 | β2 | β3 | β4 | β5 | β1 | β2 | β3 | β4 | β5 | |||
SFB | MEAN BIAS | Unconditional MLE | 0.2067982 | −0.2604658 | −0.02578 | 0.0550596 | −0.022355 | 0.0145467 | −0.628817 | −0.111558 | 0.2182149 | 0.1355094 |
Conditional MLE | 0.2114806 | −0.2646177 | −0.019777 | 0.0607217 | −0.016193 | 0.0204732 | 0.6309121 | −0.105140 | 0.2230226 | 0.1407483 | ||
RMSE | Unconditional MLE | 0.2349832 | 0.7415248 | 0.387904 | 0.1675892 | 0.4943286 | 0.3062883 | 0.958299 | 0.3021251 | 0.4577116 | 0.595593 | |
Conditional MLE | 0.2388453 | 0.7391579 | 0.3850371 | 0.168586 | 0.4909875 | 0.3044948 | 0.9566361 | 0.2984249 | 0.4577738 | 0.5935283 |