From: Missing data approaches for probability regression models with missing outcomes with applications
b 0 | b 1 | θ | |||||||||||||
---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
n | Bias | SSE | ESE | CP | Bias | SSE | ESE | CP | Bias | SSE | ESE | CP | |||
Model 3 | |||||||||||||||
50 | IPW | .0081 | .1609 | .1502 | .949 | -.0034 | .5535 | .2790 | .954 | -.0116 | .2592 | .2400 | .963 | ||
AIPW | -.0070 | .1543 | .1486 | .950 | -.0134 | .2715 | .2690 | .958 | -.0185 | .2364 | .2330 | .955 | |||
CC | .0230 | .1529 | .1504 | .938 | .0798 | .5441 | .2835 | .940 | .0648 | .2367 | .2414 | .952 | |||
100 | IPW | -.0052 | .1145 | .1077 | .948 | -.0001 | .2073 | .2014 | .959 | .0030 | .1789 | .1724 | .948 | ||
AIPW | -.0124 | .1077 | .1041 | .947 | -.0085 | .1869 | .1840 | .957 | .0050 | .1636 | .1606 | .948 | |||
CC | .0221 | .1074 | .1054 | .939 | .1023 | .1830 | .1937 | .924 | .0828 | .1625 | .1664 | .915 | |||
300 | IPW | -.0011 | .0617 | .0614 | .951 | -.0044 | .1176 | .1157 | .952 | .0019 | .1009 | .0993 | .953 | ||
AIPW | -.0023 | .0582 | .0588 | .956 | -.0051 | .1056 | .1036 | .954 | .0022 | .0936 | .0910 | .944 | |||
CC | .0295 | .0577 | .0596 | .924 | .1051 | .1070 | .1095 | .824 | .0823 | .0925 | .0946 | .861 | |||
500 | IPW | .0018 | .0451 | .0473 | .958 | -.0037 | .0853 | .0895 | .958 | -.0069 | .0765 | .0767 | .945 | ||
AIPW | .0009 | .0430 | .0452 | .957 | -.0032 | .0793 | .0798 | .947 | -.0066 | .0689 | .0702 | .951 | |||
CC | .0317 | .0429 | .0459 | .903 | .1077 | .0788 | .0844 | .763 | .0737 | .0704 | .0730 | .839 | |||
800 | IPW | -.0006 | .0374 | .0375 | .951 | -.0030 | .0671 | .0708 | .962 | .0004 | .0617 | .0605 | .946 | ||
AIPW | -.0003 | .0362 | .0358 | .949 | -.0031 | .0623 | .0631 | .954 | -.0012 | .0577 | .0554 | .935 | |||
CC | .0315 | .0353 | .0364 | .863 | .1065 | .0630 | .0667 | .633 | .0786 | .0568 | .0576 | .721 | |||
Model 4 | |||||||||||||||
50 | IPW | .0053 | .1627 | .1504 | .948 | .0825 | .3531 | .2832 | .913 | -.0057 | .2736 | .2405 | .948 | ||
AIPW | -.0085 | .1549 | .1489 | .950 | -.0122 | .2746 | .2752 | .966 | -.0138 | .2395 | .2340 | .961 | |||
CC | .2295 | .2640 | .0855 | .531 | .4513 | .3805 | .1760 | .517 | .2954 | .3285 | .1409 | .536 | |||
100 | IPW | -.0050 | .1168 | .1085 | .939 | .0481 | .2350 | .2130 | .922 | .0016 | .1884 | .1761 | .940 | ||
AIPW | -.0130 | .1083 | .1043 | .943 | -.0067 | .1920 | .1885 | .950 | .0066 | .1648 | .1613 | .949 | |||
CC | .0196 | .1077 | .1063 | .943 | .2010 | .1946 | .2087 | .820 | .0900 | .1645 | .1702 | .910 | |||
300 | IPW | -.0001 | .0630 | .0624 | .945 | -.0001 | .1323 | .1311 | .955 | -.0011 | .1043 | .1038 | .946 | ||
AIPW | -.0020 | .0588 | .0588 | .951 | -.0052 | .1095 | .1059 | .952 | .0012 | .0950 | .0913 | .931 | |||
CC | .0271 | .0582 | .0601 | .930 | .2020 | .1060 | .1173 | .576 | .0894 | .0939 | .0965 | .863 | |||
500 | IPW | .0012 | .0457 | .0480 | .951 | -.0007 | .0966 | .1010 | .966 | -.0054 | .0801 | .0799 | .948 | ||
AIPW | .0006 | .0433 | .0453 | .956 | -.0010 | .0821 | .0813 | .941 | -.0059 | .0697 | .0704 | .950 | |||
CC | .0291 | .0434 | .0463 | .912 | .2047 | .0817 | .0903 | .364 | .0815 | .0711 | .0745 | .820 | |||
800 | IPW | -.0006 | .0381 | .0380 | .949 | .0004 | .0761 | .0794 | .967 | .0000 | .0636 | .0630 | .947 | ||
AIPW | -.0002 | .0362 | .0359 | .949 | -.0016 | .0640 | .0641 | .955 | -.0014 | .0574 | .0555 | .942 | |||
CC | .0288 | .0356 | .0367 | .885 | .2039 | .0644 | .0714 | .166 | .0864 | .0570 | .0588 | .673 |