Table III.
Model A |
Model B |
||||
---|---|---|---|---|---|
Per cent missing | Method† | FLD* | LR | FLD | LR |
0 | COMP | 0.0455 (0.0315) | 0.0479 (0.0343) | 0.0585 (0.0499) | 0.0585 (0.0496) |
10 | COBS | 0.0481 (0.0367) | 0.0505 (0.0608) | 0.0667 (0.0616) | 0.0660 (0.0549) |
SS | 0.0466 (0.0385) | 0.0482 (0.0378) | 0.0881 (0.0745) | 0.0847 (0.0709) | |
CS | 0.0469 (0.0457) | 0.0560 (0.0584) | 0.0736 (0.0658) | 0.0811 (0.0722) | |
MI-1 | 0.0461 (0.0371) | 0.0502 (0.0397) | 0.0735 (0.0694) | 0.0711 (0.0622) | |
MI-10 | 0.0427 (0.0337) | 0.0469 (0.0370) | 0.0721 (0.0625) | 0.0720 (0.0613) | |
25 | COBS | 0.0488 (0.0462) | 0.0553 (0.0473) | 0.0851 (0.0663) | 0.0861 (0.0636) |
SS | 0.0522 (0.0501) | 0.0550 (0.0529) | 0.1171 (0.0567) | 0.1164 (0.0636) | |
CS | 0.0655 (0.0732) | 0.0920 (0.0809) | 0.1061 (0.0815) | 0.1211 (0.0850) | |
MI-1 | 0.0569 (0.0562) | 0.0599 (0.0668) | 0.1094 (0.0830) | 0.1139 (0.0833) | |
MI-10 | 0.0502 (0.0480) | 0.0556 (0.0522) | 0.0948 (0.0652) | 0.1011 (0.0747) | |
40 | COBS | 0.0810 (0.0618) | 0.0854 (0.0713) | 0.1210 (0.0852) | 0.1535 (0.0691) |
SS | 0.0789 (0.0697) | 0.0845 (0.0736) | 0.1534 (0.0621) | 0.1632 (0.0767) | |
CS | 0.1251 (0.1005) | 0.1468 (0.0807) | 0.1452 (0.0901) | 0.1664 (0.0854) | |
MI-1 | 0.9470 (0.0807) | 0.1053 (0.0962) | 0.1612 (0.0982) | 0.1701 (0.1078) | |
MI-10 | 0.0838 (0.0813) | 0.1040 (0.0915) | 0.1378 (0.0766) | 0.1502 (0.0924) |
FLD, reduction in full exponential likelihood deviance statistic; LR, two-sample log rank statistic.
COMP, full simulated data; COBS, completely observed cases only; SS, surrogate splitting; CS, Conversano and Siciliano's single imputation; MI-1, multiple imputation with one draw of normal error; and MI-10, multiple imputation with 10 draws of normal error.