TABLE 3.
Imputation of two censored covariates based on Cox proportional hazards model
X1 | X2 | ||||||||||
---|---|---|---|---|---|---|---|---|---|---|---|
Size | Method | Bias* | SE | ESE | MSE | CP | Bias* | SE | ESE | MSE | CP |
250 | (1a) Light censoring (25% censoring) | ||||||||||
Full | 0.808 | 0.254 | 0.254 | 0.065 | 0.963 | 0.004 | 0.129 | 0.129 | 0.017 | 0.963 | |
CC | 0.014 | 0.477 | 0.504 | 0.228 | 0.957 | 0.004 | 0.412 | 0.450 | 0.170 | 0.949 | |
CI | 0.009 | 0.301 | 0.502 | 0.091 | 0.950 | 0.004 | 0.174 | 0.220 | 0.030 | 0.960 | |
CI-B | 0.009 | 0.2911 | 0.311 | 0.085 | 0.960 | 0.004 | 0.178 | 0.191 | 0.032 | 0.949 | |
(1b) Heavy censoring (50% censoring) | |||||||||||
Full | 0.008 | 0.254 | 0.254 | 0.065 | 0.963 | 0.004 | 0.129 | 0.129 | 0.017 | 0.963 | |
CC | 0.039 | 1.070 | 1.205 | 1.146 | 0.925 | 0.094 | 1.103 | 1.224 | 1.225 | 0.921 | |
CI | 0.010 | 0.380 | 0.432 | 0.145 | 0.950 | 0.007 | 0.271 | 0.413 | 0.073 | 0.960 | |
CI-B | 0.010 | 0.399 | 0.415 | 0.159 | 0.957 | 0.007 | 0.271 | 0.300 | 0.073 | 0.949 | |
500 | (2a) Light censoring (25% censoring) | ||||||||||
Full | 0.004 | 0.179 | 0.182 | 0.032 | 0.964 | 0.003 | 0.091 | 0.092 | 0.008 | 0.968 | |
CC | 0.013 | 0.330 | 0.336 | 0.109 | 0.964 | 0.004 | 0.268 | 0.261 | 0.072 | 0.967 | |
CI | 0.004 | 0.200 | 0.353 | 0.040 | 0.954 | 0.003 | 0.116 | 0.171 | 0.013 | 0.967 | |
CI-B | 0.004 | 0.216 | 0.222 | 0.047 | 0.964 | 0.003 | 0.137 | 0.142 | 0.019 | 0.950 | |
(2b) Heavy censoring (50% censoring) | |||||||||||
Full | 0.004 | 0.179 | 0.182 | 0.032 | 0.964 | 0.003 | 0.091 | 0.092 | 0.008 | 0.968 | |
CC | 0.028 | 0.722 | 0.755 | 0.522 | 0.944 | 0.009 | 0.706 | 0.749 | 0.499 | 0.954 | |
CI | 0.006 | 0.256 | 0.306 | 0.066 | 0.950 | 0.005 | 0.168 | 0.288 | 0.028 | 0.964 | |
CI-B | 0.006 | 0.268 | 0.295 | 0.072 | 0.951 | 0.005 | 0.191 | 0.222 | 0.037 | 0.950 | |
750 | (3a) Light censoring (25% censoring) | ||||||||||
Full | 0.004 | 0.144 | 0.149 | 0.021 | 0.965 | 0.002 | 0.072 | 0.071 | 0.005 | 0.968 | |
CC | 0.013 | 0.268 | 0.285 | 0.072 | 0.964 | 0.003 | 0.216 | 0.224 | 0.047 | 0.967 | |
CI | 0.004 | 0.160 | 0.183 | 0.026 | 0.960 | 0.003 | 0.092 | 0.209 | 0.008 | 0.955 | |
CI-B | 0.004 | 0.168 | 0.183 | 0.028 | 0.964 | 0.003 | 0.094 | 0.121 | 0.008 | 0.955 | |
(3b) Heavy censoring (50% censoring) | |||||||||||
Full | 0.004 | 0.144 | 0.149 | 0.021 | 0.965 | 0.002 | 0.072 | 0.071 | 0.005 | 0.968 | |
CC | 0.009 | 0.580 | 0.590 | 0.336 | 0.960 | 0.007 | 0.551 | 0.594 | 0.304 | 0.954 | |
CI | 0.005 | 0.204 | 0.245 | 0.042 | 0.960 | 0.007 | 0.130 | 0.244 | 0.017 | 0.964 | |
CI-B | 0.005 | 0.210 | 0.230 | 0.044 | 0.957 | 0.007 | 0.143 | 0.175 | 0.020 | 0.951 |
Note. Full = full data; CC = complete-case; CI = conditional imputation; CI-B = CI with bootstrap; SE = (model-based) standard error; ESE = empirical standard error; CP = estimated coverage probability of 95% confidence intervals.
* .