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. Author manuscript; available in PMC: 2019 Dec 19.
Published in final edited form as: Biom J. 2019 Mar 25;61(4):1020–1032. doi: 10.1002/bimj.201800275

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.

* Relative bias %=(β^ββ)×100%.