Table 3.
No of covariates | Type | Estimate | Maximum absolute difference between estimates (×10e-6) | |||||
---|---|---|---|---|---|---|---|---|
Parameters | b0 | b1 | b2 | b3 | b4 | b5 | ||
5 | iid | 0.073 | 0.257 | 0.082 | 0.094 | 0.117 | 0.017 | |
Correlated | 0.060 | 0.229 | 0.133 | 0.061 | 0.084 | 0.158 | ||
Binary | 0.071 | 0.447 | 0.110 | 0.079 | 0.233 | 0.126 | ||
10 | iid | 0.555 | 2.050 | 0.589 | 0.162 | 0.716 | 0.740 | |
Correlated | 0.025 | 0.089 | 0.032 | 0.017 | 0.036 | 0.059 | ||
Binary | 0.023 | 0.072 | 0.025 | 0.024 | 0.027 | 0.027 | ||
15 | iid* | 0.930 | 4.340 | 0.980 | 0.807 | 1.850 | 1.510 | |
Correlated | 0.016 | 0.075 | 0.041 | 0.028 | 0.030 | 0.027 | ||
Binary | 0.049 | 0.120 | 0.034 | 0.034 | 0.042 | 0.028 | ||
20 | iid | 0.021 | 0.093 | 0.026 | 0.040 | 0.033 | 0.028 | |
Correlated | 0.041 | 0.200 | 0.087 | 0.017 | 0.094 | 0.058 | ||
Binary | 0.114 | 1.330 | 0.334 | 0.220 | 0.530 | 0.360 | ||
Std errors | se0 | se1 | se2 | se3 | se4 | se5 | ||
5 | iid | 0.017 | 0.069 | 0.020 | 0.023 | 0.031 | 0.024 | |
Correlated | 0.015 | 0.057 | 0.035 | 0.018 | 0.020 | 0.037 | ||
Binary | 0.032 | 0.206 | 0.029 | 0.019 | 0.107 | 0.032 | ||
10 | iid | 0.376 | 1.504 | 0.429 | 0.142 | 0.524 | 0.533 | |
Correlated | 0.006 | 0.019 | 0.007 | 0.005 | 0.007 | 0.015 | ||
Binary | 0.004 | 0.017 | 0.004 | 0.004 | 0.005 | 0.005 | ||
15 | iid* | 1.548 | 8.500 | 1.960 | 1.577 | 2.860 | 1.790 | |
Correlated | 0.002 | 0.018 | 0.005 | 0.003 | 0.005 | 0.004 | ||
Binary | 0.005 | 0.009 | 0.003 | 0.002 | 0.004 | 0.003 | ||
20 | iid | 0.005 | 0.025 | 0.006 | 0.002 | 0.009 | 0.008 | |
Correlated | 0.009 | 0.052 | 0.023 | 0.005 | 0.026 | 0.019 | ||
Binary | 0.073 | 1.239 | 0.301 | 0.205 | 0.514 | 0.340 |
Replicates in which complete or quasi-complete separation was detected in SAS were excluded. This occurred in less than 2.5% of replicates for all but the dataset with 15 iid covariates, in which separation was detected in 16.6% of replicates.
iid, independent identically distributed.