TABLE 3.
β0 | β1 | β2 | α1 | α2 | |||||||||||
---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
Bias | MSE | NCP (%) | Bias | MSE | NCP (%) | Bias | MSE | NCP (%) | Bias | MSE | NCP (%) | Bias | MSE | NCP (%) | |
n = 500 | |||||||||||||||
Two-stage | −0.015 | 0.007 | 5.5 | −0.001 | 0.001 | 4.5 | −0.007 | 0.008 | 5.0 | 0.060 | 0.015 | 5.5 | 0.021 | 0.012 | 3.5 |
Imputation | −0.020 | 0.007 | 6.5 | −0.001 | 0.001 | 3.5 | −0.007 | 0.008 | 5.0 | 0.075 | 0.017 | 7.5 | −0.025 | 0.012 | 4.0 |
EM | −0.002 | 0.006 | 7.5 | −0.001 | 0.001 | 4.5 | −0.007 | 0.008 | 5.0 | 0.014 | 0.013 | 6.5 | 0.007 | 0.012 | 4.5 |
Bayesian | −0.004 | 0.006 | 5.5 | −0.001 | 0.001 | 3.0 | −0.001 | 0.008 | 5.0 | 0.012 | 0.012 | 5.0 | 0.002 | 0.012 | 3.5 |
n = 200 | |||||||||||||||
Two-stage | −0.001 | 0.022 | 9.5 | −0.002 | 0.002 | 6.5 | −0.026 | 0.020 | 4.5 | 0.058 | 0.034 | 4.5 | −0.007 | 0.030 | 4.0 |
Imputation | −0.008 | 0.022 | 9.5 | −0.002 | 0.002 | 6.5 | −0.026 | 0.020 | 4.5 | 0.073 | 0.035 | 7.0 | 0.001 | 0.030 | 5.0 |
EM | 0.021 | 0.016 | 6.0 | −0.002 | 0.002 | 6.0 | −0.026 | 0.020 | 4.5 | 0.011 | 0.034 | 6.5 | −0.002 | 0.031 | 6.0 |
Bayesian | 0.016 | 0.017 | 6.0 | −0.001 | 0.002 | 6.5 | −0.015 | 0.022 | 9.0 | 0.005 | 0.035 | 5.0 | −0.005 | 0.030 | 3.0 |
n = 100 | |||||||||||||||
Two-stage | −0.033 | 0.034 | 5.5 | −0.001 | 0.004 | 5.0 | −0.004 | 0.037 | 4.5 | 0.12 | 0.090 | 12 | 0.027 | 0.063 | 5.5 |
Imputation | −0.038 | 0.036 | 5.5 | −0.001 | 0.004 | 5.0 | −0.003 | 0.037 | 5.5 | 0.13 | 0.094 | 12 | 0.031 | 0.064 | 4.0 |
EM | −0.014 | 0.031 | 3.5 | −0.001 | 0.004 | 4.5 | −0.005 | 0.037 | 5.0 | 0.067 | 0.098 | 12 | 0.016 | 0.067 | 6.0 |
Bayesian | −0.001 | 0.027 | 6.0 | 0.001 | 0.003 | 8.5 | −0.009 | 0.031 | 5.5 | −0.011 | 0.070 | 5.5 | 0.024 | 0.057 | 5.5 |
MSE indicates mean square error; NCP, noncoverage probability.