Table 2.
α1 and Scenario | Error Deviation (σδ) | Model Using SIMEX-Corrected , |
|||||||||||||
---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
Direct Correction |
Indirect Correction |
||||||||||||||
Bias |
Relative MSEb |
MCSE |
95% Bootstrap Coveragec | Bias |
Relative MSEb |
MCSE |
95% Bootstrap Coveragec | ||||||||
β1 | β2 | β1 | β2 | β1 | β2 | (β1, β2) | β1 | β2 | β1 | β2 | β1 | β2 | (β1, β2) | ||
0.50 | |||||||||||||||
1 | 0.25 | −0.003 | 0.009 | 1.000 | 1.000 | 0.097 | 0.107 | 0.923, 0.970 | −0.006 | 0.007 | 1.000 | 1.000 | 0.097 | 0.107 | 0.927, 0.970 |
2 | 1.25 | 0.187 | 0.154 | 0.263 | 0.552 | 0.112 | 0.114 | 0.600, 0.760 | 0.158 | 0.145 | 0.218 | 0.507 | 0.118 | 0.117 | 0.717, 0.793 |
0.75 | |||||||||||||||
3 | 0.25 | 0.008 | 0.013 | 1.000 | 0.950 | 0.126 | 0.137 | 0.907, 0.933 | −0.001 | 0.008 | 1.000 | 0.950 | 0.127 | 0.138 | 0.913, 0.933 |
4 | 1.25 | 0.249 | 0.213 | 0.240 | 0.565 | 0.127 | 0.141 | 0.527, 0.650 | 0.162 | 0.189 | 0.151 | 0.522 | 0.150 | 0.158 | 0.783, 0.720 |
Abbreviations: MCSE, Monte Carlo standard error; MSE, mean squared error; SIMEX, simulation-extrapolation.
a A sample size of n = 1,000 was used for all simulations.
b MSEs are relative to those computed using a naive model including an error-prone L* with an identical parameter set.
c Bootstrap coverage was computed using the nonparametric bootstrap percentiles approach.