Table 3.
The percent (%) bias, average bootstrap standard error (ASE) for SIMEX, average model standard error (ASE) for naive, empirical standard error (ESE), mean squared error (MSE), and coverage probabilities (CP) are given for 2000 simulated data sets for the SIMEX and naive methods with exponential time and a shifted gamma distribution (mean 0) for the error term. Type 1 error is shown instead of % bias for β = 0.
β |
|
n | Method | % Bias | ASE | ESE | MSE | CP | |
---|---|---|---|---|---|---|---|---|---|
log(1.5) | 0.25 | 300 | SIMEX | −7.270 | 0.077 | 0.076 | 0.082 | 0.929 | |
Naive | −17.65 | 0.061 | 0.064 | 0.096 | 0.766 | ||||
1000 | SIMEX | −8.025 | 0.041 | 0.041 | 0.053 | 0.864 | |||
Naive | −18.33 | 0.033 | 0.034 | 0.082 | 0.379 | ||||
0.5 | 300 | SIMEX | −16.98 | 0.081 | 0.082 | 0.107 | 0.841 | ||
Naive | −30.01 | 0.060 | 0.063 | 0.137 | 0.483 | ||||
1000 | SIMEX | −17.87 | 0.043 | 0.043 | 0.084 | 0.594 | |||
Naive | −29.74 | 0.033 | 0.035 | 0.126 | 0.055 | ||||
1 | 300 | SIMEX | −27.54 | 0.084 | 0.083 | 0.139 | 0.706 | ||
Naive | −41.07 | 0.060 | 0.062 | 0.178 | 0.207 | ||||
1000 | SIMEX | −28.37 | 0.044 | 0.045 | 0.124 | 0.278 | |||
Naive | −42.45 | 0.032 | 0.034 | 0.176 | 0.003 | ||||
log(3) | 0.25 | 300 | SIMEX | −5.578 | 0.105 | 0.106 | 0.122 | 0.898 | |
Naive | −15.94 | 0.074 | 0.084 | 0.194 | 0.360 | ||||
1000 | SIMEX | −6.380 | 0.057 | 0.059 | 0.091 | 0.758 | |||
Naive | −16.55 | 0.040 | 0.047 | 0.188 | 0.017 | ||||
0.5 | 300 | SIMEX | −15.96 | 0.113 | 0.122 | 0.214 | 0.636 | ||
Naive | −27.45 | 0.070 | 0.089 | 0.314 | 0.042 | ||||
1000 | SIMEX | −17.19 | 0.062 | 0.066 | 0.200 | 0.146 | |||
Naive | −28.71 | 0.038 | 0.049 | 0.319 | 0.000 | ||||
1 | 300 | SIMEX | −29.28 | 0.117 | 0.124 | 0.345 | 0.232 | ||
Naive | −41.6 | 0.066 | 0.095 | 0.467 | 0.000 | ||||
1000 | SIMEX | −30.91 | 0.065 | 0.068 | 0.346 | 0.001 | |||
Naive | −42.43 | 0.035 | 0.049 | 0.469 | 0.000 | ||||
β |
|
n | Method | Type 1 Error | ASE | ESE | MSE | ||
| |||||||||
0 | 0.25 | 300 | SIMEX | 0.049 | 0.071 | 0.069 | 0.069 | ||
1000 | SIMEX | 0.057 | 0.037 | 0.037 | 0.037 | ||||
0.5 | 300 | SIMEX | 0.052 | 0.074 | 0.074 | 0.074 | |||
1000 | SIMEX | 0.049 | 0.039 | 0.039 | 0.039 | ||||
1 | 300 | SIMEX | 0.037 | 0.077 | 0.075 | 0.075 | |||
1000 | SIMEX | 0.056 | 0.040 | 0.041 | 0.041 |