Table 2.
True θ | Mean θ̂ | RMSE | rBias | MC SD | RDSE | Power/type I error | |||
---|---|---|---|---|---|---|---|---|---|
ζ0 | 3.00 | 3.05 | 0.05 | 0.02 | 0.077 | 0.318 | −0.76 | 1.00 | |
ζ1 | 0.50 | 0.48 | 0.02 | −0.04 | 0.018 | 0.048 | −0.62 | 1.00 | |
ζ2 | 0.50 | 0.49 | 0.01 | −0.01 | 0.018 | 0.058 | −0.69 | 1.00 | |
μ1 | 0.00 | −0.00 | 0.00 | – | 0.004 | 0.006 | −0.25 | 0.16 | |
μ2 | 0.00 | −0.00 | 0.00 | – | 0.004 | 0.005 | −0.11 | 0.12 | |
μ3 | 0.00 | −0.00 | 0.00 | – | 0.004 | 0.007 | −0.38 | 0.21 | |
λ21 | 0.70 | 0.70 | 0.00 | 0.00 | 0.003 | 0.004 | −0.11 | 1.00 | |
λ31 | 1.20 | 1.20 | 0.00 | 0.00 | 0.003 | 0.005 | −0.37 | 1.00 | |
0.50 | 0.50 | 0.00 | −0.00 | 0.004 | 0.004 | −0.02 | 1.00 | ||
0.50 | 0.50 | 0.00 | −0.00 | 0.004 | 0.004 | 0.14 | 1.00 | ||
0.50 | 0.50 | 0.00 | −0.00 | 0.004 | 0.004 | −0.07 | 1.00 | ||
0.50 | 0.48 | 0.02 | −0.04 | 0.048 | 0.123 | −0.61 | 1.00 |
% of retained cases = 96%, correlation between true and estimated bζ,i = 0.87, true θ = true value of a parameter, mean , where θ̂h = estimate of θ from the hth Monte Carlo replication M RMSE , rBias relative bias = , SE standard deviation of θ̂ across Monte Carlo runs, = average standard error estimate across Monte Carlo runs, RDSE average relative deviance of , power/type I error = 1 − the proportion of 95% confidence intervals (CIs) that contain 0 across the Monte Carlo replications.