Table I.
Three-level Random Intercept Model |
Three-level Mixed-effects Location Scale Model |
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Parameters | True Value | EST | SE* | Bias | SB | RMSE | 95% COV | AW | EST | SE* | Bias | SB | RMSE | 95% COV | AW |
β0 : (Intercept) | 6.90 | 6.899 | 0.06 | -0.0012 | -2.16 | 0.06 | 95.9 | 0.23 | 6.899 | 0.06 | -0.0011 | -1.99 | 0.06 | 95.8 | 0.23 |
β1 : (X1) | -0.40 | -0.400 | 0.03 | 0.0002 | 0.80 | 0.03 | 95.4 | 0.11 | -0.400 | 0.02 | 0.0003 | 1.13 | 0.02 | 94.5 | 0.10 |
β2 : (X2) | 0.20 | 0.200 | 0.01 | 0.0001 | 0.50 | 0.01 | 95.5 | 0.06 | 0.200 | 0.01 | 0.0001 | 0.84 | 0.01 | 95.8 | 0.06 |
β3 : (X3) | 0.60 | 0.603 | 0.08 | 0.0031 | 3.66 | 0.08 | 94.8 | 0.32 | 0.604 | 0.08 | 0.0037 | 4.41 | 0.08 | 94.3 | 0.32 |
λ0 : (Intercept) | 0.20 | 0.194 | 0.08 | -0.0056 | -7.34 | 0.08 | 96.2 | 0.30 | 0.186 | 0.08 | -0.0136 | -17.90 | 0.08 | 96.1 | 0.30 |
λ1 : (X3) | -0.10 | -0.100 | 0.11 | 0.0002 | 0.19 | 0.11 | 94.4 | 0.42 | |||||||
α0 : (Intercept) | -1.20 | -1.136 | 0.08 | 0.0641 | 77.06 | 0.10 | 82.3 | 0.29 | -1.199 | 0.07 | 0.0011 | 1.62 | 0.07 | 95.2 | 0.28 |
α1 : (X2) | -0.10 | -0.102 | 0.06 | -0.0019 | -3.11 | 0.06 | 94.2 | 0.24 | |||||||
α2 : (X3) | -0.40 | -0.404 | 0.10 | -0.0037 | -3.68 | 0.10 | 94.4 | 0.38 | |||||||
τ0 : (Intercept) | 0.40 | 0.635 | 0.04 | 0.2351 | 644.84 | 0.24 | 0.0 | 0.06 | 0.398 | 0.04 | -0.0015 | -4.26 | 0.04 | 94.8 | 0.14 |
τ1 : (X1) | 0.10 | 0.099 | 0.03 | -0.0007 | -2.44 | 0.03 | 96.4 | 0.13 | |||||||
τ2 : (X2) | -0.10 | -0.100 | 0.01 | -0.0002 | -1.32 | 0.01 | 94.7 | 0.05 | |||||||
τ3 : (X3) | -0.20 | -0.200 | 0.04 | -0.0004 | -0.89 | 0.04 | 95.6 | 0.18 | |||||||
0.30 | 0.289 | 0.03 | -0.0106 | -38.36 | 0.03 | 91.0 | 0.11 | ||||||||
σ ν ω | 0.15 | 0.151 | 0.04 | 0.0011 | 2.88 | 0.04 | 94.2 | 0.14 | |||||||
-2LogL | 41338.5 | 40326.8 | |||||||||||||
# of converged solutions | 999 | 975 |
Estimated standard errors are based on the distribution of the 999 or 975 parameter estimates from the random-intercept model or mixed-effects location scale model, respectively.