Table 1.
HERS model fit comparisons with different assumed random effect distributions
Model | Log likelihood | Parameter Estimates |
Prediction |
|||
---|---|---|---|---|---|---|
BMI | Visit | Age | RMSE | |||
Fixed effects only | −20610.6 | 0.36 | 2.20 | 0.40 | 4.60 | 17.4 |
Random intercepts | ||||||
Gaussian | −20610.6 | 0.36 | 2.20 | 0.40 | 4.60 | 14.0 |
Exponential | −20693.9 | 0.37 | 2.20 | 0.40 | 4.83 | 14.3 |
Discrete | −20627.6 | 0.36 | 2.20 | 0.37 | 4.55 | 14.3 |
Tukey | −20605.6 | 0.36 | 2.19 | 0.39 | 4.56 | 14.0 |
Random intercepts and slopes | ||||||
Gaussian | −20494.6 | 0.35 | 2.21 | 0.35 | 3.79 | 14.2 |
Exponential | −20563.7 | 0.36 | 2.19 | 0.38 | 4.10 | 14.6 |
Discrete | −20510.0 | 0.35 | 2.22 | 0.32 | 3.78 | 14.8 |