Topic: Simulation From Fitted Models

Simulating on Transformed Parameter Scales

Simulating Parameters With Lognormal Random Effects

Simulating Random-Effect Covariance Matrices

Sampling Covariates for Population Simulations

Random Seeds and Reproducible Simulation Runs

Reading Parameter Dependence in Simulated Outcomes

Preserving Random-Effect Correlations in Simulation

Propagating Uncertainty in Variance Components

Plug-In Simulation at the Population Parameter Estimates

Parameter Uncertainty From a Nonparametric Bootstrap