Topic: Simulation From Fitted Models

Parameter Uncertainty From Bayesian Posterior Draws

Monte Carlo Error in Simulated Summaries

Nested Simulation With Parameter and Subject Draws

Handling Failed Parameter Draws

Estimating Parameter Uncertainty From the Covariance Matrix

Drawing Correlated Fixed Effects for Simulation

Drawing Random Effects From an NLME Model

Conditioning Simulations on Known Covariates

Confidence Intervals and Prediction Intervals in Simulation

Constructing Simulation-Based Uncertainty Bands