Topic: Bayesian NLME with MCMC

Worked Prior Specification for a One-Compartment Model

Worked HMC Analysis of an Oral PK Model

Warmup and Adaptation in HMC

Weakly Informative Priors for NLME Parameters

Uncertainty in Random-Effect Correlations

Trace Plots for NLME Chain Diagnostics

Troubleshooting HMC Sampling Failures

Step Size Selection in Hamiltonian Monte Carlo

Sampling Individual Random Effects in the Posterior

Reporting Bayesian NLME Sampling Diagnostics