Workshop in Leuven on Advanced Bayesian Methods: Theory and Applications in R

Workshop
Probabilistic Models
Bayesian
R
Published

September 19, 2024

I held this workshop in September 2024 at the KU Leuven in Belgium. Thanks to Emmanuel Lesaffre for organizing it.

Day 1

  • Principles of Bayesian Inference
  • Markov Chain Monte Carlo Simulations
  • Monitoring Mixing and Convergence
  • Posterior Summaries
  • Penalized Spline Smoothing
  • A Generic Basis Function Framework

Day 2

  • Spatial Smoothing
  • GAMLSS
  • Model Checking
  • Families
  • Big Data and Variable Selection
  • Machine Learning

Course Materials

Data and course materials are available at ABM.