Distributional Modelling: Theory and Applications in R

Outline

Day 1

• Introduction to Distributional Modelling
• Smooth Additive Terms
• Model Checking and Predictive Evaluation
• Continuous Distributions
• Discrete Distributions

Day 2

• Bayesian Distributional Regression
• Distributional Trees and Forests
• Quantile Regression
• Transformation Models
• Distributional Neural Networks

Course Materials

Data and course materials are available at DMR.