Teaching

Spatial Statistics (Master level)

  • Spatial processes on lattices
  • Geostatistics
  • Point processes
  • Geoadditive regression
  • Spatio-temporal processes

Bayesian Modelling (Master level)

  • Bayesian Hierarchical Modelling
  • Semi-parametric Models
  • Mixed Distribution Models
  • Dirichlet Process Mixtures
  • MCMC and Approximate Inference
  • Bayes Software

Introduction to Bayesian Statistics (German, Bachelor level) Online course

  • Fundamentals of Bayesian Statistics
  • Bayesian Software
  • Introduction to MCMC
  • Bayesian Hierarchical Modelling

Probability Theory (German, Bachelor level)

  • Introduction to measure theory
  • Discrete and continuous distributions
  • Moments
  • Convergence of distributions and important theorems
  • Multidimensional distributions