Research interests

  • Mixed model based inference in structured additive regression
  • Statistical learning and machine learning
  • Quantile and expectile regression
  • Distributional regression / generalised additive models for location, scale and shape
  • Bayesian regularisation priors
  • Bayesian inference in complex regression models
  • Regression with multivariate responses
  • Boosting semiparametric regression models
  • Spatial statistics
  • Regression models for categorical responses
  • Structured hazard regression
  • Multi-state-models