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 and spatial confounding
• Regression models for categorical responses
• Duration time analysis and structured additive hazard regression
• Multi-state-models