Numerical Bayesian analysis of some flexible regression models

A natural extension of generalised linear models is to use a cubic spline as the underlying regression function. The resulting models are usually analytically intractable, but recent developments in numerical approaches to Bayesian statistics allow the models to be analysed efficiently. The models are illustrated with an example from biological assay. 1 Motivation