Penalized complexity priors for degrees of freedom in Bayesian P-splines

Massimo Ventrucci, Håvard Rue

Bayesian P-splines assume an intrinsic Gaussian Markov random field prior on the spline coefficients, conditional on a precision hyper-parameter $\tau$. Prior elicitation of $\tau$ is di…