Penalising model component complexity: A principled, practical approach to constructing priors

Daniel P. Simpson, Håvard Rue, Thiago G. Martins +2

In this paper, we introduce a new concept for constructing prior distributions. We exploit the natural nested structure inherent to many model components, which defines the model c…