Pati, Debdeep; Dunson, David - In: Annals of the Institute of Statistical Mathematics 66 (2014) 1, pp. 1-31
We consider the problem of robust Bayesian inference on the mean regression function allowing the residual density to change flexibly with predictors. The proposed class of models is based on a Gaussian process (GP) prior for the mean regression function and mixtures of Gaussians for the...