A fully Bayesian sparse polynomial chaos expansion approach with joint priors on the coefficients and global selection of terms

Paul-Christian Bürkner, Ilja Kröker, Sergey Oladyshkin +1

Polynomial chaos expansion (PCE) is a versatile tool widely used in uncertainty quantification and machine learning, but its successful application depends strongly on the accuracy…