Amortized low-rank approximation for hyperparameter marginalization in PDE-governed Bayesian inverse problems

Sonia Reilly, Georg Stadler

This paper addresses the efficient solution of hierarchical Bayesian inverse problems with a high- or infinite-dimensional parameter field and a moderate number of hyperparameters.…