Taylor Approximation Variance Reduction for Approximation Errors in PDE-constrained Bayesian Inverse Problems

Ruanui Nicholson, Radoslav Vuchkov, Umberto Villa +1

In numerous applications, surrogate models are used as a replacement for accurate parameter-to-observable mappings when solving large-scale inverse problems governed by partial dif…