Adaptive construction of surrogates for the Bayesian solution of inverse problems

Jinglai Li, Youssef M. Marzouk

The Bayesian approach to inverse problems typically relies on posterior sampling approaches, such as Markov chain Monte Carlo, for which the generation of each sample requires one…