Generalized Bayes Approach to Inverse Problems with Model Misspecification

Youngsoo Baek, Wilkins Aquino, Sayan Mukherjee

We propose a general framework for obtaining probabilistic solutions to PDE-based inverse problems. Bayesian methods are attractive for uncertainty quantification but assume knowle…