Bayesian deep learning framework for uncertainty quantification in high dimensions

Jeahan Jung, Minseok Choi

We develop a novel deep learning method for uncertainty quantification in stochastic partial differential equations based on Bayesian neural network (BNN) and Hamiltonian Monte Car…