Learning Functional Priors and Posteriors from Data and Physics

Xuhui Meng, Liu Yang, Zhiping Mao +2

We develop a new Bayesian framework based on deep neural networks to be able to extrapolate in space-time using historical data and to quantify uncertainties arising from both nois…