MCMC Informed Neural Emulators for Uncertainty Quantification in Dynamical Systems

Heikki Haario, Zhi-Song Liu, Martin Simon +1

Neural networks are a commonly used approach to replace physical models with computationally cheap surrogates. Parametric uncertainty quantification can be included in training, as…