Andrea Tonini

Enhanced Uncertainty Quantification Variational Autoencoders for the Solution of Bayesian Inverse Problems

Among other uses, neural networks are used to solve deterministic and Bayesian inverse problems, where variational autoencoders enable the Bayesian estimation of model parameters and their distribution from observational data allowing real-time inverse uncertainty quantification....