324 citations · 484 across the 31 of their papers we have counts for
3 papers · 2 filters
Fast ABC with joint generative modelling and subset simulation
Eliane Maalouf, David Ginsbourger, Niklas Linde
We propose a novel approach for solving inverse-problems with high-dimensional inputs and an expensive forward mapping. It leverages joint deep generative modelling to transfer the…
Goal-oriented adaptive sampling under random field modelling of response probability distributions
Athénaïs Gautier, David Ginsbourger, Guillaume Pirot
In the study of natural and artificial complex systems, responses that are not completely determined by the considered decision variables are commonly modelled probabilistically, r…
Fast calculation of Gaussian Process multiple-fold cross-validation residuals and their covariances
David Ginsbourger, Cedric Schärer
We generalize fast Gaussian process leave-one-out formulae to multiple-fold cross-validation, highlighting in turn the covariance structure of cross-validation residuals in both Si…