140 citations · 1.9k across the 86 of their papers we have counts for
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Statistical Inference for Generative Models with Maximum Mean Discrepancy
Francois-Xavier Briol, Alessandro Barp, Andrew B. Duncan +1
While likelihood-based inference and its variants provide a statistically efficient and widely applicable approach to parametric inference, their application to models involving in…
The statistical finite element method (statFEM) for coherent synthesis of observation data and model predictions
Mark Girolami, Eky Febrianto, Ge Yin +1
The increased availability of observation data from engineering systems in operation poses the question of how to incorporate this data into finite element models. To this end, we…
Optimality Criteria for Probabilistic Numerical Methods
Chris. J. Oates, Jon Cockayne, Dennis Prangle +2
It is well understood that Bayesian decision theory and average case analysis are essentially identical. However, if one is interested in performing uncertainty quantification for…