23 citations · 38 across the 2 of their papers we have counts for
2 papers
stat.ML2023★ 23 cited
Uncertainty Quantification and Propagation in Surrogate-based Bayesian Inference
Philipp Reiser, Javier Enrique Aguilar, Anneli Guthke +1
Surrogate models are statistical or conceptual approximations for more complex simulation models. In this context, it is crucial to propagate the uncertainty induced by limited sim…
stat.ME2021★ 15 cited
Diagnosis of model-structural errors with a sliding time-window Bayesian analysis
Han-Fang Hsueh, Anneli Guthke, Thomas Wöhling +1
Deterministic hydrological models with uncertain, but inferred-to-be-time-invariant parameters typically show time-dependent model structural errors. Such errors can occur if a hyd…