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stat.CO2022
Certified Dimension Reduction for Bayesian Updating with the Cross-Entropy Method
Max Ehre, Rafael Flock, Martin Fußeder +2
In inverse problems, the parameters of a model are estimated based on observations of the model response. The Bayesian approach is powerful for solving such problems; one formulate…
stat.CO2021
Sequential active learning of low-dimensional model representations for reliability analysis
Max Ehre, Iason Papaioannou, Bruno Sudret +1
To date, the analysis of high-dimensional, computationally expensive engineering models remains a difficult challenge in risk and reliability engineering. We use a combination of d…