66 citations · 115 across the 12 of their papers we have counts for
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stat.ME2024
Two-stage Design for Failure Probability Estimation with Gaussian Process Surrogates
Annie S. Booth, S. Ashwin Renganathan
We tackle the problem of quantifying failure probabilities for expensive deterministic computer experiments with stochastic inputs under a fixed budget. The computational cost of t…
stat.ME2023★ 2 cited
Contour Location for Reliability in Airfoil Simulation Experiments using Deep Gaussian Processes
Annie S. Booth, S. Ashwin Renganathan, Robert B. Gramacy
Bayesian deep Gaussian processes (DGPs) outperform ordinary GPs as surrogate models of complex computer experiments when response surface dynamics are non-stationary, which is espe…