58 citations · 202 across the 8 of their papers we have counts for
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stat.ML2019★ 44 cited
mfEGRA: Multifidelity Efficient Global Reliability Analysis through Active Learning for Failure Boundary Location
Anirban Chaudhuri, Alexandre N. Marques, Karen E. Willcox
This paper develops mfEGRA, a multifidelity active learning method using data-driven adaptively refined surrogates for failure boundary location in reliability analysis. This work…
stat.CO2019★ 27 cited
Multifidelity probability estimation via fusion of estimators
Boris Kramer, Alexandre Noll Marques, Benjamin Peherstorfer +2
This paper develops a multifidelity method that enables estimation of failure probabilities for expensive-to-evaluate models via information fusion and importance sampling. The pre…