45 citations · 86 across the 5 of their papers we have counts for
Showing 2023Show all
2 papers · 1 filter
cs.CE2023★ 7 cited
Failure Probability Estimation and Detection of Failure Surfaces via Adaptive Sequential Decomposition of the Design Domain
Aleksei Gerasimov, Miroslav Vořechovský
We propose an algorithm for an optimal adaptive selection of points from the design domain of input random variables that are needed for an accurate estimation of failure probabili…
cs.LG2023★ 12 cited
Active Learning-based Domain Adaptive Localized Polynomial Chaos Expansion
Lukáš Novák, Michael D. Shields, Václav Sadílek +1
The paper presents a novel methodology to build surrogate models of complicated functions by an active learning-based sequential decomposition of the input random space and constru…