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stat.ML2020★ 1 cited
Probabilistic Performance-Pattern Decomposition (PPPD): analysis framework and applications to stochastic mechanical systems
Ziqi Wang, Marco Broccardo, Junho Song
Since the early 1900s, numerous research efforts have been devoted to developing quantitative solutions to stochastic mechanical systems. In general, the problem is perceived as so…
stat.ML2019
A novel active learning-based Gaussian process metamodelling strategy for estimating the full probability distribution in forward UQ analysis
Ziqi Wang, Marco Broccardo
This paper proposes an active learning-based Gaussian process (AL-GP) metamodelling method to estimate the cumulative as well as complementary cumulative distribution function (CDF…