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07/29/2022
Bayesian quadrature for H^1(μ) with Poincaré inequality on a compact interval
Motivated by uncertainty quantification of complex systems, we aim at fi...
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07/12/2022
A spectral surrogate model for stochastic simulators computed from trajectory samples
Stochastic simulators are non-deterministic computer models which provid...
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07/01/2021
Global sensitivity analysis using derivative-based sparse Poincaré chaos expansions
Variance-based global sensitivity analysis, in particular Sobol' analysi...
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09/10/2020
Sparse Polynomial Chaos Expansions: Solvers, Basis Adaptivity and Meta-selection
Sparse polynomial chaos expansions (PCEs) are an efficient and widely us...
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02/04/2020
Sparse Polynomial Chaos Expansions: Literature Survey and Benchmark
Sparse polynomial chaos expansions are a popular surrogate modelling met...
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12/03/2019