Sparse Polynomial Chaos Expansions: Literature Survey and Benchmark

4 February 2020

Papers citing "Sparse Polynomial Chaos Expansions: Literature Survey and Benchmark"

12 / 12 papers shown

Title
Uncertainty Quantification in Machine Learning for Engineering Design and Health Prognostics: A Tutorial V. Nemani Luca Biggio Xun Huan Zhen Hu Olga Fink Anh Tran Yan Wang Xiaoge Zhang Chao Hu AI4CE 35 75 0 07 May 2023
Hierarchical shrinkage Gaussian processes: applications to computer code emulation and dynamical system recovery T. Tang Simon Mak David B. Dunson 26 4 0 01 Feb 2023
Active Learning-based Domain Adaptive Localized Polynomial Chaos Expansion Lukás Novák Michael D. Shields Václav Sadílek M. Vořechovský 22 8 0 31 Jan 2023
Non-intrusive surrogate modelling using sparse random features with applications in crashworthiness analysis Maternus Herold Anna Veselovska J. Jehle Felix Krahmer 25 0 0 30 Dec 2022
Sparse Bayesian Learning for Complex-Valued Rational Approximations Felix Schneider I. Papaioannou Gerhard Muller 29 4 0 06 Jun 2022
PI-VAE: Physics-Informed Variational Auto-Encoder for stochastic differential equations Weiheng Zhong Hadi Meidani DRL 30 37 0 21 Mar 2022
Probabilistic learning inference of boundary value problem with uncertainties based on Kullback-Leibler divergence under implicit constraints Christian Soize 30 5 0 10 Feb 2022
Stochastic polynomial chaos expansions to emulate stochastic simulators X. Zhu Bruno Sudret 21 17 0 07 Feb 2022
Extreme learning machines for variance-based global sensitivity analysis John E. Darges A. Alexanderian P. Gremaud 24 2 0 14 Jan 2022
Global sensitivity analysis using derivative-based sparse Poincaré chaos expansions Nora Lüthen O. Roustant Fabrice Gamboa Bertrand Iooss S. Marelli Bruno Sudret 29 5 0 01 Jul 2021
Sequential active learning of low-dimensional model representations for reliability analysis Max Ehre I. Papaioannou Bruno Sudret D. Štraub 27 10 0 08 Jun 2021
Bayesian model inversion using stochastic spectral embedding Paul Wagner S. Marelli Bruno Sudret 22 14 0 15 May 2020