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Local Polynomial Chaos Expansion for Linear Differential Equations with High Dimensional Random Inputs., , , и . SIAM J. Sci. Comput., (2015)Enhancing ℓ1-minimization estimates of polynomial chaos expansions using basis selection., , и . CoRR, (2014)A Generalized Sampling and Preconditioning Scheme for Sparse Approximation of Polynomial Chaos Expansions., , и . SIAM J. Sci. Comput., (2017)Surrogate modeling for efficiently, accurately and conservatively estimating measures of risk., , и . Reliab. Eng. Syst. Saf., (2022)Gradient-based optimization for regression in the functional tensor-train format., и . J. Comput. Phys., (2018)A generalized approximate control variate framework for multifidelity uncertainty quantification., , , и . J. Comput. Phys., (2020)A Christoffel function weighted least squares algorithm for collocation approximations., , и . Math. Comput., 86 (306): 1913-1947 (2017)Convergence of Probability Densities Using Approximate Models for Forward and Inverse Problems in Uncertainty Quantification., , и . SIAM J. Sci. Comput., 40 (5): A3523-A3548 (2018)Verification and Validation for Trustworthy Scientific Machine Learning., , , и . CoRR, (февраля 2025)Data-Driven Learning of Nonautonomous Systems., , , и . SIAM J. Sci. Comput., 43 (3): A1607-A1624 (2021)