Emulation of stochastic simulators using generalized lambda models

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Emulation of stochastic simulators using generalized lambda models

2 July 2020

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Papers citing "Emulation of stochastic simulators using generalized lambda models"

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Title
Reliability analysis for non-deterministic limit-states using stochastic emulators Anderson V. Pires M. Moustapha S. Marelli Bruno Sudret 84 0 0 18 Dec 2024
Gearing Gaussian process modeling and sequential design towards stochastic simulators M. Binois A. Fadikar Abby Stevens 155 0 0 10 Dec 2024
MD-NOMAD: Mixture density nonlinear manifold decoder for emulating stochastic differential equations and uncertainty propagation Akshay Thakur Souvik Chakraborty 93 1 0 24 Apr 2024
Dimensionality reduction can be used as a surrogate model for high-dimensional forward uncertainty quantification Jungho Kim Sang-ri Yi Ziqi Wang 78 6 0 07 Feb 2024
Reliability analysis for data-driven noisy models using active learning Anderson V. Pires M. Moustapha S. Marelli Bruno Sudret AI4CE 26 2 0 19 Jan 2024
Polynomial Chaos Surrogate Construction for Random Fields with Parametric Uncertainty Joy N. Mueller K. Sargsyan Craig J. Daniels H. Najm 38 0 0 01 Nov 2023
A spectral surrogate model for stochastic simulators computed from trajectory samples Nora Lüthen S. Marelli Bruno Sudret 23 18 0 12 Jul 2022
Stochastic polynomial chaos expansions to emulate stochastic simulators X. Zhu Bruno Sudret 86 18 0 07 Feb 2022
A deep learning based surrogate model for stochastic simulators Ak Thakur S. Chakraborty 60 14 0 24 Oct 2021
Continuous logistic Gaussian random measure fields for spatial distributional modelling Athénais Gautier D. Ginsbourger 39 0 0 06 Oct 2021
Global sensitivity analysis for stochastic simulators based on generalized lambda surrogate models Xujia Zhu Bruno Sudret 167 37 0 04 May 2020