Calibrate, emulate, sample

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Emmet Cleary, Alfredo Garbuno-Inigo, Shiwei Lan, Tapio Schneider, Andrew M. Stuart

Published: 2021, Last Modified: 06 Nov 2025J. Comput. Phys. 2021EveryoneRevisionsBibTeXCC BY-SA 4.0
Abstract: Highlights•Modular methodology for approximate Bayesian inference.•Computationally cheap solution for experimental design.•Ensemble-based approach to calibrate the model parameters.•Emulation-based MCMC sampling for Uncertainty Quantification.