Preconditioned Crank-Nicolson Markov chain Monte Carlo coupled with parallel tempering with uncertain hyperparameter

Published: 11 May 2021| Version 1 | DOI: 10.17632/mtk879vsst.1
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Description

We extend pCN-PT algorithm to Bayesian inversion with uncertain hyperparameters (e.g., nugget, range, sill, ...) of multi-Gaussian fields. Here is a demonstration code.

Files

Steps to reproduce

Run the file 'main_Benchmark.m'

Categories

Hydrology, Geostatistics, Inverse Hydrological Modeling

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