Author

Staci A. Hepler

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Preprint Sep 2026

Three Case Studies of Two-stage MCMC for Fast Bayesian Inference of Large Spatio-temporal Data

This paper shows three complete examples of how two-stage MCMC algorithms can be used to efficiently fit Bayesian spatio-temporal models to large datasets and compares the resulting posterior samples and computational efficiency with those obtained using a standard single-stage MCMC algorithm.

Mostafa Shams, Robert J. Erhardt, Staci A. Hepler · 0 citations