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20152025
most citedEfficient Bayesian inference for exponential random graph models by correcting the pseudo-posterior distribution

30 citations · 50 across the 6 of their papers we have counts for

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stat.ME2025

Exchangeable Gaussian Processes with application to epidemics

Lampros Bouranis, Petros Barmpounakis, Nikolaos Demiris +1

We develop a Bayesian non-parametric framework based on multi-task Gaussian processes, appropriate for temporal shrinkage. We focus on a particular class of dynamic hierarchical mo…

stat.ME2017★ 4 cited

Model comparison for Gibbs random fields using noisy reversible jump Markov chain Monte Carlo

Lampros Bouranis, Nial Friel, Florian Maire

The reversible jump Markov chain Monte Carlo (RJMCMC) method offers an across-model simulation approach for Bayesian estimation and model comparison, by exploring the sampling spac…