30 citations · 50 across the 6 of their papers we have counts for
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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…
stat.CO2017★ 14 cited
Bayesian model selection for exponential random graph models via adjusted pseudolikelihoods
Lampros Bouranis, Nial Friel, Florian Maire
Models with intractable likelihood functions arise in areas including network analysis and spatial statistics, especially those involving Gibbs random fields. Posterior parameter e…