18 citations · 27 across the 4 of their papers we have counts for
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stat.CO2012
Bayesian inference for Gibbs random fields using composite likelihoods
Nial Friel
Gibbs random fields play an important role in statistics, for example the autologistic model is commonly used to model the spatial distribution of binary variables defined on a lat…
stat.CO2010★ 18 cited
Classification using distance nearest neighbours
Nial Friel, Anthony N. Pettitt
This paper proposes a new probabilistic classification algorithm using a Markov random field approach. The joint distribution of class labels is explicitly modelled using the dista…