An ABC interpretation of the multiple auxiliary variable method

Prangle, Dennis, Everitt, Richard G.

–arXiv.org Machine Learning 

We show that the auxiliary variable method (M{\o}ller et al., 2006; Murray et al., 2006) for inference of Markov random fields can be viewed as an approximate Bayesian computation method for likelihood estimation.

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