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Bayesian Analysis for Exponential Random Graph Models Using the Adaptive Exchange Sampler

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Exponential random graph models have been widely used in social network analysis. However, these models are extremely difficult to handle from a statistical viewpoint, because of the intractable normalizing constant and model degeneracy. In this paper, we cons... ...