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The 12th International Conference on Bayesian Nonparametrics will be held in Oxford, United Kingdom, on June 24-28, 2019. The Bayesian nonparametrics (BNP) conference is a bi-annual international meeting bringing together leading experts and talented young researchers working on applications and theory of nonparametric Bayesian statistics.