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arxiv: 0804.2413 · v1 · submitted 2008-04-15 · 📊 stat.CO · stat.ME

Bayesian Inference on Mixtures of Distributions

classification 📊 stat.CO stat.ME
keywords bayesiandistributionsinferencemixturesapproximationbayeschibclass
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This survey covers state-of-the-art Bayesian techniques for the estimation of mixtures. It complements the earlier Marin, Mengersen and Robert (2005) by studying new types of distributions, the multinomial, latent class and t distributions. It also exhibits closed form solutions for Bayesian inference in some discrete setups. Lastly, it sheds a new light on the computation of Bayes factors via the approximation of Chib (1995).

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