Generalized Direct Sampling for Hierarchical Bayesian Models

Details Generalized Direct Sampling for Hierarchical Bayesian Models Generalized Direct Sampling for Hierarchical Bayesian Models

2011-08-10

arxiv.org/abs/1108.2245v2

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In this paper, we develop a new method to sample from posterior distributions in hierarchical models without using Markov chain Monte Carlo. This method is generally applicable to high-dimensional models involving large data sets. Illustrative analysis exemplifies the ease with which one could implement our method, which results in independent samples from the posterior distributions of interest.

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