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Prior-predictive value from fast growth simulations (2007)

Abstract
Building on a variant of the Jarzynski equation we propose a new method to numerically determine the prior-predictive value in a Bayesian inference problem. The method generalizes thermodynamic integration and is not hampered by equilibration problems. We demonstrate its operation by applying it to two simple examples and elucidate its performance. In the case of multi-modal posterior distributions the performance is superior to thermodynamic integration.. Comment: 8 pages, 11 figures

Publication details
Download http://arxiv.org/abs/0711.3630
Repository arXiv (United States)
Keywords Physics - Data Analysis, Statistics and Probability
Type text