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ox.ac.uk
Practical pre-asymptotic diagnostic of Monte Carlo estimates in Bayesian inference and machine learning
Abstract: I discuss the use of the Pareto-k diagnostic as a simple and practical approach for estimating both the required minimum sample size and empirical pre-asymptotic convergence rate for Monte Carlo estimates. Even when by construction a Monte Carlo estimate has finite variance the pre-asymptotic behaviour and convergence rate can be very ...
Jul 29, 2021
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