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Pareto smoothed importance sampling

The main concepts of Bayesian statistics are covered using a practical and computational approach.

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. psis(logratios,.

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Split a dataset into a training set and a testing set, using all but one observation as part of the training set Note that we only leave one observation "out" from the training set.

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Pareto k estimates &92;(&92;hat k&92;) A diagnostic for Pareto smoothed importance sampling (PSIS), which is used by LOO.

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R pareto-k-diagnostic. 7 the estimator can have high variance and high bias, and if the method is implemented in a software package we recommend reporting to the user if k > 0.

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See that vignette for a description of the.

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Pareto smoothed importance sampling (PSIS) Arguments.

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Williams, Juho Piironen, Aki Vehtari, and Philippe Rast (2018).

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As a byproduct of the calculations, we also obtain approximate standard errors for estimated predictive errors and for the comparison of predictive errors between models.