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Bayesian Analysis to Compare Models using Resampling Statistics

v1.0.2 · Jul 31, 2025 · MIT + file LICENSE

Description

Bayesian analysis used here to answer the question: "when looking at resampling results, are the differences between models 'real'?" To answer this, a model can be created were the performance statistic is the resampling statistics (e.g. accuracy or RMSE). These values are explained by the model types. In doing this, we can get parameter estimates for each model's affect on performance and make statistical (and practical) comparisons between models. The methods included here are similar to Benavoli et al (2017) <https://jmlr.org/papers/v18/16-305.html>.

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OK 14 OK · 0 NOTE · 0 WARNING · 0 ERROR · 0 FAILURE Mar 9, 2026

Dependency Network

Dependencies Reverse dependencies dplyr generics ggplot2 purrr rlang rsample rstanarm tibble tidyr tune vctrs workflowsets tidyposterior

Version History

new 1.0.2 Mar 9, 2026