May 24, 2023 · Abstract:To check the accuracy of Bayesian computations, it is common to use rank-based simulation-based calibration (SBC).
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To check the accuracy of Bayesian computations, it is common to use rank-based simulation-based calibration (SBC). However, SBC has drawbacks: The test ...
The intuitive heuristic behind discriminative calibration is to use a classifier to perform similarity tests—when two or several distributions are similar, we ...
Sep 21, 2023 · To check the accuracy of Bayesian computations, it is common to use rank-based simulation-based calibration (SBC).
May 30, 2024 · To check the accuracy of Bayesian computations, it is common to use rank-based simulation-based calibration (SBC).
Oct 1, 2023 · Discriminative Calibration Check Bayesian Computation from Simulations and Flexible Classifier. Y Yao, J Domke - Thirty-seventh Conference ...
"Discriminative calibration" is a flexible diagnostic tool to check if approximate Bayesian computation is accurate. We can use it to diagnose both the ...
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To check the accuracy of Bayesian computations, it is common to use rank-based simulation-based calibration (SBC). However, SBC has drawbacks: The test ...
[2023] Discriminative calibration: check Bayesian computation from simulations and flexible classifier. Advances in Neural Information Processing Systems ...
Oct 27, 2023 · This paper develops a classifier-based diagnostic tool for Bayesian computation, applicable to MCMC, variational and simulation based inference, ...