Tuomas Sivula

Uncertainty in Bayesian Leave-One-Out Cross-Validation Based Model Comparison

Tuomas Sivula, Måns Magnusson, Asael Alonzo Matamoros et al. · arXiv (Cornell University) · 2020 · 98 citations · Full text

Expectation propagation as a way of life: A framework for Bayesian inference on partitioned data

Aki Vehtari, Andrew Gelman, Tuomas Sivula et al. · Aaltodoc (Aalto University) · 2014 · 63 citations · Full text

Cluster Computing, Bayesian Statistic, Engineering +17

Bayesian leave-one-out cross-validation approximations for Gaussian latent variable models

Aki Vehtari, Tommi Mononen, Ville Tolvanen et al. · arXiv (Cornell University) · 2014 · 58 citations · Full text

Bayesian Statistic, Bayesian Statistics, Ep Approximations +14

Expectation propagation as a way of life

Aki Vehtari, Andrew Gelman, Tuomas Sivula et al. · arXiv (Cornell University) · 2020 · 51 citations · Full text

Unbiased estimator for the variance of the leave-one-out cross-validation estimator for a Bayesian normal model with fixed variance

Tuomas Sivula, Måns Magnusson, Aki Vehtari · Communication in Statistics- Theory and Methods · 2022 · 13 citations

Unbiased Estimators, Unbiased Estimator, Fixed Variance +15