Tuomas Sivula

Expectation Propagation as a Way of Life

J. Cunningham, C. Robert, A. Gelman, 2020 .

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

Tuomas Sivula, Maans Magnusson, Asael Alonzo Matamoros, 2020, 2008.10296.

Meta-analysis of Bayesian analyses.

Jarno Lintusaari, Samuel Kaski, J. Corander, 2019, 1904.04484.

Resolving outbreak dynamics using approximate Bayesian computation for stochastic birth–death models

M. Gutmann, Jarno Lintusaari, Samuel Kaski, 2019, Wellcome Open Research.

Expectation Propagation as a Way of Life: A Framework for Bayesian Inference on Partitioned Data

Aki Vehtari, Andrew Gelman, John P. Cunningham, 2014, J. Mach. Learn. Res..

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

Tuomas Sivula, Maans Magnusson, Asael Alonzo Matamoros, 2020, 2008.10296.

Bayesian Leave-One-Out Cross-Validation Approximations for Gaussian Latent Variable Models

Ole Winther, Aki Vehtari, Tuomas Sivula, 2014, J. Mach. Learn. Res..

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

Aki Vehtari, Tuomas Sivula, Måns Magnusson, 2020, Communications in Statistics - Theory and Methods.