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

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

23 December 2014

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

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Title
Using scientific machine learning for experimental bifurcation analysis of dynamic systems S. Beregi David A.W. Barton D. Rezgui S. Neild AI4CE 71 20 0 22 Oct 2021
Scalable Cross Validation Losses for Gaussian Process Models M. Jankowiak Geoff Pleiss 60 6 0 24 May 2021
Approximate Cross-validated Mean Estimates for Bayesian Hierarchical Regression Models Amy Zhang L. Bao Changcheng Li M. Daniels 50 1 0 29 Nov 2020
$Bayesian model selection in the $\mathcal{M}$-open setting -- Approximate posterior inference and probability-proportional-to-size subsampling for efficient large-scale leave-one-out cross-validation$ Bayesian model selection in the $\mathcal{M}$ -open setting -- Approximate posterior inference and probability-proportional-to-size subsampling for efficient large-scale leave-one-out cross-validation Riko Kelter 60 0 0 27 May 2020
Bayesian leave-one-out cross-validation for large data Måns Magnusson Michael Riis Andersen J. Jonasson Aki Vehtari 108 26 0 24 Apr 2019
Bayesian comparison of latent variable models: Conditional vs marginal likelihoods Edgar C. Merkle Daniel Furr S. Rabe-Hesketh 83 75 0 13 Feb 2018
Using stacking to average Bayesian predictive distributions Yuling Yao Aki Vehtari Daniel P. Simpson Andrew Gelman 105 342 0 06 Apr 2017
Markov Chain Monte Carlo with the Integrated Nested Laplace Approximation V. Gómez‐Rubio H. Rue 92 71 0 26 Jan 2017
AutoGP: Exploring the Capabilities and Limitations of Gaussian Process Models K. Krauth Edwin V. Bonilla Kurt Cutajar Maurizio Filippone GP BDL 61 54 0 18 Oct 2016
Posterior Dispersion Indices A. Kucukelbir David M. Blei 27 0 0 24 May 2016
Practical Bayesian model evaluation using leave-one-out cross-validation and WAIC Aki Vehtari Andrew Gelman Jonah Gabry 139 4,082 0 16 Jul 2015
Pareto Smoothed Importance Sampling Aki Vehtari Daniel Simpson Andrew Gelman Yuling Yao Jonah Gabry 145 242 0 09 Jul 2015
Comparison of Bayesian predictive methods for model selection Juho Piironen Aki Vehtari 103 280 0 30 Mar 2015