Comparison of Bayesian predictive methods for model selection

30 March 2015

Papers citing "Comparison of Bayesian predictive methods for model selection"

16 / 16 papers shown

Title
The ARR2 prior: flexible predictive prior definition for Bayesian auto-regressions David Kohns Noa Kallioinen Yann McLatchie Aki Vehtari 20 0 0 30 May 2024
A Practitioner's Guide to Bayesian Inference in Pharmacometrics using Pumas Mohamed Tarek J. Storópoli Casey B. Davis C. Elrod Julius Krumbiegel Chris Rackauckas V. Ivaturi GP 15 3 0 31 Mar 2023
A review of predictive uncertainty estimation with machine learning Hristos Tyralis Georgia Papacharalampous UD UQCV 51 43 0 17 Sep 2022
Forecasting: theory and practice F. Petropoulos D. Apiletti Vassilios Assimakopoulos M. Z. Babai Devon K. Barrow ... J. Arenas Xiaoqian Wang R. L. Winkler Alisa Yusupova F. Ziel AI4TS 36 363 0 04 Dec 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 16 0 0 27 May 2020
Marginal likelihood computation for model selection and hypothesis testing: an extensive review F. Llorente Luca Martino D. Delgado J. Lopez-Santiago 19 83 0 17 May 2020
Decision-Making Under Uncertainty in Research Synthesis: Designing for the Garden of Forking Paths Alex Kale Matthew Kay Jessica Hullman 14 40 0 09 Jan 2019
Limitations of "Limitations of Bayesian leave-one-out cross-validation for model selection" Aki Vehtari Daniel P. Simpson Yuling Yao Andrew Gelman 11 52 0 12 Oct 2018
Projective Inference in High-dimensional Problems: Prediction and Feature Selection Juho Piironen Markus Paasiniemi Aki Vehtari 16 94 0 04 Oct 2018
The Median Probability Model and Correlated Variables Marilena Barbieri J. Berger E. George Veronika Rockova 11 43 0 22 Jul 2018
Bayesian comparison of latent variable models: Conditional vs marginal likelihoods Edgar C. Merkle Daniel Furr S. Rabe-Hesketh 10 71 0 13 Feb 2018
Model Averaging and its Use in Economics M. Steel MoMe 14 238 0 24 Sep 2017
Uncertainty quantification for the horseshoe S. V. D. Pas Botond Szabó A. van der Vaart 25 71 0 07 Jul 2016
Mode jumping MCMC for Bayesian variable selection in GLMM A. Hubin G. Storvik 20 28 0 21 Apr 2016
Fast methods for training Gaussian processes on large data sets C. Moore A. J. Chua C. Berry J. Gair GP 14 41 0 05 Apr 2016
Practical Bayesian model evaluation using leave-one-out cross-validation and WAIC Aki Vehtari Andrew Gelman Jonah Gabry 20 3,983 0 16 Jul 2015