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Publications information icon

Expected utility estimation via cross-validation

Peer-reviewed
Vehtari, Aki; Lampinen, Jouko
Clarendon Press2003Publications information icon

Approximate leave-future-out cross-validation for Bayesian time series models

Peer-reviewed
Open access
DOI
10.1080/00949655.2020.1783262
Bürkner, Paul Christian; Gabry, Jonah; Vehtari, Aki
JOURNAL OF STATISTICAL COMPUTATION AND SIMULATION2020Publications information icon

Integrated nested Laplace approximation inference and cross-validation to tune variance components in estimation of breeding value

Peer-reviewed
DOI
10.1007/s11032-015-0248-y
Mathew, Boby; Leon, Jens; Sillanpää, Mikko J.
Molecular breeding2015Publications information icon

Practical Bayesian model evaluation using leave-one-out cross-validation and WAIC

Peer-reviewed
Open access
DOI
10.1007/s11222-016-9696-4
Vehtari, Aki; Gelman, Andrew; Gabry, Jonah
STATISTICS AND COMPUTING2017Publications information icon

Bayesian model assessment and comparison using cross-validation predictive densities

Peer-reviewed
DOI
10.1162/08997660260293292
Vehtari, Aki; Lampinen, Jouko
NEURAL COMPUTATION2002Publications information icon

Bayesian model assesment and comparison using cross-validation predictive densities

Vehtari, Aki; Lampinen, Jouko
-2001Publications information icon

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

Peer-reviewed
Open access
Vehtari, Aki; Mononen, Tommi; Tolvanen, Ville; Sivula, Tuomas; Winther, Ole
Journal of Machine Learning Research2016Publications information icon

On Bayesian Model Asessment and Choice Using Cross-Validation Predictive Densities

Vehtari, Aki; Lampinen, Jouko
-2001Publications information icon

Replication and cross-validation of type 2 diabetes subtypes based on clinical variables:an IMI-RHAPSODY study

Peer-reviewed
Open access
DOI
10.1007/s00125-021-05490-8
Slieker, Roderick C.; Donnelly, Louise A.; Fitipaldi, Hugo; Bouland, Gerard A.; Giordano, Giuseppe N...
Diabetologia2021Publications information icon

Efficient leave-one-out cross-validation for Bayesian non-factorized normal and Student-t models

Peer-reviewed
Open access
DOI
10.1007/s00180-020-01045-4
Bürkner, Paul Christian; Gabry, Jonah; Vehtari, Aki
Computational Statistics2020

Expected utility estimation via cross-validation

Peer-reviewed
2003

Approximate leave-future-out cross-validation for Bayesian time series models

Peer-reviewed
Open access
DOI
10.1080/00949655.2020.1783262
2020

Integrated nested Laplace approximation inference and cross-validation to tune variance components in estimation of breeding value

Peer-reviewed
DOI
10.1007/s11032-015-0248-y
2015

Practical Bayesian model evaluation using leave-one-out cross-validation and WAIC

Peer-reviewed
Open access
DOI
10.1007/s11222-016-9696-4
2017

Bayesian model assessment and comparison using cross-validation predictive densities

Peer-reviewed
DOI
10.1162/08997660260293292
2002

Bayesian model assesment and comparison using cross-validation predictive densities

2001

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

Peer-reviewed
Open access
2016

On Bayesian Model Asessment and Choice Using Cross-Validation Predictive Densities

2001

Replication and cross-validation of type 2 diabetes subtypes based on clinical variables:an IMI-RHAPSODY study

Peer-reviewed
Open access
DOI
10.1007/s00125-021-05490-8
2021

Efficient leave-one-out cross-validation for Bayesian non-factorized normal and Student-t models

Peer-reviewed
Open access
DOI
10.1007/s00180-020-01045-4
2020