Data partition methodology for validation of predictive models

Morrison, Rebecca E.; Bryant, Corey M.; Terejanu, Gabriel; Prudhomme, Serge; Miki, Kenji

doi:10.1016/j.camwa.2013.09.006

Title: Data partition methodology for validation of predictive models

Journal Article · Sun Dec 01 00:00:00 EST 2013 · Computers and Mathematics with Applications (Oxford)

DOI:https://doi.org/10.1016/j.camwa.2013.09.006· OSTI ID:1617914

Morrison, Rebecca E.; Bryant, Corey M.; Terejanu, Gabriel; Prudhomme, Serge; Miki, Kenji

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Sponsoring Organization:: USDOE

Grant/Contract Number:: FC52-08NA28615

OSTI ID:: 1617914

Journal Information:: Computers and Mathematics with Applications (Oxford), Journal Name: Computers and Mathematics with Applications (Oxford) Vol. 66 Journal Issue: 10; ISSN 0898-1221

Publisher:: ElsevierCopyright Statement

Country of Publication:: United Kingdom

Language:: English

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Cited by: 15 works

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References (8)

Bayesian Model Assessment and Comparison Using Cross-Validation Predictive Densities Vehtari, Aki; Lampinen, Jouko Neural Computation, Vol. 14, Issue 10 https://doi.org/10.1162/08997660260293292	journal	October 2002
A systematic approach to model validation based on Bayesian updates and prediction related rejection criteria Babuška, I.; Nobile, F.; Tempone, R. Computer Methods in Applied Mechanics and Engineering, Vol. 197, Issue 29-32 https://doi.org/10.1016/j.cma.2007.08.031	journal	May 2008
On Choosing and Bounding Probability Metrics Gibbs, Alison L.; Su, Francis Edward International Statistical Review, Vol. 70, Issue 3 https://doi.org/10.1111/j.1751-5823.2002.tb00178.x	journal	December 2002
Validation Challenge Workshop Hills, Richard G.; Pilch, Martin; Dowding, Kevin J. Computer Methods in Applied Mechanics and Engineering, Vol. 197, Issue 29-32 https://doi.org/10.1016/j.cma.2007.10.016	journal	May 2008
A survey of cross-validation procedures for model selection Arlot, Sylvain; Celisse, Alain Statistics Surveys, Vol. 4, Issue 0 https://doi.org/10.1214/09-SS054	journal	January 2010
On the assessment of a Bayesian validation methodology for data reduction models relevant to shock tube experiments Panesi, M.; Miki, K.; Prudhomme, S. Computer Methods in Applied Mechanics and Engineering, Vol. 213-216 https://doi.org/10.1016/j.cma.2011.11.001	journal	March 2012
On cross-validation of Bayesian models Alqallaf, Fatemah; Gustafson, Paul Canadian Journal of Statistics, Vol. 29, Issue 2 https://doi.org/10.2307/3316081	journal	June 2001
Bayesian experimental design for the active nitridation of graphite by atomic nitrogen Terejanu, Gabriel; Upadhyay, Rochan R.; Miki, Kenji Experimental Thermal and Fluid Science, Vol. 36 https://doi.org/10.1016/j.expthermflusci.2011.09.012	journal	January 2012

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