Statistical Tests for Cross-Validation of Kriging Models
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Other versions of this item:
- Jack P. C. Kleijnen & Wim C. M. van Beers, 2022. "Statistical Tests for Cross-Validation of Kriging Models," INFORMS Journal on Computing, INFORMS, vol. 34(1), pages 607-621, January.
- Kleijnen, Jack & van Beers, W.C.M., 2019. "Statistical Tests for Cross-Validation of Kriging Models," Other publications TiSEM 35fba511-2931-47d5-a9ba-3, Tilburg University, School of Economics and Management.
References listed on IDEAS
- den Hertog, D. & Kleijnen, J.P.C. & Siem, A.Y.D., 2004. "The Correct Kriging Variance Estimated by Bootstrapping," Other publications TiSEM 00a66547-3e9a-4ccf-8c7b-8, Tilburg University, School of Economics and Management.
- Kleijnen, Jack P. C., 1983.
"Cross-validation using the t statistic,"
European Journal of Operational Research, Elsevier, vol. 13(2), pages 133-141, June.
- Kleijnen, J.P.C., 1981. "Cross-validation using the t statistic," Research Memorandum FEW 100, Tilburg University, School of Economics and Management.
- Kleijnen, J.P.C., 1981. "Cross-validation using the t statistic," Other publications TiSEM a0f1d641-dfb5-4b46-b739-9, Tilburg University, School of Economics and Management.
- Erickson, Collin B. & Ankenman, Bruce E. & Sanchez, Susan M., 2018. "Comparison of Gaussian process modeling software," European Journal of Operational Research, Elsevier, vol. 266(1), pages 179-192.
- Gramacy, Robert B., 2016. "laGP: Large-Scale Spatial Modeling via Local Approximate Gaussian Processes in R," Journal of Statistical Software, Foundation for Open Access Statistics, vol. 72(i01).
- Bradley Efron, 2015. "Frequentist accuracy of Bayesian estimates," Journal of the Royal Statistical Society Series B, Royal Statistical Society, vol. 77(3), pages 617-646, June.
- Hui Dong & Marvin K. Nakayama, 2017. "Quantile Estimation with Latin Hypercube Sampling," Operations Research, INFORMS, vol. 65(6), pages 1678-1695, December.
- Roustant, Olivier & Ginsbourger, David & Deville, Yves, 2012. "DiceKriging, DiceOptim: Two R Packages for the Analysis of Computer Experiments by Kriging-Based Metamodeling and Optimization," Journal of Statistical Software, Foundation for Open Access Statistics, vol. 51(i01).
- D den Hertog & J P C Kleijnen & A Y D Siem, 2006.
"The correct Kriging variance estimated by bootstrapping,"
Journal of the Operational Research Society, Palgrave Macmillan;The OR Society, vol. 57(4), pages 400-409, April.
- den Hertog, D. & Kleijnen, J.P.C. & Siem, A.Y.D., 2004. "The Correct Kriging Variance Estimated by Bootstrapping," Other publications TiSEM 00a66547-3e9a-4ccf-8c7b-8, Tilburg University, School of Economics and Management.
- den Hertog, D. & Kleijnen, J.P.C. & Siem, A.Y.D., 2004. "The Correct Kriging Variance Estimated by Bootstrapping," Discussion Paper 2004-46, Tilburg University, Center for Economic Research.
- Bachoc, François & Lagnoux, Agnès & Nguyen, Thi Mong Ngoc, 2017. "Cross-validation estimation of covariance parameters under fixed-domain asymptotics," Journal of Multivariate Analysis, Elsevier, vol. 160(C), pages 42-67.
- Yujing Lin & Barry L. Nelson & Linda Pei, 2019. "Virtual Statistics in Simulation via k Nearest Neighbors," INFORMS Journal on Computing, INFORMS, vol. 31(3), pages 576-592, July.
- Guangxin Jiang & L. Jeff Hong & Barry L. Nelson, 2020. "Online Risk Monitoring Using Offline Simulation," INFORMS Journal on Computing, INFORMS, vol. 32(2), pages 356-375, April.
- Peter Salemi & Jeremy Staum & Barry L. Nelson, 2019. "Generalized Integrated Brownian Fields for Simulation Metamodeling," Operations Research, INFORMS, vol. 67(3), pages 874-891, May.
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More about this item
Keywords
validation; cross-validation; Kriging; Gaussian process; extrapolation; convex hull; Monte Carlo Technique;All these keywords.
NEP fields
This paper has been announced in the following NEP Reports:- NEP-ECM-2019-06-24 (Econometrics)
- NEP-ETS-2019-06-24 (Econometric Time Series)
- NEP-ORE-2019-06-24 (Operations Research)
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