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Validation of regression metamodels in simulation: Bootstrap approach

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  • Kleijnen, Jack P.C.
  • Deflandre, David

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  • Kleijnen, Jack P.C. & Deflandre, David, 2006. "Validation of regression metamodels in simulation: Bootstrap approach," European Journal of Operational Research, Elsevier, vol. 170(1), pages 120-131, April.
  • Handle: RePEc:eee:ejores:v:170:y:2006:i:1:p:120-131
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    References listed on IDEAS

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    1. Jack P. C. Kleijnen & Russell C. H. Cheng & Bert Bettonvil, 2001. "Validation of Trace-Driven Simulation Models: Bootstrap Tests," Management Science, INFORMS, vol. 47(11), pages 1533-1538, November.
    2. Jack P. C. Kleijnen, 1992. "Regression Metamodels for Simulation with Common Random Numbers: Comparison of Validation Tests and Confidence Intervals," Management Science, INFORMS, vol. 38(8), pages 1164-1185, August.
    3. Ohtani, Kazuhiro, 2000. "Bootstrapping R2 and adjusted R2 in regression analysis," Economic Modelling, Elsevier, vol. 17(4), pages 473-483, December.
    4. Kleijnen, Jack P. C. & Sargent, Robert G., 2000. "A methodology for fitting and validating metamodels in simulation," European Journal of Operational Research, Elsevier, vol. 120(1), pages 14-29, January.
    5. van der Genugten, B.B., 1982. "The asymptotic behaviour of the estimated generalized least squares method in the linear regression model," Research Memorandum FEW 111, Tilburg University, School of Economics and Management.
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    Citations

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    Cited by:

    1. Kleijnen, J.P.C. & van Beers, W.C.M. & van Nieuwenhuyse, I., 2008. "Constrained Optimization in Simulation : A Novel Approach," Discussion Paper 2008-95, Tilburg University, Center for Economic Research.
    2. Kleijnen, Jack P.C., 2013. "Simulation-Optimization via Kriging and Bootstrapping : A Survey (Revision of CentER DP 2011-064)," Discussion Paper 2013-064, Tilburg University, Center for Economic Research.
    3. Poropudas, Jirka & Virtanen, Kai, 2011. "Simulation metamodeling with dynamic Bayesian networks," European Journal of Operational Research, Elsevier, vol. 214(3), pages 644-655, November.
    4. Kleijnen, J.P.C., 2007. "Simulation Experiments in Practice : Statistical Design and Regression Analysis," Discussion Paper 2007-09, Tilburg University, Center for Economic Research.
    5. Kleijnen, J.P.C., 2006. "White Noise Assumptions Revisited : Regression Models and Statistical Designs for Simulation Practice," Discussion Paper 2006-50, Tilburg University, Center for Economic Research.
    6. repec:kap:hcarem:v:20:y:2017:i:2:d:10.1007_s10729-015-9352-0 is not listed on IDEAS
    7. Kleijnen, Jack P.C. & van Schaik, Frans D.J., 2011. "Sealed-bid auction of Netherlands mussels: Statistical analysis," International Journal of Production Economics, Elsevier, vol. 132(1), pages 154-161, July.
    8. Hamad, Husam & Al-Hamdan, Sami, 2007. "Discovering metamodels' quality-of-fit for simulation via graphical techniques," European Journal of Operational Research, Elsevier, vol. 178(2), pages 543-559, April.
    9. Kleijnen, Jack P.C. & Pierreval, Henri & Zhang, Jin, 2011. "Methodology for determining the acceptability of system designs in uncertain environments," European Journal of Operational Research, Elsevier, vol. 209(2), pages 176-183, March.
    10. Strang, Kenneth David, 2012. "Importance of verifying queue model assumptions before planning with simulation software," European Journal of Operational Research, Elsevier, vol. 218(2), pages 493-504.
    11. Plischke, Elmar & Borgonovo, Emanuele & Smith, Curtis L., 2013. "Global sensitivity measures from given data," European Journal of Operational Research, Elsevier, vol. 226(3), pages 536-550.
    12. Kleijnen, Jack P.C., 2017. "Regression and Kriging metamodels with their experimental designs in simulation: A review," European Journal of Operational Research, Elsevier, vol. 256(1), pages 1-16.
    13. Shi, Wen & Liu, Zhixue & Shang, Jennifer & Cui, Yujia, 2013. "Multi-criteria robust design of a JIT-based cross-docking distribution center for an auto parts supply chain," European Journal of Operational Research, Elsevier, vol. 229(3), pages 695-706.
    14. van Beers, Wim C.M. & Kleijnen, Jack P.C., 2008. "Customized sequential designs for random simulation experiments: Kriging metamodeling and bootstrapping," European Journal of Operational Research, Elsevier, vol. 186(3), pages 1099-1113, May.
    15. Kleijnen, J.P.C., 2006. "Regression Models and Experimental Designs : A Tutorial for Simulation Analaysts," Discussion Paper 2006-10, Tilburg University, Center for Economic Research.
    16. Kleijnen, Jack P.C. & Pierreval, H. & Zhang, J., 2009. "When is the design of a manufacturing system acceptable in the presence of uncertainty?," Other publications TiSEM 58fba7c4-8fd2-44d4-8ec3-f, Tilburg University, School of Economics and Management.
    17. Kleijnen, Jack P.C. & Beers, Wim van & Nieuwenhuyse, Inneke van, 2010. "Constrained optimization in expensive simulation: Novel approach," European Journal of Operational Research, Elsevier, vol. 202(1), pages 164-174, April.

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