Regression Models and Experimental Designs : A Tutorial for Simulation Analaysts
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- 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.
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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.
- W C M van Beers & J P C Kleijnen, 2003.
"Kriging for interpolation in random simulation,"
Journal of the Operational Research Society, Palgrave Macmillan;The OR Society, vol. 54(3), pages 255-262, March.
- van Beers, W.C.M. & Kleijnen, J.P.C., 2001. "Kriging for Interpolation in Random Simulation," Discussion Paper 2001-74, Tilburg University, Center for Economic Research.
- van Beers, W.C.M. & Kleijnen, J.P.C., 2001. "Kriging for Interpolation in Random Simulation," Other publications TiSEM e007110c-e224-484d-92f0-c, 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.
- R. W. Conway, 1963. "Some Tactical Problems in Digital Simulation," Management Science, INFORMS, vol. 10(1), pages 47-61, October.
- Jack P. C. Kleijnen, 1975. "A Comment on Blanning's “Metamodel for Sensitivity Analysis: The Regression Metamodel in Simulation”," Interfaces, INFORMS, vol. 5(3), pages 21-23, May.
- Jack P. C. Kleijnen & Susan M. Sanchez & Thomas W. Lucas & Thomas M. Cioppa, 2005. "State-of-the-Art Review: A User’s Guide to the Brave New World of Designing Simulation Experiments," INFORMS Journal on Computing, INFORMS, vol. 17(3), pages 263-289, August.
- van Groenendaal, W.J.H., 1998. "The Economic Appraisal of Natural Gas Projects," Other publications TiSEM a0ff517c-2041-4457-adac-7, Tilburg University, School of Economics and Management.
- Kleijnen, Jack P. C. & Standridge, Charles R., 1988.
"Experimental design and regression analysis in simulation: An FMS case study,"
European Journal of Operational Research, Elsevier, vol. 33(3), pages 257-261, February.
- Kleijnen, J.P.C. & Standridge, C.R., 1986. "Experimental design and regression analysis in simulation : An FMS case study," Research Memorandum FEW 212, Tilburg University, School of Economics and Management.
- Kleijnen, J.P.C. & Standridge, C.R., 1986. "Experimental design and regression analysis in simulation : An FMS case study," Other publications TiSEM 4dab0d4f-75ae-4329-a794-6, Tilburg University, School of Economics and Management.
- Hussain, Mohammed F. & Barton, Russel R. & Joshi, Sanjay B., 2002. "Metamodeling: Radial basis functions, versus polynomials," European Journal of Operational Research, Elsevier, vol. 138(1), pages 142-154, April.
- Kleijnen, J.P.C., 1995.
"Statistical validation of simulation models : A case study,"
Discussion Paper
1995-42, Tilburg University, Center for Economic Research.
- Kleijnen, J.P.C., 1995. "Statistical validation of simulation models : A case study," Other publications TiSEM 4da192cf-c3f4-40a4-aea4-5, Tilburg University, School of Economics and Management.
- Kleijnen, Jack P. C., 1995. "Statistical validation of simulation models," European Journal of Operational Research, Elsevier, vol. 87(1), pages 21-34, November.
- Barry L. Nelson, 2004. "50th Anniversary Article: Stochastic Simulation Research in Management Science," Management Science, INFORMS, vol. 50(7), pages 855-868, July.
- Kleijnen, J.P.C. & Pala, O., 1999. "Maximizing the simulation output : A competition," Other publications TiSEM 49a80a4b-2a60-48a9-a969-e, Tilburg University, School of Economics and Management.
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