Using subsystem linear regression metamodels in stochastic simulation
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- Jack P. C. Kleijnen & Bert Bettonvil & Willem Van Groenendaal, 1998. "Validation of Trace-Driven Simulation Models: A Novel Regression Test," Management Science, INFORMS, vol. 44(6), pages 812-819, June.
- Panis, Renato P. & Myers, Raymond H. & Houck, Ernest C., 1994. "Combining regression diagnostics with simulation metamodels," European Journal of Operational Research, Elsevier, vol. 73(1), pages 85-94, February.
- Badiru, Adedeji B. & Sieger, David B., 1998. "Neural network as a simulation metamodel in economic analysis of risky projects," European Journal of Operational Research, Elsevier, vol. 105(1), pages 130-142, February.
- 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.
- Kleijnen, J.P.C. & Sargent, R., 1997. "A Methodology for Fitting and Validating Metamodels in Simulation," Discussion Paper 1997-116, Tilburg University, Center for Economic Research.
- Kleijnen, J.P.C. & Sargent, R., 1997. "A Methodology for Fitting and Validating Metamodels in Simulation," Other publications TiSEM b8c2217c-f02c-4786-b704-7, Tilburg University, School of Economics and Management.
- Kleijnen, Jack P. C. & van Beers, Wim C. M., 2005. "Robustness of Kriging when interpolating in random simulation with heterogeneous variances: Some experiments," European Journal of Operational Research, Elsevier, vol. 165(3), pages 826-834, September.
- Russell C. H. Cheng & Jack P. C. Kleijnen, 1999.
"Improved Design of Queueing Simulation Experiments with Highly Heteroscedastic Responses,"
Operations Research, INFORMS, vol. 47(5), pages 762-777, October.
- Cheng, R.C.H. & Kleijnen, J.P.C., 1996. "Improved design of queuing simulation experiments with highly heteroscedastic responses," Discussion Paper 96.68, Tilburg University, Center for Economic Research.
- Kleijnen, J.P.C. & Cheng, R.C.H. & Bettonvil, B.W.M., 2000. "Validation of trace-driven simulation models : More on bootstrap tests," Other publications TiSEM 78dda39d-725a-488b-9618-b, Tilburg University, School of Economics and Management.
- Reis dos Santos, M. Isabel & Porta Nova, Acacio M.O., 2006. "Statistical fitting and validation of non-linear simulation metamodels: A case study," European Journal of Operational Research, Elsevier, vol. 171(1), pages 53-63, May.
- Russell C. H. Cheng & Jack P. C. Kleijnen, 1999.
"Improved Design of Queueing Simulation Experiments with Highly Heteroscedastic Responses,"
Operations Research, INFORMS, vol. 47(5), pages 762-777, October.
- Cheng, R.C.H. & Kleijnen, J.P.C., 1996. "Improved design of queuing simulation experiments with highly heteroscedastic responses," Discussion Paper 96.68, Tilburg University, Center for Economic Research.
- Cheng, R.C.H. & Kleijnen, J.P.C., 1996. "Improved design of queuing simulation experiments with highly heteroscedastic responses," Other publications TiSEM d8a325a9-82bf-4d23-839e-2, Tilburg University, School of Economics and Management.
- Chambers, M. & Mount-Campbell, C. A., 2002. "Process optimization via neural network metamodeling," International Journal of Production Economics, Elsevier, vol. 79(2), pages 93-100, September.
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Cited by:
- Reis dos Santos, M. Isabel & Reis dos Santos, Pedro M., 2016. "Switching regression metamodels in stochastic simulation," European Journal of Operational Research, Elsevier, vol. 251(1), pages 142-147.
- Cadero, A. & Aubry, A. & Brun, F. & Dourmad, J.Y. & Salaün, Y. & Garcia-Launay, F., 2018. "Global sensitivity analysis of a pig fattening unit model simulating technico-economic performance and environmental impacts," Agricultural Systems, Elsevier, vol. 165(C), pages 221-229.
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Keywords
Simulation Subsystem metamodels Linear regression Validation Integrated simulation;Statistics
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