prof. dr. J.P.C. Kleijnen

Tilburg School of Economics and Management

Table of contents

• Journal articles
• Books
• Book chapters
• Working and/or discussion papers
• Reports (government and other final research reports)
• Conference papers

Journal articles

• 2012
  • Angun, M.E., & Kleijnen, Jack P.C. (2012). An asymptotic test of optimality conditions in multiresponse simulation optimization. Informs Journal on Computing, 24(1), 53-65.
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  • Kleijnen, Jack P.C., Beers, W.C.M. van, & Nieuwenhuyse, I. van (2012). Expected improvement in efficient global optimization through bootstrapped kriging (Online First). Journal of Global Optimization.
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• 2011
  • Kleijnen, Jack P.C. (2011). Ethical issues in engineering models: An operations researcher's reflections. Science and Engineering Ethics, 17(3), 539-552.
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  • Kleijnen, Jack P.C., Pierreval, H., & Zhang, J. (2011). Methodology for determining the acceptability of system designs in uncertain environments. European Journal of Operational Research, 209(2), 176-183.
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  • Kleijnen, Jack P.C., & Schaik, F.D.J. van (2011). Sealed-bid auction of Netherlands mussels: Statistical analysis. International Journal of Production Economics, 132(1), 154-161.
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• 2010
  • Dellino, G., Kleijnen, Jack P.C., & Meloni, C. (2010). Robust optimization in simulation: Taguchi and Response Surface Methodology. International Journal of Production Economics, 125(1), 52-59.
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  • Kleijnen, Jack P.C., Beers, W.C.M. van, & Nieuwenhuyse, I. van (2010). Constrained optimization in simulation: A novel approach. European Journal of Operational Research, 202(1), 164-174.
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• 2009
  • Angun, M.E., Kleijnen, J.P.C., Hertog, D. den, & Gürkan, G. (2009). Response surface methodology with stochastic constraints for expensive simulation. Journal of the Operational Research Society, 60(6), 735-746.
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  • Bettonvil, B.W.M., Castillo, E. del, & Kleijnen, J.P.C. (2009). Statistical testing of optimality conditions in multiresponse simulation-based optimization. European Journal of Operational Research, 199(2), 448-458.
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  • Kleijnen, J.P.C. (2009). Kriging metamodelling in simulation: A review. European Journal of Operational Research, 192(3), 707-716.
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• 2008
  • Beers, W.C.M. van, & Kleijnen, J.P.C. (2008). Customized sequential designs for random simulation experiments: Kriging metamodelling and bootstrapping. European Journal of Operational Research, 186(3), 1099-1113.
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  • Kleijnen, J.P.C. (2008). Response surface methodology for constrained simulation optimization: An overview. Simulation Modelling Practice and Theory, 16, 50-64.
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  • Kleijnen, J.P.C. (2008). Simulation experiments in practice: Statistical design and regression analysis. Journal of Simulation, 2(1), 19-27.
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• 2007
  • Breukers, A., Werf, W. van der, Kleijnen, J.P.C., Mourits, M., & Oude Lansink, A. (2007). Cost-effective control of a quarantine disease: A quantitative exploration using 'design of experiments' methodology and bio-economic modeling. Phytopathology, 97(8), 945-957.
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  • Kleijnen, J.P.C., & Wan, J. (2007). Optimization of simulated systems: OptQuest and alternatives. Simulation Modelling Practice and Theory, 15, 354-362.
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• 2006
  • Deflandre, D., & Kleijnen, J.P.C. (2006). Validation of regression metamodels in simulation: Bootstrap approach. European Journal of Operational Research, 170(1), 120-131.
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  • Hertog, D. den, Kleijnen, J.P.C., & Siem, A.Y.D. (2006). The correct Kriging variance estimated by bootstrapping. Journal of the Operational Research Society, 57(4), 400-409.
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  • Ivanescu, C., Bertrand, W., Fransoo, J., & Kleijnen, J.P.C. (2006). Bootstrapping to solve the limited data problem in production control: An application in batch processing industries. Journal of the Operational Research Society, 57(1), 2-9.
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  • Kleijnen, J.P.C., Hertog, D. den, & Angun, M.E. (2006). Response surface methodology's steepest ascent and step size revisited: Correction. European Journal of Operational Research, 170(2), 664-666.
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• 2005
  • Beers, W.C.M. van, & Kleijnen, J.P.C. (2005). Robustness of Kriging when interpolating in random simulation with heterogeneous variances: Some experiments. European Journal of Operational Research, 165(3), 826-834.
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  • Kleijnen, Jack P.C., Sanchez, S.M., Lucas, T.W., & Cioppa, T.M. (2005). State-of-the-art review: A user's guide to the brave new world of designing simulation experiments. Informs Journal on Computing, 17(3), 263-289.
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  • Kleijnen, J.P.C. (2005). Supply chain simulation tools and techniques: A survey. International Journal of Simulation and Process Modelling, 1(1-2), 82-89.
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  • Kleijnen, J.P.C. (2005). Invited review: An overview of the design and analysis of simulation experiments for sensitivity analysis. European Journal of Operational Research, 164(2), 287-300.
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• 2004
  • Beers, W.C.M. van, & Kleijnen, J.P.C. (2004). Application-driven sequential designs for simulation experiments: Kriging metamodelling. Journal of the Operational Research Society, 55(9), 876-883.
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  • Kleijnen, J.P.C., Hertog, D. den, & Angun, M.E. (2004). Response surface methodology's steepest ascent and step size revisited. European Journal of Operational Research, 159(1), 121-131.
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• 2003
  • Beers, W.C.M. van, & Kleijnen, J.P.C. (2003). Kriging for interpolation in random simulation. Journal of the Operational Research Society, 54(3), 255-262.
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  • Deflandre, D., & Kleijnen, J.P.C. (2003). Statistical analysis of random simulations: Bootstrap tutorial. Simulation News Europe, 38/39, 29-34.
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  • Kleijnen, J.P.C., & Smits, M.T. (2003). Performance metrics in supply chain management. Journal of the Operational Research Society, 54(5), 507-514.
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  • Kleijnen, J.P.C., & Gaury, E.G.A. (2003). Short-term robustness of production management systems: A case study. European Journal of Operational Research, 148(2), 452-465.
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  • Vonk Noordegraaf, A., Nielen, M., & Kleijnen, J.P.C. (2003). Sensitivity analysis by experimental design and metamodeling: Case study on simulation in national animal disease control. European Journal of Operational Research, 146(3), 433-443.
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• 2002
  • Groenendaal, W.J.H. van, & Kleijnen, J.P.C. (2002). Deterministic versus stochastic sensitivity analysis in investment problems: An environmental case study. European Journal of Operational Research, 141(1), 8-20.
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  • Halachmi, I., Metz, J.H.M., Halachmi, S., & Kleijnen, J.P.C. (2002). Optimal facilty allocation in a robotic milking barn. Transactions of the American Society of Agricultural Engineering (ASAE), 45(5), 1539-1546.
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• 2001
  • Halachmi, I., Dzidic, A., Metz, J.H.M., Speelman, L., Dijkhuizen, A.A., & Kleijnen, J.P.C. (2001). Validation of a simulation model for robotic milking barn design. European Journal of Operational Research, 134(3), 677-688.
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  • Kleijnen, J.P.C. (2001). Ethical issues in modeling: Some reflections. European Journal of Operational Research, 130(1), 223-230.
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  • Kleijnen, J.P.C., Gaury, E.G.A., & Pierreval, H. (2001). A methodology to customize pull control systems. Journal of the Operational Research Society, 52, 789-799.
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  • Kleijnen, J.P.C., Cheng, R.C.H., & Bettonvil, B.W.M. (2001). Validation of trace-driven simulation models: Bootstrapped tests. Management Science, 47(11), 1533-1538.
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  • Kleijnen, J.P.C. (2001). Comments on M.C. Kennedy & A. O'Hagan: 'Bayesian calibration of computer models'. Journal of the Royal Statistical Society, Series B, 63(3), 464.
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• 2000
  • Kleijnen, J.P.C., Gaury, E.G.A., & Pierreval, H. (2000). An evolutionary approach to select a pull system among Kanban, Conwip and Hybrid. Journal of Intelligent Manufacturing, 11(2), 157-167.
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  • Kleijnen, J.P.C., & Groenendaal, W.J.H. van (2000). Measuring the quality of publications: New methodology and case study. Information Processing & Management, 36, 551-570.
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  • Kleijnen, J.P.C., Cheng, R.C.H., & Melas, V. (2000). Optimal design of experiments with simulation models of nearly saturated queues. Journal of Statistical Planning and Inference, 85(1-2), 19-26.
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  • Kleijnen, J.P.C., & Sargent, R. (2000). A methodology for the fitting and validation of metamodels in simulation. European Journal of Operational Research, 120(1), 14-29.
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• 1999
  • Kleijnen, J.P.C., & Helton, J.C. (1999). Statistical analyses of scatter plots to identify important factors in large-scale simulations, 2: Robustness of techniques. Reliability Engineering and Systems Safety, 65(2), 187-197.
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  • Kleijnen, J.P.C., & Helton, J.C. (1999). Statistical analyses of scatter plots to identify important factors in large-scale simulations, 1: Review and comparison of techniques. Reliability Engineering and Systems Safety, 65(2), 147-185.
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  • Kleijnen, J.P.C., & Pala, O. (1999). Maximizing the simulation output: A competition. Simulation, 73(3), 168-173.
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  • Kleijnen, J.P.C., & Cheng, R.C.H. (1999). Improved designs of queueing simulation experiments with highly heteroskedastic responses. Operations Research, 47(5), 762-777.
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• 1998
  • Kleijnen, J.P.C. (1998). Information technology's role in teaching. i-Catcher, 2(4), 11-14.
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  • Kleijnen, J.P.C., Bettonvil, B.W.M., & Groenendaal, W.J.H. van (1998). Validation of trace-driven simulation models: A novel regression test. Management Science, 44(6), 812-819.
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  • Kleijnen, J.P.C., & Pala, O. (1998). Maximizing the simulation output: A competition. Kwantitatieve Methoden, 19(59), 5-14.
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• 1997
  • Groenendaal, W.J.H. van, & Kleijnen, J.P.C. (1997). On the assessment of economic risk: Factorial design versus Monte Carlo methods. Reliability Engineering and Systems Safety, 57,, 91-102.
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  • Kleijnen, J.P.C. (1997). Sensitivity analysis and related analyses: A review of some statistical techniques. Journal of Statistical Computation and Simulation, 57(1-4), 111-142.
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  • Kleijnen, J.P.C., & Bettonvil, B.W.M. (1997). Searching for important factors in simulation models with many factors: Sequential bifurcation. European Journal of Operational Research, 96(1), 180-194.
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• 1996
  • Kleijnen, J.P.C., & Rubinstein, R.Y. (1996). Optimization and Sensitivity Analysis of Computer Simulation Models by the Score Function Method. European Journal of Operational Research, 88, 413-427.
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• 1995
  • Kleijnen, J.P.C., & Groenendaal, W.J.H. van (1995). Two-stage versus sequential sample-size determination in regression analysis of simulation experiments. American Journal of Mathematical and Management Sciences, 15(1-2), 83-114.
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  • Kleijnen, J.P.C. (1995). Verification and validation of simulation models. European Journal of Operational Research, 82(1), 145-162.
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  • Kleijnen, J.P.C. (1995). Case study: Statistical validation of simulation models. European Journal of Operational Research, 87(1), 21-34.
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  • Kleijnen, J.P.C. (1995). Sensitivity analysis and optimization of system dynamics models: Regression analysis and statistical design of experiments. System Dynamics Review, 11(4), 275-288.
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  • Verstegen, J.A.A.M., Huirne, R.B.M., Dijkhuizen, A.A., & Kleijnen, J.P.C. (1995). Economic value of management information systems in agriculture: A review of in evaluation approaches. Computers and Electronics in Agriculture, 13(4), 273-288.
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• 1993
  • Kleijnen, J.P.C. (1993). Simulation and optimization in production planning: a case study. Decision Support Systems, 9(3), 269-280.
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• 1992
  • Annink, B., & Kleijnen, J.P.C. (1992). Vector computers, Monte Carlo simulation and regression analysis: An introduction. Management Science, 38(2), 170-181.
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  • Annink, B., & Kleijnen, J.P.C. (1992). Pseudorandom number generators for supercomputers and classical computers: A practical introduction. European Journal of Operational Research, 63(1), 76-85.
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  • Eijs, M.J.G. van, Heuts, R.J.M., & Kleijnen, J.P.C. (1992). Analysis and comparison of two strategies for multi-item inventory systems with joint replenishment costs. European Journal of Operational Research, 59(3), 405-412.
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  • Ham, G. van, Rotmans, J., & Kleijnen, J.P.C. (1992). Techniques for sensitivity analysis of simulation models: A case study of the CO2 greenhouse effect. Simulation, 58(6), 410-417.
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  • Kleijnen, J.P.C. (1992). Sensitivity analysis and optimization of simulation experiments, including case studies. EUROSIM Simulation News Europe,(6), 5-7.
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  • Kleijnen, J.P.C. (1992). Regression metamodels for simulation with common random numbers: Comparison of validation tests and confidence intervals. Management Science, 38(8), 1164-1185.
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  • Kleijnen, J.P.C. (1992). Sensitivity analysis of simulation experiments: Regression analysis and statistical design. Mathematics and Computers in Simulation, 34(3-4), 297-315.
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  • Kleijnen, J.P.C. (1992). A note on wild and Pagnatiello's experimental design strategy. Simulation, 58(6), 393-394.
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  • Kriens, J., Lafleur, M.C.H.M., Pardoel, J.H.F, & Kleijnen, J.P.C. (1992). Sampling for quality inspection and correction: AOQL performance criteria. European Journal of Operational Research, 62(3), 372-379.
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• 1990
  • Bettonvil, B., & Kleijnen, J.P.C. (1990). Measurement scales and resolution IV designs. American Journal of Mathematical and Management Sciences, 10(3-4), 309-322.
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  • Rotmans, J., Ham, G. van, & Kleijnen, J.P.C. (1990). Gevoeligheidsanalyse via metamodellen en proefopzetten, toegepast op een simulatiemodel voor het broeikasprobleem. Kwantitatieve Methoden, 11(35), 51-72.
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• 1989
  • Kleijnen, J.P.C. (1989). Pseudorandom number generation on supercomputers. Supercomputer, 6(6), 34-40.
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  • Kriens, J., Timmermans, H., Wildenberg, H. van den, & Kleijnen, J.P.C. (1989). Regression sampling in statistical auditing: A practical survey and evaluation. Statistica Neerlandica, 43(4), 193-207.
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• 1988
  • Kleijnen, J.P.C. (1988). Analyzing simulation experiments with common random numbers. Management Science, 34(1), 65-74.
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  • Standridge, C., & Kleijnen, J.P.C. (1988). Experimental design and regression analysis: An FMS case study. European Journal of Operational Research, 33(3), 257-261.
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• 1987
  • Kleijen, J.P.C. (1987). Review of random and group-screening designs. Communications in statistics : Theory and methods, 16(10), 2885-2900.
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  • Kleijnen, J.P.C. (1987). Review of random and group-screening designs. Communications in Statistics : Theory and Methods, 16(10), 2885-2900.
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  • Kleijnen, J.P.C. (1987). A practical comment on resolution IV designs: Bad properties of quantitative factors. Communications in Statistics: Theory and Methods, 16(3), 805-812.
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  • Kleijnen, J.P.C. (1987). Simulation with too many factors: Review of random and group-screening designs. European Journal of Operational Research, 31(1), 31-36.
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  • Kleijnen, J.P.C., Karremans, P.C.A., Oortwijn, W.K., & Groenendaal, W.J.H. van (1987). Jackknifing estimated weighted least squares: JEWLS. Communications in Statistics: Theory and Methods, 16(3), 747-764.
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• 1986
  • Kleijnen, J.P.C. (1986). A scenario for sequential experimentation. Communications in Statistics: Theory and Methods, 15(10), 3067-3078.
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  • Kleijnen, J.P.C., Kloppenburg, G.L.J., & Meeuwsen, F.L. (1986). Testing the mean of an asymmetric population: Johnson's modified t test revisited. Communications in Statistics: Theory and Methods, 15(3), 715-732.
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  • Kleijnen, J.P.C. (1986). Decision support systems: Electronic brains without gut feelings. Excerpta Informatica, 2(3), 1-2.
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  • Kleijnen, J.P.C. (1986). Overleeft het rekencentrum: Eten kleine computers grote? Computable, 19(45), 47-51.
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  • Kleijnen, J.P.C. (1986). Regression analysis of simulation experiments: Functional software specification. Kwantitatieve Methoden, 7(22), 93-112.
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  • Kleijnen, J.P.C. (1986). Selecting random number seeds in practice. Simulation, 47(1), 15-17.
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  • Kleijnen, J.P.C. (1986). Decision Support Systems (DSS), en de kleren van de keizer... Bedrijfskunde, 58(3), 219-225.
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• 1985
  • Cremers, P., Belle, F. van, & Kleijnen, J.P.C. (1985). The power of weighted and ordinary least squares with estimated unequal variancesin experimental designs. Communications in Statistics : Simulation and Computation, 14(1), 85-102.
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  • Kleijnen, J.P.C. (1985). Is informatie verhandelbaar goed? Informatie, 27(1), 76-77.
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  • Kleijnen, J.P.C., Denis, H.M.M.T., & Kerckhoffs, R.M.G. (1985). Efficient estimation of power functions. Communications in Statistics: Theory and Methods, 14(8), 1865-1878.
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  • Kleijnen, J.P.C. (1985). On the interpretation of variables. Simulation, 44(5), 237-241.
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• 1984
  • Kleijnen, J.P.C. (1984). Statistical analysis of steady state simulations: Survey of recent progress. European Journal of Operational Research, 17(2), 150-162.
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  • Kleijnen, J.P.C. (1984). Overleeft het computercentrum als informatiecentrum? Systemica, 4(3), 1-12.
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  • Kleijnen, J.P.C. (1984). Quantifying the benefits of information systems. European Journal of Operational Research, 15(1), 38-45.
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  • Reeken, A.J. van, & Kleijnen, J.P.C. (1984). Nog eens: Door belastingprincipes van computerkosten. Informatie, 26(9), 751.
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  • Reeken, A.J. van, & Kleijnen, J.P.C. (1984). Doorbelastingprincipes van computerkosten. Informatie, 26(3), 211-217.
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• 1983
  • Kleijnen, J.P.C. (1983). Cross-validation using the t statistic. European Journal of Operational Research, 13(2), 133-141.
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  • Kleijnen, J.P.C., & Reeken, A.J. van (1983). Principles of computer charging in a university-type organization. Communications ACM, 26(11), 926-932.
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  • Kleijnen, J.P.C. (1983). Risk analysis and sensitivity analysis: Antithesis or synthesis? Simuletter, 14(1-4), 64-72.
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• 1982
  • Kleijnen, J.P.C. (1982). Statistical aspects of simulation: An updated survey. Statistica Neerlandica, 36(4), 1-19.
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  • Ven, R. van der, Sanders, B., & Kleijnen, J.P.C. (1982). Testing independence of simulation runs: A note on the power of the Von Neumann test. European Journal of Operational Research, 9(1), 92-93.
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• 1981
  • Brent, R., Brouwers, R., & Kleijnen, J.P.C. (1981). Small-sample behavior of weighted least squares in experimental design applications. Communications in Statistics: Simulation and Computation, B10(3), 303-313.
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  • Keijzer, F., Mullenders, E., Reeken, A. van, & Kleijnen, J.P.C. (1981). Optimization of priority class queues with a computer center case study. American Journal of Mathematical and Management Sciences, 1(4), 341-358.
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  • Kleijnen, J.P.C. (1981). Regression analysis for simulation practitioners. The Journal of the Operational Research Society, 32(1), 35-43.
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  • Kleijnen, J.P.C. (1981). On hierarchical modeling. Communications of the Association for Computing Machinery, 24(11), 774-775.
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• 1980
  • Hopmans, A.C.M., & Kleijnen, J.P.C. (1980). Regression estimation in simulation. The Journal of the Operational Research Society, 31(11), 1033-1038.
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  • Kleijnen, J.P.C. (1980). Scoring methods, multiple criteria and utility analysis. Performance Evaluation Review, 9(3), 45-56.
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  • Kleijnen, J.P.C. (1980). Bayesian information economics: An evaluation. Interfaces, 10(3), 93-97.
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  • Kleijnen, J.P.C. (1980). Ekonomische evaluatie van informatiesystemen. Informatie, 22(12), 901-906.
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  • Kleijnen, J.P.C. (1980). On performance statistics and input traffic distributions. Communications of the Association for Computing Machinery, 23(9), 529-530.
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• 1979-1980
  • Kleijnen, J.P.C. (1979-1980). Analysis of simulation with common random numbers: A note on Heikes et al. (1976). Simuletter, 11(2), 7-13.
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• 1979
  • Burg, A.J. van den, Ham, R.Th. van der, & Kleijnen, J.P.C. (1979). Generalization of simulation results: Practicality of statistical methods. European Journal of Operational Research, 3(1), 50-64.
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  • Hopmans, A.C.M., & Kleijnen, J.P.C. (1979). Importance sampling in systems simulation: A practical failure? Mathematics and Computers in Simulation, 21(2), 209-220.
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  • Kleijnen, J.P.C. (1979). Management informatiesystemen: Ekonomische evaluatie. Sociaal Economisch Management, 7(18), 24-26.
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  • Kleijnen, J.P.C. (1979). An extension of Gitlow's methodology for designing abortion clinics. Management Science, 25(4), 408.
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  • Kleijnen, J.P.C. (1979). Computerization tax. Communications ACM, 22(6), 381.
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  • Kleijnen, J.P.C. (1979). Ardi revisited of het ontwerpen van systemen. Informatie, 21(5), 337.
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  • Kleijnen, J.P.C. (1979). A note on computer system data gathering. Performance Evaluation Review, 8(1-2), 56-62.
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  • Kleijnen, J.P.C. (1979). Regression metamodels for generalizing simulation results. IEEE Transactions on Systems, Man and Cybernetics, 9(2), 93-96.
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  • Kleijnen, J.P.C. (1979). The simulation startup problem. Simulation, 32(1), 29.
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  • Kleijnen, J.P.C. (1979). Evaluation of management information systems. Omega, 7(6), 539-543.
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• 1978
  • Kleijnen, J.P.C. (1978). Communication: Reply to Fox and Schruben. Management Science, 24(16), 1772-1774.
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  • Rens, P.J., & Kleijnen, J.P.C. (1978). IMPACT revisited: A critical analysis of IBM's inventory package "IMPACT". Production and Inventory Management, 19(1), 71-90.
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• 1977
  • Coppus, G., Dongen, M. van, & Kleijnen, J.P.C. (1977). Quantile estimation in regenerative simulation: A case study. Performance Evaluation Review, 5(3), 5-15.
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  • Kleijnen, J.P.C. (1977). Doorberekenen van computerkosten: Korte bibliografie. Informatie, 19(2), 90.
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  • Kleijnen, J.P.C. (1977). Robustness of a multiple ranking procedure: A Monte Carlo experiment illustrating design and analysis techniques. Communications in statistics : Simulation and computation, 6(3), 235-262.
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  • Kleijnen, J.P.C. (1977). Design and analysis of simulation: Practical statistical techniques. Simulation, 28(3), 81-90.
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  • Prakken, B., & Kleijnen, J.P.C. (1977). Golfbeweging en autokorrelatie. Informatie, 19(12), 816-817.
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• 1976
  • Kleijnen, J.P.C. (1976). Computers and operations research: A survey. Computers and Operations Research, 3(4), 327-335.
    (Free access)
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  • Kleijnen, J.P.C. (1976). Financial benefits of computers: A framework. Management Datametics, 5(6), 275.
    (Free access)
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  • Kleijnen, J.P.C. (1976). Comparing means and variances of two simulations. Simulation, 26(3), 87-88.
    (Free access)
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• 1975
  • Kleijnen, J.P.C. (1975). Antithetic variates, common random numbers and optimum computer time allocation in simulation. Management science, 21(10), 1176-1185.
    (Free access)
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  • Kleijnen, J.P.C. (1975). Computers en werkgelegenheid: Poging tot economische analyse. Informatie, 17(6), 327-331.
    (Free access)
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  • Kleijnen, J.P.C. (1975). De rol van simulatie in de algemene econometrie. Informatie, 17(10), 491-495.
    (Free access)
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  • kleijnen, J.P.C. (1975). Screening designs for poly-factor experimentation. Technometrics, 17(4), 487-493.
    (Free access)
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  • Kleijnen, J.P.C. (1975). A comment on Blanning's metamodel for sensitivity analysis: The regression metamodel in simulation. Interfaces, 5(3), 21-23.
    (Free access)
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  • Kleijnen, J.P.C. (1975). Statistical design and analysis of simulation experiments. Informatie, 17(10), 531-535.
    (Free access)
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• 1974
  • Kleijnen, J.P.C. (1974). A note on sampling two correlated variables. Simulation, 22(2), 45-46.
    (Free access)
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• 1973
  • Kleijnen, J.P.C. (1973). De computer en de toekomst van operations research. Informatie, 15(1), 28-30.
    (Free access)
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• 1972
  • Kleijnen, J.P.C. (1972). The statistical design and analysis of digital simulation : A survey. Management informatics, 1(2), 57-66.
    (Free access)
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  • Kleijnen, J.P.C., Naylor, T.H., & Seaks, T.G. (1972). The use of multiple ranking procedures to analyze simulations of management systems: A tutorial. Management Science, 18(6), 245-257.
    (Free access)
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• 1968
  • Kleijnen, J.P.C. (1968). Een toepassing van importance sampling. Statistica Neerlandica, 22(3), 179-198.
    (Free access)
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• 1967
  • Kleijnen, J.P.C. (1967). Simulatie en simulatietalen. Economisch-statistische berichten, 52(2619), 1156-1158.
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Books

• 2010
  • Kleijnen, Jack P.C. (2010). Chinese translation of [Design and Analysis of Simulation Experiments]. Beijing: Publishing House of Electronics Industry.
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• 2008
  • Kleijnen, J.P.C. (2008). Design and Analysis of Simulation Experiments. Heidelberg: Springer-Verlag. (International Series in Operations Research & Management Science, 111).
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  • Kleijnen, J.P.C. (2008). Review of the book [Design and Analysis of Simulation Experiments]. Heidelberg: Springer-Verlag. (International Series in Operations Research & Management Science, 111).
    (Free access)
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  • Kleijnen, J.P.C. (2008). Corrections and Additions to the book [Design and Analysis of Simulation Experiments]. Heidelberg: Springer-Verlag. (International Series in Operations Research & Management Science, 111).
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• 1996
  • Ozekici, S., Kleijnen, J.P.C., Duyn Schouten, F.A. van der, Singpurwalla, N.Z., & Dekker, R. (Eds.). (1996). Reliability and Maintenance of Complex Systems. Berlin: Springer Verlag. (NATO ASI Series, Series F: Computer and Systems Sciences, Volume 154).
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• 1992
  • Kleijnen, J.P.C., & Groenendaal, W.J.H. van (1992). Simulation: A statistical perspective. Chichester: Wiley.
    (Free access)
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• 1988
  • Kleijnen, J.P.C., & Groenendaal, W.J.H. van (1988). Simulatie: Technieken en toepassingen. Schoonhoven: Academic Service.
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• 1987
  • Kleijnen, J.P.C. (1987). Statistical tools for simulation practitioners. New York: Marcel Dekker. (Statistics, 76).
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• 1980
  • Kleijnen, J.P.C. (1980). Computers and profits: Quantifying financial benefits of information. Reading, MA: Addison-Wesley. (Addison-Wesley series on decision support).
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• 1974/75
  • Kleijnen, J.P.C. (1974/75). Statistical techniques in simulation. New York: Dekker. (Statistics, 9).
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Book chapters

• 2010
  • Kleijnen, Jack P.C. (2010). Sensitivity analysis of simulation models. In J.J. Cochran, L.A. Cox, P. Keskinocak, J.P. Kharoufeh, & J.C. Smith (Eds.), Wiley Encyclopedia of Operations Research and Management Science. New York: John Wiley & Sons Inc.
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  • Kleijnen, Jack P.C. (2010). Design and analysis of Monte Carlo experiments. In J.E. Gentle, W. Haerdle, & Y. Mori (Eds.), Handbook of Computational Statistics, Vol. 1. Concepts and Fundamentals, 2nd Edition. Heidelberg: Springer-Verlag.
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  • Kleijnen, Jack P.C. (2010). Design and analysis of computational experiments: Overview. In T. Bartz-Beielstein, M. Chiarandini, L. Paquete, & M. Preuss (Eds.), Empirical Methods for the Analysis of Optimization Algorithms (pp. 51-72). Heidelberg: Springer-Verlag.
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• 2009
  • Kleijnen, Jack P.C. (2009). Factor screening in simulation experiments: Review of sequential bifurcation. In C. Axelopoulos, D. Goldsman, & J.R. Wilson (Eds.), Advancing the Frontiers of Simulation: A Festschrift in Honor of George S. Fishman (pp. 169-173). New York: Springer-Verlag.
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• 2006
  • Bettonvil, B.W.M., Kleijnen, J.P.C., & Persson, F. (2006). Screening for the important factors in large discrete-event simulation: Sequential bifurcation and its applications. In A.M. Dean & S.M. Lewis (Eds.), Screening: Methods for Experimentation in Industry, Drug Discovery and Genetics (pp. 287-307). New York: Springer-verlag.
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• 2005
  • Kleijnen, Jack P.C. (2005). Het meten van de kwaliteit van publicaties: Hoeveel treffers? Toga's & Baretten. Liber Amicorum voor Jan Oonincx (pp. 61-68). Breda: KMA.
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• 2004
  • Bettonvil, B.W.M., Kleijnen, J.P.C., & Persson, F. (2004). Finding the important factors in large discrete-event simulation: Sequential bifurcation and its applications. In A.M. Dean & S.M. Lewis (Eds.), Screening. New York: Springer-Verlag.
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  • Kleijnen, J.P.C. (2004). Design and analysis of Monte Carlo experiments. In J.E. Gentle, W. Hardle, & Y. Mori (Eds.), Handbook of Computational Statistics. Vol 1: Concepts and Fundamentals (pp. 497-516). Berlin: Springer-Verlag.
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• 2002
  • Fairchild, A.M., Heck, E. van, Kleijnen, J.P.C., & Ribbers, P.M.A. (2002). Creating alternative electronic trading mechanisms in time-sensitive transaction markets. In J.E.J. Prins, P.M.A. Ribbers, H.C.A. van Tilburg, A.F.L. Veth, & J.G.L. van der Wees (Eds.), Trust in Electronic Commerce (pp. 147-170). The Hague: Kluwer Law International.
    (Free access)
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• 2001
  • Kleijnen, J.P.C., & Rubinstein, R.Y. (2001). Monte Carlo sampling and variance reduction techniques. In S. Gass & C. Harris (Eds.), Encyclopedia of Operations Research and Management Science (pp. 524-526). Boston: Kluwer Academic Publishers.
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• 2000
  • Campolongo, F., Kleijnen, J.P.C., & Andres, T. (2000). Screening methods. In A. Saltelli, K. Chan, & E.M. Scott (Eds.), Sensitivity Analysis (pp. 65-89). Chichester: John Wiley & Sons. (Wiley Series in Probability & Statistics).
    (More)
• 1999
  • Kleijnen, J.P.C. (1999). Statistical validation of simulation, including case studies. In C. van Dijkum, D. de Tombe, & E. van Kuijk (Eds.), Validation of Simulation Models (pp. 112-127). Amsterdam: SISWO (Netherlands Universities Institute for Coordination o.
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• 1998
  • Kleijnen, J.P.C. (1998). Experimental design for sensitivity analysis, optimization and validation of simulation models. In J. Banks (Ed.), Handbook of Simulation (pp. 173-223). New York: J. Wiley & Sons.
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• 1996
  • Groenendaal, W.J.H. van, & Kleijnen, J.P.C. (1996). Economic risk versus technological risk in large investment projects. In A. Saltelli (Ed.), SAMO 95: Theory and applications of sensitivity analysis of model output in computer simulation: Programme and extended abstracts, September 25-27, 1995, Belgirate-Italy (pp. 97-99). Luxembourg: Office for Official Publications of the European Communities.
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  • Kleijnen, J.P.C. (1996). Simulation: Sensitivity Analysis and Optimalization through Regression Analysis and Experimental Design. In S. Ozekici, J.P.C. Kleijnen, E. Cinlar, F. van der Duyn Schouten, N.Z. Singpurwalla, & R. Dekker (Eds.), Reliability and Maintenance of Complex Systems (pp. 429-441). Berlijn: Springer-Verlag.
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  • Kleijnen, J.P.C. (1996). Simulation: Runlength Selection and Variance Reduction Techniques. In S. Ozekici, J.P.C. Kleijnen, E. Cinlar, F. van der Duyn Schouten, N.Z. Singpurwalla, & R. Dekker (Eds.), Reliability and Maintenance of Complex Systems (pp. 411-428). Berlin: Springer-Verlag.
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  • Kleijnen, J.P.C., & Rubinstein, R.Y. (1996). Monte Carlo Sampling and Variance Reduction Techniques. In S. Gass & C. Harris (Eds.), Encyclopedia of Operations Research and Management Science (pp. 405-407). Boston: Kluwer Academic Publishers.
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Working and/or discussion papers

• 2012
  • Shi, W., Kleijnen, Jack P.C., & Liu, Zhixue (2012). Factor Screening for Simulation with Multiple Responses: Sequential Bifurcation. (CentER Discussion Paper, 2012-032, 2012-032)
    (Free access)
    (More)
• 2011
  • Kleijnen, Jack P.C., Beers, W.C.M. van, & Nieuwenhuyse, I. van (2011). Expected Improvement in Efficient Global Optimization Through Bootstrapped Kriging - Replaces CentER DP 2010-62. (CentER Discussion Paper, 2011-015, 2011-015)
    (Free access)
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  • Kleijnen, Jack P.C. (2011). Simulation Optimization via Bootstrapped Kriging: Tutorial. (CentER Discussion Paper, 2011-064, 2011-064)
    (Free access)
    (More)
• 2010
  • Kleijnen, Jack P.C., Ridder, A.A.N., & Rubinstein, R.Y. (2010). Variance Reduction Techniques in Monte Carlo Methods. (CentER Discussion Paper, 2010-117, 2010-117) pp. 1-18.
    (Free access)
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  • Kleijnen, Jack P.C., Beers, W.C.M. van, & Nieuwenhuyse, I. van (2010). Expected Improvement in Efficient Global Optimization Through Bootstrapped Kriging - Replaced by CentER DP 2011-015. (CentER Discussion Paper, 2010-62, 2010-062) pp. 1-17.
    (More)
  • Kleijnen, Jack P.C. (2010). Ethical Issues in Engineering Models: Personal Reflections. (CentER Discussion Paper, 2010-09, 2010-009) pp. 1-17.
    (Free access)
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• 2009
  • Dellino, G., Kleijnen, Jack P.C., & Meloni, C. (2009). Robust Optimization in Simulation: Taguchi and Krige Combined. (CentER Discussion Paper, 2009-82, 2009-082) pp. 1-29.
    (Free access)
    (More)
  • Kleijnen, J.P.C. (2009). Sensitivity Analysis of Simulation Models. (CentER Discussion Paper, 2009-11, 2009-011) pp. 1-15.
    (Free access)
    (More)
  • Kleijnen, Jack P.C., & Beers, W.C.M. van (2009). Monotonicity-Preserving Bootstrapped Kriging Metamodels for Expensive Simulations. (CentER Discussion Paper, 2009-75, 2009-075) pp. 1-26.
    (Free access)
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  • Kleijnen, J.P.C., Pierreval, H., & Zhang, J. (2009). Methodology for Determining the Acceptability of Given Designs in Uncertain Environments. (CentER Discussion Paper, 2009-3, 2009-003) pp. 1-25.
    (Free access)
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• 2008
  • Dellino, G., Kleijnen, J.P.C., & Meloni, C. (2008). Robust Optimization in Simulation: Taguchi and Response Surface Methodology. (CentER Discussion Paper, 2008-69, 2008-069) pp. 1-41.
    (Free access)
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  • Kleijnen, J.P.C., Beers, W.C.M. van, & Nieuwenhuyse, I. van (2008). Constrained Optimization in Simulation: A Novel Approach. (CentER Discussion Paper, 2008-95, 2008-095) pp. 1-28.
    (Free access)
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  • Kleijnen, J.P.C. (2008). Design of Experiments: An Overview. (CentER Discussion Paper, 2008-70, 2008-070) pp. 1-21.
    (Free access)
    (More)
• 2007
  • Bettonvil, B.W.M., Castillo, E. del, & Kleijnen, J.P.C. (2007). Statistical Testing of Optimality Conditions in Multiresponse Simulation-based Optimization (Revision of 2005-81). (CentER Discussion Paper, 2007-45, 2007-045) pp. 1-31.
    (Free access)
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  • Kleijnen, J.P.C. (2007). Screening Experiments for Simulation: A Review. (CentER Discussion Paper, 2007-21, 2007-021) pp. 1-17.
    (Free access)
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  • Kleijnen, J.P.C. (2007). Kriging Metamodeling in Simulation: A Review. (CentER Discussion Paper, 2007-13, 2007-013) pp. 1-16.
    (Free access)
    (More)
  • Kleijnen, J.P.C., & Schaik, F.D.J. van (2007). Sealed-Bid Auction of Dutch Mussels: Statistical Analysis. (CentER Discussion Paper, 2007-83, 2007-083) pp. 1-22.
    (Free access)
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  • Kleijnen, J.P.C. (2007). Simulation Experiments in Practice: Statistical Design and Regression Analysis. (CentER Discussion Paper, 2007-30, 2007-030) pp. 1-24.
    (Free access)
    (More)
  • Kleijnen, J.P.C. (2007). Simulation Experiments in Practice: Statistical Design and Regression Analysis. (CentER Discussion Paper, 2007-09, 2007-009) pp. 1-22.
    (Free access)
    (More)
• 2006
  • Kleijnen, J.P.C. (2006). Generalized Response Surface Methodology: A New Metaheuristic. (CentER Discussion Paper, 2006-77, 2006-077) pp. 1-20.
    (Free access)
    (More)
  • Kleijnen, J.P.C. (2006). Regression Models and Experimental Designs: A Tutorial for Simulation Analaysts. (CentER Discussion Paper, 2006-10, 2006-010) pp. 1-31.
    (Free access)
    (More)
  • Kleijnen, J.P.C., & Wan, J. (2006). Optimization of Simulated Inventory Systems: OptQuest and Alternatives. (CentER Discussion Paper, 2006-75, 2006-075) pp. 1-14.
    (Free access)
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  • Kleijnen, J.P.C. (2006). White Noise Assumptions Revisited: Regression Models and Statistical Designs for Simulation Practice. (CentER Discussion Paper, 2006-50, 2006-050) pp. 1-21.
    (Free access)
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• 2005
  • Beers, W.C.M. van, & Kleijnen, J.P.C. (2005). Customized Sequential Designs for Random Simulation Experiments: Kriging Metamodelling and Bootstrapping. (CentER Discussion Paper, 2005-55, 2005-055) pp. 1-35.
    (Free access)
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  • Bettonvil, B.W.M., Castillo, E. del, & Kleijnen, Jack P.C. (2005). Statistical Testing of Optimality Conditions in Multiresponse Simulation-Based Optimization (Replaced by Discussion Paper 2007-45). (CentER Discussion Paper, 2005-81, 2005-081) pp. 1-40.
    (Free access)
    (More)
• 2004
  • Beers, W.C.M. van, & Kleijnen, J.P.C. (2004). Customized Sequential Designs for Random Simulation Experiments: Kriging Metamodelling and Bootstrapping. (CentER Discussion Paper, 2004-63, 2004-063) pp. 1-28.
    (Free access)
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  • Hertog, D. den, Kleijnen, J.P.C., & Siem, A.Y.D. (2004). The Correct Kriging Variance Estimated by Bootstrapping. (CentER Discussion Paper, 2004-46, 2004-046) pp. 1-22.
    (Free access)
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  • Kleijnen, J.P.C. (2004). Design and Analysis of Monte Carlo Experiments. (CentER Discussion Paper, 2004-17, 2004-017) pp. 1-28.
    (Free access)
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  • Kleijnen, J.P.C. (2004). An Overview of the Design and Analysis of Simulation Experiments for Sensitivity Analysis. (CentER Discussion Paper, 2004-16, 2004-016) pp. 1-34.
    (Free access)
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• 2003
  • Kleijnen, J.P.C., Sanchez, S.M., Lucas, T.W., & Cioppa, T.M. (2003). A User's Guide to the Brave New World of Designing Simulation Experiments. (CentER Discussion Paper, 2003-1, 2003-001) pp. 1-40.
    (Free access)
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  • Kleijnen, J.P.C. (2003). Supply Chain Simulation: A Survey. (CentER Discussion Paper, 2003-103, 2003-103) pp. 1-21.
    (Free access)
    (More)
  • Kleijnen, J.P.C., Bettonvil, B.W.M., & Persson, F. (2003). Finding the Important Factors in Large Discrete-Event Simulation: Sequential Bifurcation and its Applications. (CentER Discussion Paper, 2003-104, 2003-104) pp. 1-29.
    (Free access)
    (More)
  • Kleijnen, J.P.C., & Beers, W.C.M. van (2003). Application-driven Sequential Designs for Simulation Experiments: Kriging Metamodeling. (CentER Discussion Paper, 2003-33, 2003-033) pp. 1-24.
    (Free access)
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• 2002
  • Deflandre, D., & Kleijnen, J.P.C. (2002). Statistical Analysis of Random Simulations: Bootstrap Tutorial. (CentER Discussion Paper, 2002-58, 2002-058) pp. 1-24.
    (Free access)
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  • Kleijnen, J.P.C., Hertog, D. den, & Angun, M.E. (2002). Response Surface Methodology's Steepest Ascent and Step Size Revisited. (CentER Discussion Paper, 2002-64, 2002-064) pp. 1-32.
    (Free access)
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• 2001
  • Beers, W.C.M. van, & Kleijnen, J.P.C. (2001). Kriging for Interpolation in Random Simulation. (CentER Discussion Paper, 2001-74, 2001-074) pp. 1-23.
    (Free access)
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  • Groenendaal, W.J.H. van, & Kleijnen, J.P.C. (2001). Deterministic versus Stochastic Sensitivity Analysis in Investment Problems: An Environmental Case Study. (CentER Discussion Paper, 2001-46, 2001-046) pp. 1-27.
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  • Kleijnen, J.P.C., Vonk Noordegraaf, A., & Nielen, M. (2001). Sensitivity Analysis of Censored Output Through Polynomial, Logistic and Tobit Regression Meta-Models: Theory and Case Study. (CentER Discussion Paper, 2001-43, 2001-043) pp. 1-9.
    (Free access)
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  • Kleijnen, J.P.C. (2001). Experimental Design for Sensitivity Analysis of Simulation Models. (CentER Discussion Paper, 2001-15, 2001-015) pp. 1-8.
    (Free access)
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  • Kleijnen, J.P.C., & Gaury, E.G.A. (2001). Optimization Versus Robustness in Simulation: A Practical Methodology, With a Production-Management Case-Study. (CentER Discussion Paper, 2001-10, 2001-010) pp. 1-24.
    (Free access)
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  • Schaik, F.D.J. van, & Kleijnen, J.P.C. (2001). Sealed-Bid Auctions: Case Study. (CentER Discussion Paper, 2001-73, 2001-073) pp. 1-33.
    (Free access)
    (More)
• 2000
  • Kleijnen, J.P.C., & Groenendaal, W.J.H. van (2000). Measuring the Quality of Publications: New Methodology and Case Study. (CentER Discussion Paper, 2000-37, 2000-037) pp. 1-41.
    (Free access)
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  • Kleijnen, J.P.C., & Gaury, E.G.A. (2000). Short-Term Robustness of Production Management Systems: New Methodology. (CentER Discussion Paper, 2000-29, 2000-029) pp. 1-27.
    (Free access)
    (More)
• 1999
  • Cheng, R.C.H., Kleijnen, J.P.C., & Melas, V. (1999). Optimal design of experiments with simulation models of nearly saturated queues. (CentER Discussion Paper, 1999-16, 1999-016) pp. 1-8.
    (Free access)
    (More)
  • Kleijnen, J.P.C. (1999). Validation of Models: Statistical Techniques and Data Availability. (CentER Discussion Paper, 1999-104, 1999-104) pp. 1-9.
    (Free access)
    (More)
• 1998
  • Gaury, E.G.A., Kleijnen, J.P.C., & Pierreval, H. (1998). Customized Pull Systems for Single-Product Flow Lines. (CentER Discussion Paper, 1998-117, 1998-117)
    (Free access)
    (More)
  • Gaury, E.G.A., Pierreval, H., & Kleijnen, J.P.C. (1998). New species of hybrid pull systems. (CentER Discussion Paper, 1998-31, 1998-031) pp. 1-25.
    (Free access)
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  • Kleijnen, J.P.C. (1998). Validation of Simulation, With and Without Real Data. (CentER Discussion Paper, 1998-22, 1998-022) pp. 1-21.
    (Free access)
    (More)
  • Kleijnen, J.P.C., & Gaury, E.G.A. (1998). Short-term robustness of production management systems. (CentER Discussion Paper, 1998-070, 1998-070) pp. 1-28.
    (Free access)
    (More)
  • Kleijnen, J.P.C., & Pala, O. (1998). Maximizing the simulation output: A competition. (Discussion Paper / CentER for Economic Research, 1998-15, 1998-015)
    (Free access)
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• 1997
  • Gaury, E.G.A., Kleijnen, J.P.C., & Pierreval, H. (1997). Configuring a pull production control strategy through a generic model. (CentER Discussion Paper, 1997-101, 1997-101) pp. 1-12.
    (Free access)
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  • Kleijnen, J.P.C., & Sargent, R. (1997). A Methodology for Fitting and Validating Metamodels in Simulation. (CentER Discussion Paper, 1997-116, 1997-116) pp. 1-36.
    (Free access)
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  • Kleijnen, J.P.C. (1997). Experimental Design for Sensitivity Analysis, Optimization and Validation of Simulation Models. (CentER Discussion Paper, 1997-52, 1997-052) pp. 1-61.
    (Free access)
    (More)
• 1996
  • Cheng, R.C.H., & Kleijnen, J.P.C. (1996). Improved design of queuing simulation experiments with highly heteroscedastic responses. (CentER Discussion Paper, 96.68, 96.68-000) pp. 1-27.
    (Free access)
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  • Kleijnen, J.P.C., Bettonvil, B.W.M., & Groenendaal, W.J.H. van (1996). Validation of Simulation Models: Regression Analysis Revisited. (CentER Discussion Paper, 1996-07, 1996-007) pp. 1-33.
    (Free access)
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• 1995
  • Cheng, R.C.H., & Kleijnen, J.P.C. (1995). Optimal design of simulation experiments with nearly saturated queues. (CentER Discussion Paper, 1995-67, 1995-067)
    (Free access)
    (More)
  • Kleijnen, J.P.C. (1995). Sensitivity analysis and optimization of system dynamics models: Regression analysis and statistical design of experiments. (CentER Discussion Paper, 1995-4, 1995-004) Tilburg University, Center for Economic Research.
    (Free access)
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  • Kleijnen, J.P.C. (1995). Sensitivity analysis and related analysis: A survey of statistical techniques. (Research memorandum / Tilburg University, Faculty of Economics and Business Administration, FEW 706)
    (Free access)
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  • Kleijnen, J.P.C. (1995). Statistical validation of simulation models: A case study. (CentER Discussion Paper, 1995-42, 1995-042) Tilburg University, Center for Economic Research.
    (Free access)
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  • Kleijnen, J.P.C., & Rubinstein, R.Y. (1995). Optimization and sensitivity analysis of computer simulation models by the score function method. (CentER Discussion Paper, 1995-13, 1995-013) Tilburg University, Center for Economic Research.
    (Free access)
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• 1994
  • Bettonvil, B., & Kleijnen, J.P.C. (1994). Identifying the important factors in simulation models with many factors. (CentER Discussion Paper, 1994-114, 1994-114) Tilburg University, Center for Economic Research.
    (Free access)
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  • Kleijnen, J.P.C., & Groenendaal, W.J.H. van (1994). Two-stage versus sequential sample-size determination in regression analysis of simulation experiments. (CentER Discussion Paper, 1994-28, 1994-028)
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  • Kleijnen, J.P.C., & Rubinstein, R.Y. (1994). Monte Carlo sampling and variance reduction techniques. (CentER Discussion Paper, 1994-1, 1994-001) Tilburg University, Center for Economic Research.
    (Free access)
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• 1992
  • Kleijnen, J.P.C. (1992). Verification and validation of simulation models. (Research memorandum / Tilburg University, Department of Economics, FEW 542)
    (Free access)
    (More)
  • Kleijnen, J.P.C., & Groenendaal, W.J.H. van (1992). Two-stage versus sequential sample-size determination in regression analysis of simulation experiments. (Research memorandum / Tilburg University, Department of Economics, FEW 572)
    (Free access)
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  • Kleijnen, J.P.C., & Alink, G.A. (1992). Validation of simulation models: Mine-hunting case-study. (Research memorandum / Tilburg University, Department of Economics, FEW 537)
    (Free access)
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  • Kleijnen, J.P.C. (1992). Verification and validation of models. (Research memorandum / Tilburg University, Department of Economics, FEW 571)
    (Free access)
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• 1991
  • Bettonvil, B.W.M., & Kleijnen, J.P.C. (1991). Identifying the important factors in simulation models with many factors. (Research memorandum / Tilburg University, Department of Economics, FEW 498)
    (Free access)
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  • Kleijnen, J.P.C. (1991). Sensitivity analysis of simulation experiments: Tutorial on regression analysis and statistical design. (Research memorandum / Tilburg University, Department of Economics, FEW 474)
    (Free access)
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• 1990
  • Eijs, M.J.G. van, Heuts, R.M.J., & Kleijnen, J.P.C. (1990). Analysis and comparison of two strategies for multi-item inventory systems with joint replenishment costs. (Research memorandum / Tilburg University, Department of Economics, FEW 436)
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  • Kleijnen, J.P.C., Ham, G. van, & Rotmans, J. (1990). Techniques for sensitivity analysis of simulation models: A case study of the CO2 greenhouse effect. (Research memorandum / Tilburg University, Department of Economics, 448)
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  • Kleijnen, J.P.C. (1990). Regression metamodels for simulation with common random numbers: Comparison of techniques. (Research memorandum / Tilburg University, Department of Economics, FEW 426)
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  • Kleijnen, J.P.C. (1990). Statistics and deterministic simulation models: Why not? (Research memorandum / Tilburg University, Department of Economics, FEW 435)
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  • Kleijnen, J.P.C. (1990). Sensitivity analysis of simulation experiments: Regression analysis and statistical design. (Research memorandum / Tilburg University, Department of Economics, FEW 440)
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  • Kleijnen, J.P.C., & Annink, B. (1990). Vector computers, Monte Carlo simulation, and regression analysis: An introduction (Version 2). (Research memorandum / Tilburg University, Department of Economics, FEW 443)
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• 1989
  • Kleijnen, J.P.C., & Adams, N. (1989). Pseudorandom number generation on supercomputers. (Research memorandum / Tilburg University, Department of Economics, FEW 378)
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  • Kleijnen, J.P.C., & Annink, B. (1989). Supercomputers, Monte Carlo simulation and regression analysis. (Research memorandum / Tilburg University, Department of Economics, FEW 402)
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  • Kleijnen, J.P.C., & Annink, B. (1989). Pseudorandom number generators revisited. (Research memorandum / Tilburg University, Department of Economics, FEW 388)
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• 1988
  • Bettonvil, B.W.M., & Kleijnen, J.P.C. (1988). Measurement scales and resolution IV designs: A note (Version 3). (Research memorandum / Tilburg University, Department of Economics, FEW 301)
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  • Kleijnen, J.P.C., Kriens, J., Lafleur, M.C.H.M., & Pardoel, J.H.F. (1988). Sampling for quality inspection and correction: AOQL performance criteria (Version 3). (Research memorandum / Tilburg University, Department of Economics, FEW 326)
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  • Kleijnen, J.P.C., Kriens, J., Timmermans, H., & Wildenberg, H. van den (1988). Regression sampling in statistical auditing. (Research memorandum / Tilburg University, Department of Economics, FEW 306)
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  • Kleijnen, J.P.C. (1988). Analyzing simulation experiments with common random number, part II: Rao's approach. (Research memorandum / Tilburg University, Department of Economics, FEW 332)
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  • Kleijnen, J.P.C. (1988). Simulation and optimization in production planning: A case study (Version 2). (Research memorandum / Tilburg University, Department of Economics, FEW 308)
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• 1987
  • Kleijnen, J.P.C. (1987). A DSS for production planning: A case study including simulation and optimization. (Research memorandum / Tilburg University, Department of Economics, FEW 275)
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  • Kleijnen, J.P.C. (1987). Simulatie. (Ter discussie FEW, 87.05)
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• 1986
  • Kleijnen, J.P.C., Karremans, P., & Oortwijn, W. (1986). Jackknifing estimated weighted least squares. (Research memorandum / Tilburg University, Department of Economics, FEW 228)
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  • Kleijnen, J.P.C., & Standridge, C.R. (1986). Experimental design and regression analysis in simulation: An FMS case study. (Research memorandum / Tilburg University, Department of Economics, FEW 212)
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  • Kleijnen, J.P.C. (1986). Analyzing simulation experiments with common random numbers (Part I, 2nd rev. and expanded version). (Research memorandum / Tilburg University, Department of Economics, FEW 231)
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  • Kleijnen, J.P.C., & Groenendaal, W.J.H. van (1986). Regression analysis of factoral designs with sequential replication. (Research memorandum / Tilburg University, Department of Economics, FEW 215)
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  • Kleijnen, J.P.C., Kriens, J., & Lafleur, M. (1986). Sampling for quality inspection and correction: AOQL performance criteria. (Research memorandum / Tilburg University, Department of Economics, FEW 246)
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  • Kleijnen, J.P.C. (1986). Decision Support Systems (DSS), en de kleren van de keizer ... (Research memorandum / Tilburg University, Department of Economics, FEW 218)
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• 1985
  • Kleijnen, J.P.C. (1985). Simulation with too many factors: Review of random and group-screening designs. (Research memorandum / Tilburg University, Department of Economics, FEW 190)
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  • Kleijnen, J.P.C. (1985). Regression analysis of simulation experiments: Functional software specification. (Research memorandum / Tilburg University, Department of Economics, FEW 199)
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  • Kleijnen, J.P.C., Kloppenburg, G., & Meeuwsen, F. (1985). Testing the mean of an asymmetric population: Johnson's modified t test revisited. (Research memorandum / Tilburg University, Department of Economics, FEW 183)
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  • Kleijnen, J.P.C. (1985). A scenario for sequential experimentation. (Research memorandum / Tilburg University, Department of Economics, FEW 191)
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  • Kleijnen, J.P.C. (1985). Variance heterogeneity in experimental design. (Research memorandum / Tilburg University, Department of Economics, FEW 197)
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  • Kleijnen, J.P.C. (1985). Selecting random number seeds in practice. (Research memorandum / Tilburg University, Department of Economics, FEW 198)
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• 1984
  • Kleijnen, J.P.C. (1984). Superefficient estimation of power functions in simulation experiments. (Research memorandum / Tilburg University, Department of Economics, FEW 143)
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  • Kleijnen, J.P.C., Denis, H.M.M.T., & Kerckhoffs, R.M.G. (1984). Efficient estimation of power functions. (Research memorandum / Tilburg University, Department of Economics, FEW 161)
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  • Kleijnen, J.P.C., Cremers, P., & Belle, F. van (1984). The power of weighted and ordinary least squares with estimated unequal variances in experimental design. (Research memorandum / Tilburg University, Department of Economics, FEW 142)
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• 1983
  • Kleijnen, J.P.C. (1983). Statistical analysis of steady-state simulations: Survey of recent progress. (Research memorandum / Tilburg University, Department of Economics, FEW 127)
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  • Kleijnen, J.P.C. (1983). On the interpretation of variables. (Research memorandum / Tilburg University, Department of Economics, FEW 136)
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  • Kleijnen, J.P.C. (1983). Regression analysis: Assumptions, alternatives, applications. (Research memorandum / Tilburg University, Department of Economics, FEW 135)
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• 1982
  • Kleijnen, J.P.C. (1982). Design of simulation experiments. (Research memorandum / Tilburg University, Department of Economics, FEW 123)
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  • Kleijnen, J.P.C. (1982). Regression metamodel summarization of model behaviour. (Research memorandum / Tilburg University, Department of Economics, FEW 120)
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• 1981
  • Kleijnen, J.P.C. (1981). Statistical aspects of simulation: An updated survey. (Research memorandum / Tilburg University, Department of Economics, FEW 101)
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  • Kleijnen, J.P.C. (1981). Regression analysis for simulation practitioners. (Research memorandum / Tilburg University, Department of Economics, FEW 85)
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  • Kleijnen, J.P.C. (1981). Cross-validation using the t statistic. (Research memorandum / Tilburg University, Department of Economics, FEW 100)
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• 1979
  • Keyzer, F., Kleijnen, J.P.C., Mullenders, E., & Reken, A.J. van (1979). Small-jobs-first: A combined queuing, simulation, and regression analysis. (Research memorandum / Tilburg University, Department of Economics, FEW 82)
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  • Kleijnen, J.P.C. (1979). Analysis of simulation with common random numbers: A note on Heikes et al. (1976) (Version 2). (Ter discussie FEW, 79.095)
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  • Kleijnen, J.P.C. (1979). Simulation in the evaluation of management information systems: An overview and evaluation. (Research memorandum / Tilburg University, Department of Economics, FEW 81)
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• 1978
  • Hopmans, A.C.M., & Kleijnen, J.P.C. (1978). Importance sampling in systems simulation: A practical failure? (Research memorandum / Tilburg University, Department of Economics, FEW 73)
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  • Kleijnen, J.P.C. (1978). Timeliness of information: A basic model. (Research memorandum / Tilburg University, Department of Economics, FEW 80)
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  • Kleijnen, J.P.C. (1978). The role of statistical methodology in simulation. (Research memorandum / Tilburg University, Department of Economics, FEW 74)
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  • Kleijnen, J.P.C. (1978). Economic framework for information systems. (Research memorandum / Tilburg University, Department of Economics, FEW 78)
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  • Kleijnen, J.P.C. (1978). Scoring methods, multiple criteria, and utility analysis. (Research memorandum / Tilburg University, Department of Economics, FEW 76)
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• 1977
  • Bogaard, W. van den, & Kleijnen, J.P.C. (1977). Minimizing waiting times using priority classes: A case study in response surface methodology. (Ter discussie FEW, 77.056)
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  • Burg, A.J. van den, Ham, R.T. van der, & Kleijnen, J.P.C. (1977). Generalizations of simulation results: Practicality of statistical methods (Part one). (Research memorandum / Tilburg University, Department of Economics, FEW 67)
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  • Hopmans, A.C.M., & Kleijnen, J.P.C. (1977). Regression estimators in simulation. (Research memorandum / Tilburg University, Department of Economics, FEW 70)
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  • Kleijnen, J.P.C. (1977). Operations research and computers. (Research memorandum / Tilburg University, Department of Economics, FEW 66)
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  • Kleijnen, J.P.C. (1977). Generalizing simulation results through metamodels. (Ter Discussie FEW, 70) Katholieke Hogeschool Tilburg, Faculteit der Economische Wetenschappen.
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• 1976
  • Kleijnen, J.P.C. (1976). "Information economics": Inleiding en kritiek. (Ter discussie FEW, 76.040)
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• 1975
  • Coppens, G.W.J., Dongen, M.P.F.M. van, & Kleijnen, J.P.C. (1975). Quantile estimation in regenerative simulation: A case study. (Ter discussie FEW, 75.021)
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  • Kleijnen, J.P.C. (1975). De rol van simulatie in de algemene econometrie. (Ter discussie FEW, 75.002)
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• 1969
  • Kleijnen, J.P.C. (1969). Een toepassing van "importance sampling". (EIT Research memorandum / Tilburg Institute of Economics, 2)
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Reports (government and other final research reports)

• 2001
  • Kleijnen, J.P.C., Smits, M.T., & Peterson, R.R. (2001). Performance Metrics in Supply Chain Management. (TICS Report) pp. 1-12. Enschede: Telematics Institute.
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Conference papers

• 2010
  • Dellino, G., Kleijnen, Jack P.C., & Meloni, C. (2010). Parametric and distribution-free bootstrapping in robust simulation-optimization. In B. Johansson, S. Jain, J. Montoya-Torres, J. Hugan, & E. Yucesan (Eds.), Proceedings of the 2010 Winter Simulation Conference (pp. 1283-1294). Piscataway, NJ: IEEE.
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• 2009
  • Dellino, G., Kleijnen, Jack P.C., & Meloni, C. (2009). Robust simulation-optimization using metamodels. In M.D. Rossetti, R.R. Hill, B. Johansson, A. Dunkin, & R.G. Ingalls (Eds.), Proceedings of the 2009 Winter Simulation Conference (pp. 540-550). Piscataway, NJ: IEEE.
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  • Dellino, G., Kleijnen, Jack P.C., & Meloni, C. (2009). Robust simulation-optimization methodology. In L.H. Lee, M.E. Kuhl, J.W. Fowler, & S. Robinson (Eds.), Proceedings of the 2009 INFORMS Simulation Society Research Workshop (pp. 48-52). Maryland: INFORMS Simulation Society.
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  • Kleijnen, Jack P.C., Pierreval, H., & Zhang, J. (2009). When is the design of a manufacturing system acceptable in the presence of uncertainty? In M.I. Dessouky & I. Kacem (Eds.), Proceedings of the 39th International Conference on Computers & Industrial Engineering (CIE 39) (pp. 714-719). Piscataway, NJ: IEEE.
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• 2008
  • Kleijnen, J.P.C. (2008). Design of experiments: Overview. In S.J. Mason, R.R. Hill, L. Moench, O. Rose, T. Jefferson, & J.W. Fowler (Eds.), Proceedings of the 2008 Winter Simulation Conference (WSC 2008) (pp. 479-488).
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• 2007
  • Biles, B.E., Beers, W.C.M. van, Kleijnen, Jack P.C., & Nieuwenhuyse, I. van (2007). Kriging metamodels in constrained simulation optimization: An exploratory study. In S.G. Henderson, B. Biller, M.H. Hsieh, J. Shortle, J.D. Tew, & R.R. Barton (Eds.), Proceedings of the 2007 Winter Simulation Conference (pp. 355-362).
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  • Kleijnen, J.P.C. (2007). Regression models and experimental designs: A tutorial for simulation analysts. In S.G. Henderson, B. Biller, M.H. Hsieh, J. Shortle, J.D. Tew, & R.R. Barton (Eds.), Proceedings of the 2007 Winter Simulation Conference (pp. 183-194).
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  • Kleijnen, J.P.C. (2007). Risk analysis: Frequentist and Bayesians unite! In E. Yucesan (Ed.), Proceedings of the 2007 INFORMS Simulation Society Research Workshop (pp. 61-65). Baltimore: INFORMS.
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• 2006
  • Kleijnen, J.P.C. (2006). White noise assumptions revisited: Regression metamodels and experimental designs for simulation practice. In L.F. Perrone, F.P. Wieland, J. Liu, B.G. Lawson, D.M. Nicol, & R.M. Fujimoto (Eds.), Proceedings of the 2006 Winter Simulation Conference (pp. 107-117).
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• 2005
  • Biles, B.E., & Kleijnen, Jack P.C. (2005). International collaborations in web-based simulation: A focus on experimental design and optimization. In M.E. Kuhl, N.M. Steiger, F.B. Armstrong, & J.A. Joines (Eds.), Proceedings of the 2005 Winter Simulation Conference (pp. 218-222). New Jersey: IEEE.
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• 2004
  • Beers, W.C.M. van, & Kleijnen, J.P.C. (2004). Kriging interpolation in simulation: A survey. In R.G. Ingalls, M.D. Rossetti, J.S. Smith, & B.A. Peter (Eds.), Proceedings of the 2004 Winter Simulation Conference (pp. 113-121). New Jersey: IEEE.
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• 2002
  • Angun, M.E., Gürkan, G., Hertog, D. den, & Kleijnen, J.P.C. (2002). Response surface methodology revisited. In E. Yucesan, C.H. Chen, J.L. Snowdon, & J.M. Charnes (Eds.), Proceedings of the 2002 Winter Simulation Conference (pp. 377-383).
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• 2001
  • Kleijnen, J.P.C. (2001). Education for simulation practice - five perspectives - research. In B.A. Peters, J.S. Smith, D.J. Medeiros, & M.W. Rohrer (Eds.), Proceedings of the Winter Simulation Conference 2001 (pp. 1576-1578).
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  • Kleijnen, J.P.C., Vonk Noordegraaf, A., & Nielen, M. (2001). Sensitivity analysis of censored output through polynomial, logistic and tobit models: Theory and case study. In B.A. Peters, J.S. Smith, D.J. Medeiros, & M.W. Rohrer (Eds.), Proceedings of the 2001 Winter Simulation Conference (pp. 486-491).
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  • Kleijnen, J.P.C. (2001). Experimental designs for sensitivity analysis of simulation models. In A.W. Heemink (Ed.), Proceedings of EUROSIM 2001,
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• 2000
  • Kleijnen, J.P.C., Biles, B.E., & Marr, C. (2000). A Java-based simulation manager for web-based simulation. In J.A. Joines, R.R. Barton, K. Kang, & P.A. Fishwick (Eds.), Proceedings of the 2000 Winter Simulation Conference (pp. 1815-1822).
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  • Kleijnen, J.P.C., Cheng, R.C.H., & Bettonvil, B.W.M. (2000). Validation of trace-driven simulation models: More on bootstrap tests. In J.A. Joines, R.R. Barton, K. Kang, & P.A. Fishwick (Eds.), Proceedings of the 2000 Winter Simulation Conference (pp. 882-892).
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  • Kleijnen, J.P.C. (2000). Strategic directions in verification, validation and accreditation research: A personal view. In J.A. Joines, R.R. Barton, K. Kang, & P.A. Fishwick (Eds.), Proceedings of the 2000 Winter Simulation Conference (pp. 909-916).
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• 1999
  • Kleijnen, J.P.C., & Biles, B.E. (1999). A Java-based simulation manager for optimization and response surface methodology in multiple-response parallel simulation. In P.A. Farrington, H.B. Nembhard, D.T. Sturrock, & G.W. Evans (Eds.), Proceedings of the 1999 Winter Simulation Conference (pp. 513-517). Washington: Omnipress.
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  • Kleijnen, J.P.C., Gaury, E.G.A., & Pierreval, H. (1999). Extending pull production control systems. Proceedings International Conference on Industrial Engineering and Production Management (IEPM '99). Vol 2 (pp. 433-442). Glasgow.
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  • Kleijnen, J.P.C. (1999). Validation of models: Statistical techniques and data availability. In P.A. Farrington, H.B. Nembhard, D.T. Sturrock, & G.W. Evans (Eds.), Proceedings of the 1999 Winter Simulation Conference (pp. 647-654). Washington: Omnipress.
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  • Kleijnen, J.P.C., Gaury, E.G.A., & Pierreval, H. (1999). Designing customized pull production and control systems. Proceedings of the ELA (pp. 59-74).
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• 1998
  • Gaury, E.G.A., & Kleijnen, J.P.C. (1998). Risk analysis of robust system design. In D.J. Medeiros, E.F. Watson, J.S. Carson, & M.S. Manivannan (Eds.), Proceedings of the 1998 Winter Simulation Conference (WSC '98) (pp. 1533-1540). Washington D.C.: Omnipress.
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  • Kleijnen, J.P.C. (1998). Statistical theory on design of experiments, applied to simulation. In K. Chan, S. Tarantola, & F. Campolongo (Eds.), SAMO Second International Symposium on Sensitivity Analysis of Model Output, Luxembourg: European Commission.
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  • Kleijnen, J.P.C., & Groenendaal, W.J.H. van (1998). Identifying important factors in deterministic investment problems using design of experiments. In D.J. Medeiros, E.F. Watson, J.S. Carson, & M.S. Manivannan (Eds.), Proceedings of the 1998 Winter Simulation Conference (WSC '98) (pp. 713-718). Washington D.C.: Omnipress.
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  • Kleijnen, J.P.C. (1998). Bootstrapping and cross-validation of metamodels in simulation. In K. Chan, S. Tarantola, & F. Campolongo (Eds.), SAMO Second International Symposium on Sensitivity Analysis of Model Output, Luxembourg: European Commission.
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  • Kleijnen, J.P.C., Feelders, A.J., & Cheng, R.C.H. (1998). Bootstrapping and validation of metamodels in simulation. In D.J. Medeiros, E.F. Watson, J.S. Carson, & M.S. Manivannan (Eds.), Proceedings of the 1998 Winter Simulation Conference (WSC '98) (pp. 701-706). Washington D.C.: Omnipress.(706)
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• 1997
  • Gaury, E.G.A., Kleijnen, J.P.C., & Pierreval, H. (1997). Modelisation et simulation dans l'étude de systèmes de production geres en Kanban. Proceedings of the First French-speaking Conference on Modeling and Simulation of Production and Logistics (p. 113-123). Rouen: Hermes.
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  • Gaury, E.G.A., Kleijnen, J.P.C., & Pierreval, H. (1997). Configuring a pull production control strategy through a generic model. Proceedings of the Conference on Management and Control of Production and Logistics, Amsterdam: Elsevier.
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  • Heck, H.W.G.M. van, Damme, E.E.C. van, Kleijnen, J.P.C., & Ribbers, P.M.A. (1997). New entrants and the role of information technology: Case study: The Tele-Flower Auction in The Netherlands. In J.F. Nunamaker & R.H. Sprague (Eds.), Proceedings of the 30th Hawaii International Conference on System Sciences, (Vol III) (pp. 228-237). Los Alamitos: IEEE Computer Society Press.
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  • Kleijnen, J.P.C., Heck, H.W.G.M. van, Damme, E.E.C. van, & Ribbers, P.M.A. (1997). New entrants and the role of information technology: The case of The Tele-Flower Auction in The Netherlands. In S. Klein & H. Williams (Eds.), 3rd Research Symposium on Emerging Electronic Markets (pp. 35-49). St Gallen: Institut fur Wirtschaftsinformatik der Universitat St Gallen.
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• 1996
  • Groenendaal, W.J.H. van, & Kleijnen, J.P.C. (1996). Regression Metamodels and Design of Experiments. In J.M. Charnes, D.J. Morrice, D.T. Brunner, & J.J. Swain (Eds.), Proceedings of the 1996 Winter Simulation Conference (pp. 1433-1440). New York: Association for Computing Machinery.
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  • Kleijnen, J.P.C., Bettonvil, B.W.M., & Groenendaal, W.J.H. van (1996). Validation of trace-driven simulation models: Regression analysis revisited. In J.M. Charnes, D.J. Morrice, D.T. Brunner, & J.J. Swain (Eds.), Proceedings of the 1996 Winter Simulation Conference (pp. 352-360). New York: Association for Computing Machinery.
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  • Kleijnen, J.P.C. (1996). Five-stage Procedure for the Evaluation of Simulation Models through Statistical Techniques. In J.M. Charnes, D.J. Morrice, D.T. Brunner, & J.J. Swain (Eds.), Proceedings of the 1996 Winter Simulation Conference (pp. 248-254). New York: Association for Computing Machinery.
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