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2017
887 Downloads (Pure)

Kriging: Methods and Applications

Kleijnen, J. P. C., 21 Nov 2017, Tilburg: CentER, Center for Economic Research, 17 p. (CentER Discussion Paper; vol. 2017-047).

Research output: Working paperDiscussion paperOther research output

File
Kriging
Latin Hypercube Sampling
Simulation
Robust Optimization
Interpolation Method
459 Downloads (Pure)

Sequential Probability Ration Tests: Conservative and Robust

Kleijnen, J. P. C. & Shi, W., 10 Jan 2017, Tilburg: CentER, Center for Economic Research, 39 p. (CentER Discussion Paper; vol. 2017-001).

Research output: Working paperDiscussion paperOther research output

File
Sequential Probability Ratio Test
Output
Gaussian distribution
Experiment
Error Rate

Regression and Kriging metamodels with their experimental designs in simulation: A review

Kleijnen, J. P. C., Jan 2017, In : European Journal of Operational Research. 256, 1, p. 1-16 16 p.

Research output: Contribution to journalLiterature reviewScientificpeer-review

Kriging
Metamodel
Experimental design
Design of experiments
Regression

Comment on Park et al.’s “Robust Kriging in computer experiments”

Kleijnen, J. P. C., Jun 2017, In : The Journal of the Operational Research Society. 68, 6, p. 739-740

Research output: Contribution to journalComment/Letter to the editorScientificpeer-review

295 Downloads (Pure)

Testing the Assumptions of Sequential Bifurcation for Factor Screening (revision of CentER DP 2015-034)

Shi, W. & Kleijnen, J. P. C., 14 Feb 2017, Tilburg: CentER, Center for Economic Research, 27 p. (CentER Discussion Paper; vol. 2017-006).

Research output: Working paperDiscussion paperOther research output

File
Screening
Simulation model
Bifurcation
Factors
Testing
2018

Efficient global optimization for black-box simulation via sequential intrinsic Kriging

Mehdad, E. & Kleijnen, J. P. C., Nov 2018, In : The Journal of the Operational Research Society. 69, 11, p. 1725-1737

Research output: Contribution to journalArticleScientificpeer-review

Open Access
Global optimization
Intrinsic
Simulation
Kriging
Black box
2017
629 Downloads (Pure)

Design and Analysis of simulation experiments: Tutorial

Kleijnen, J. P. C., 27 Mar 2017, Tilburg: CentER, Center for Economic Research, 25 p. (CentER Discussion Paper; vol. 2017-018).

Research output: Working paperDiscussion paperOther research output

File
kriging
simulation
experiment
uncertainty analysis
bifurcation
2019
46 Downloads (Pure)

Statistical Tests for Cross-Validation of Kriging Models

Kleijnen, J. & van Beers, W. C. M., 29 May 2019, Tilburg: CentER, Center for Economic Research, 42 p. (CentER Discussion Paper; vol. 2019-022).

Research output: Working paperDiscussion paperOther research output

File
Kriging
Statistical test
Cross-validation
Bootstrapping
Extrapolation
2017
257 Downloads (Pure)

Simulation Optimization through Regression or Kriging Metamodels

Kleijnen, J. P. C., 16 May 2017, Tilburg: CentER, Center for Economic Research, 21 p. (CentER Discussion Paper; vol. 2017-026).

Research output: Working paperDiscussion paperOther research output

File
kriging
simulation
experiment
response surface methodology
method
2018
198 Downloads (Pure)

Prediction for Big Data through Kriging: Small Sequential and One-Shot Designs

Kleijnen, J. P. C. & van Beers, W. C. M., 9 Jul 2018, Tilburg: CentER, Center for Economic Research, 43 p. (CentER Discussion Paper; vol. 2018-022).

Research output: Working paperDiscussion paperOther research output

File
Interpolation
Big data
Experiments
2016

Robust dual-response optimization

Yanikoglu, I., den Hertog, D. & Kleijnen, J. P. C., 2016, In : IIE Transactions: Industrial Engineering Research and Development. 48, 3, p. 298-312

Research output: Contribution to journalArticleScientificpeer-review

Probability distributions
Experiments
2018

Stochastic intrinsic Kriging for simulation metamodeling

Kleijnen, J. P. C. & Mehdad, E., May 2018, In : Applied Stocahstic Models in Business and Industry. 34, 3, p. 322-337

Research output: Contribution to journalArticleScientificpeer-review

Metamodeling
Kriging
Simulation
Metamodel
Experiments
2016

Estimating the variance of the predictor in stochastic Kriging

Kleijnen, J. P. C. & Mehdad, E., Aug 2016, In : Simulation Modelling Practice and Theory. 66, p. 166-173

Research output: Contribution to journalArticleScientificpeer-review

Kriging
Predictors
Distribution-free
Gaussian distribution
Simulation Model