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The paper extends this DOE to stagewise DOE, and discusses several validation criteria, measures, and estimators.The methodology covers metamodels in general (including neural networks); it also gives a specific procedure for developing linear regression (including polynomial) metamodels for random simulation.

a methodology for fitting and validating metamodels in simulation-25a methodology for fitting and validating metamodels in simulation-20a methodology for fitting and validating metamodels in simulation-85a methodology for fitting and validating metamodels in simulation-27

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Classic design of experiments (DOE) is summarized, including standard measures of fit such as the R-square coefficient and cross-validation measures.

This DOE is extended to sequential or stagewise DOE.

There are several types of metamodel: linear regression, splines, neural networks, etc.

This paper distinguishes between fitting and validating a metamodel.

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