Publication | Closed Access
An Approach to Sensitivity Analysis of Computer Models: Part II—Ranking of Input Variables, Response Surface Validation, Distribution Effect and Technique Synopsis
226
Citations
3
References
1981
Year
EngineeringResponse Surface ValidationSoftware SystemsRobustness TestingModel RefinementModel VerificationSoftware AnalysisReliability EngineeringData ScienceUncertainty QuantificationManagementSystems EngineeringSensitivity AnalysisModeling And SimulationSensitivity Analysis ApproachStatisticsSystems AnalysisDistribution EffectComputer ScienceModel ComparisonProcess ControlModel ReliabilityModel AnalysisData Modeling
This is the second part of a two-part paper presenting a statistical approach to the sensitivity analysis of computer models. In this part consideration is given to response surface construction techniques including identification of possible overfit and data transformation to handle nonlinearities. Methods for response surface validation are presented as is a summary of the sensitivity analysis approach contained in this paper.
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