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A Comparison of Three Methods for Selecting Values of Input Variables in the Analysis of Output From a Computer Code
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Citations
11
References
2000
Year
EngineeringSample MeanMonte Carlo MethodsSampling TechniqueSoftware EngineeringSource Code AnalysisEvaluation StrategySoftware AnalysisMonte Carlo StudiesBiostatisticsThree MethodsStatisticsEmpirical Distribution FunctionComputer EngineeringComplex SampleSampling TheorySampling (Statistics)Computer ScienceProgram OptimizationMonte Carlo SamplingStatic Program AnalysisSoftware DesignProgram AnalysisSoftware TestingProcess ControlFormal MethodsStatistical InferenceInput VariablesComputer CodeSymbolic ExecutionSurvey Methodology
Two types of sampling plans are examined as alternatives to simple random sampling in Monte Carlo studies. These plans are shown to be improvements over simple random sampling with respect to variance for a class of estimators which includes the sample mean and the empirical distribution function.
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