2015 · 26 citations · 4 references
Natural SciencesMathematicsProbability TheoryStatisticsStochastic ModelingInferential StatisticsLimit TheoremsMonte Carlo SimulationSample SizeSampling MethodsStatistical InferenceCentral Limit TheoremsContinuous Probability DistributionsGamma Distribution ModelsGeneralized Gamma ModelRequired Sample Size EstimationSample Size CalculationSample Size EstimationSimulation-based Sample Size Calculation
A general criterion in using the central limit theorem is based on the sample size n ≥ 30, no matter what the population is. Such only one generalized criterion may not be suitable for various shapes of probability distributions. This study is to check gamma distribution, one of asymmetric continuous distributions, how fit that criterion by computer simulation techniques, and finds out the least required sample sizes that satisfy the central limit theorem under different parameters of the gamma distribution.
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An analysis of variance test for normality (complete samples)
Samuel S. Shapiro, M. B. Wilk · Biometrika · 1965 · 19.3K citations