Cumulant Plots for Assessing the Gamma Distribution |
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Authors: | Ioannis A. Koutrouvelis George C. Canavos Athanasios G. Kallioras |
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Affiliation: | 1. Department of Engineering Sciences , University of Patras , Patras, Greece koutrouv@upatras.gr;3. School of Business , Virginia Commonwealth University , Richmond, Virginia, USA;4. National Statistical Service of Greece , Lamia, Greece |
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Abstract: | This article introduces graphical procedures for assessing the fit of the gamma distribution. The procedures are based on a standardized version of the cumulant generating function. Plots with bands of 95% simultaneous confidence level are developed by utilizing asymptotic and finite-sample results. The plots have linear scales and do not rely on the use of tables or values of special functions. Further, it is found through simulation, that the goodness-of-fit test implied by these plots compares favorably with respect to power to other known tests for the gamma distribution in samples drawn from lognormal and inverse Gaussian distributions. |
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Keywords: | Cumulant generating function Gamma distribution Goodness-of-fit test Probability plot |
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