On the asymptotic distribution of an alternative measure of kurtosis
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2015-08-07 https://doi.org/10.14419/ijasp.v3i2.5007 -
Kurtosis, Quantile Estimator, Ratio of Normal Variables, Spread Function. -
Abstract
Pearson defined the fourth standardized moment of a symmetric distribution as its kurtosis. There has been much discussion in the literature concerning both the meaning of kurtosis, as well as the effectiveness of the classical sample kurtosis as a reliable measure of peakedness and tail weight. In this paper, we consider an alternative measure, developed by Crow and Siddiqui, used to describe kurtosis. Its value is calculated for a number of common distributions, and a derivation of its asymptotic distribution is given. Simulations follow, which reveal an interesting connection to the literature on the ratio of normal random variables.
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References
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Received date: 2015-06-29
Accepted date: 2015-07-23
Published date: 2015-08-07