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A measure of asymmetry

P. Patil, P. Patil and D. Bagkavos ()

Statistical Papers, 2012, vol. 53, issue 4, 985 pages

Abstract: It is a general practice to make assertions about the symmetry or asymmetry of a probability density function based on the coefficients of skewness. Since most of the coefficients of skewness are designed to be zero for a symmetric density, they overall do provide an indication of symmetry. However, skewness is primarily influenced by the tail behavior of a density function, and the skewness coefficients are designed to capture this behavior. Thus they do not calibrate asymmetry in the density curves. We provide a necessary condition for a probability density function to be symmetric and use that to measure asymmetry in a continuous density curve on the scale of −1 to 1. We show through examples that the proposed measure does an admirable job of capturing the visual impression of asymmetry of a continuous density function. Copyright Springer-Verlag 2012

Keywords: Asymmetry measure; Correlation; Nonparametric; Skewness (search for similar items in EconPapers)
Date: 2012
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Citations: View citations in EconPapers (4)

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DOI: 10.1007/s00362-011-0401-6

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