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Quantile-locating functions and the distance between the mean and quantiles
Authors:D Gilat  T P Hill
Institution:School of Mathematical Sciences, Tel Aviv University Ramat Aviv 69978, Israel;School of Mathematics. Georgia Institute of Technology Atlanta, GA 30332, USA
Abstract:Given a random variable X with finite mean, for each 0 < p < 1, a new sharp bound is found on the distance between a p -quantile of X and its mean in terms of the central absolute first moment of X . The new bounds strengthen the fact that the mean of X is within one standard deviation of any of its medians, as well as a recent quantile-generalization of this fact by O'Cinneide.
Keywords:mean  median  quantiles  absolute central first moment  convex function
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