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Convergence of the moment generating function of standardized quantiles
Authors:Keaven Anderson
Affiliation:Harvard University School of Public Health
Abstract:A sequence of independent, identically distributed random variables is considered. Given a simple local condition on the distribution of these random variables, we give necessary and sufficient conditions on the tails of the distribution for the moment generating function of a standardized quantile of the first n observations to converge to the moment generating function of an appropriate normal distribution as n →infinity;. This result is actually a special case of a more general result which can also be used to show convergence in distribution and convergence of moments of standardized quantiles.
Keywords:order statistics  quantiles  moments  moment generating functions  asymptotics
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