Convergence of Moments of Standardized Quantiles

Abstract : A sequence of independent identically distributed random variables is considered. Necessary and sufficient conditions on the density of the distribution are given for convergence of the moments of standardized quantiles of the first n observations as n to infinity. Similar conditions are given for the convergence of the moment generating function.