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Directory Results for Quantifying the Gap between Expected and Actual Rates of ... to Quantile Functions, Convergence in Quantile, and Extreme Value Distribution Theory.. The aim of this paper is to summarize the probability theory of quantile functions. The contributions of this paper are 1 to emphasize the duality of quantile functi