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The histogram approximation might be better than you think. The simplest "histogram" approximation is to use a discrete distribution with a point mass of $1/n$ at each observation. This is the empirical density, and the corresponding CDF $\hat F_n$ is the empirical cumulative distribution function (ECDF). With iid data, the ECDF enjoys a number of ...


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