The mean-square efficiency of cumulative distribution function estimation can be improved through kernel smoothing. We propose a plug-in bandwidth rule, which minimizes an estimate of the asymptotic mean integrated squared error.

Bandwidth Selection for Nonparametric Distribution.pdf

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