A Note on the Estimation of a Distribution Function and Quantiles by a Kernel Method
Adelchi Azzalini · Biometrika · 1981
A distribution function is estimated by integrating a kernel estimator of the density. Quantiles are estimated by inverting the estimate of the distribution function. Second-order properties of both these estimators are studied.