Quantile smoothing splines

Authors: Roger Koenker, Pin Ng, Stephen Portnoy - Biometrika 1994 cited by 597

SUMMARY Although nonparametric regression has traditionally focused on the estimation of conditional mean functions, nonparametric estimation of conditional quantile functions is often of substantial practical interest. We explore a class of quantile smoothing splines, defined as solutions to