Reiß, Markus; Rozenholc, Yves; Cuenod, Charles A. - 2011

A nonparametric procedure for quantile regression, or more generally nonparametric M-estimation, is proposed which is completely data-driven and adapts locally to the regularity of the regression function. This is achieved by considering in each point M-estimators over different local...