Robust nonparametric estimation via wavelet median regression

Lawrence D. Brown, T. Tony Cai, Harrison H. Zhou

In this paper we develop a nonparametric regression method that is simultaneously adaptive over a wide range of function classes for the regression function and robust over a large…