Estimation of a jump point in random design regression

Given an i.i.d. sample of an R×RR×R-valued random vector (X,Y)(X,Y), we estimate the location and the size of the maximal jump of the piecewise continuous regression function m(x)=E{Y|X=x}. The proposed estimates are shown to converge almost surely to the maximal jump point under weak conditions.