Convergence Rate of the Error-Density Estimator of Nonparametric Regression in the i.i.d Case

In this paper, we are mainly concerned with uniform convergence and mean square convergence of the error-density estimator of nonparametric regression in the i.i.d case. We have given the strong uniform convergence rate and mean square error convergence rate of the kernel density estimator fn under suitable conditions.