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In this paper,a semiparametric regression model in which errors are i.i.d random variables from an unknown density f(·) is considered.Based on Hall et al.(1995),a nonlinear wavelet estimation of f(·) without restrictions of continuity everywhere on f(·) is given,and the convergence rate of the estimators in L2 is obtained.