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This paper considers two estimators ofθ =g(x) in a nonparametric regression model Y =g(x) + ε(x ∈ (0,1)p) with missing responses:Imputation and inverse probability weighted estimators.Asymptotic normality of the two estimators is established,which is used to construct normal approximation based confidence intervals on θ.