This paper considers two estimators of θ = 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.