In this paper, we consider a semiparametric partially linear regression model where missing data occur in the response. We propose robust Fisher–consistent estimators for the regression parameter, the regression function and for the marginal location parameter of response variable. A cross–validation method is discussed, even when the marginal estimators seem not to be sensitive to the bandwidt...