A multivariate semiparametric partial linear model for both fixed and random design cases is considered. Earlier, in Brown, Levine and Wang (2014), the model has been analyzed using a difference sequence approach. In particular, the functional component has been estimated using a multivariate Nadaraya-Watson kernel smoother of the residuals of the linear fit. Moreover, this functional component...