Abstract: A multivariate partially linear model is considered in this paper. The B-spline least squares estimator for both the parametric and the noparametric components is proposed. Moreover, we investigate the the asymptotic normality of the estimator of the parametric component and the convergence rate of the estimator of nonparametric function.