Abstract: In order to study the statistical inference of the nonparametric component in the semiparametric varying-coefficient partially linear models, a profile least-squares estimator for varying coefficient function is proposed by local linear regression technique. Asymptotic bias and variance are obtained, and asymptotic normality of the estimator is also gained.