Restricted profile estimation for partially linear models with large-dimensional covariates

Abstract In the framework of partially linear models with a diverging number of parameters, this paper studies the restricted profile least-squares estimator which is consistent and asymptotically normal under certain conditions. Some simulation studies are conducted to illustrate our approach.