The varying coefficient (VC) model is a generalization of ordinary linear model, which can not only retain strong interpretability but also has the flexibility nonparametric model. In this paper, we investigate VC with hierarchical structure. A unified variable selection method for proposed, simultaneously select nonzero effects and estimate unknown functions. Meanwhile, selected enforces struc...