Tang, Yanlin; Song, Xinyuan; Wang, Huixia Judy; Zhu, Zhongyi - In: Journal of Multivariate Analysis 122 (2013) C, pp. 115-132
In this paper, we propose a two-stage variable selection procedure for high dimensional quantile varying coefficient models. The proposed method is based on basis function approximation and LASSO-type penalties. We show that the first stage penalized estimator with LASSO penalty reduces the...