Quantile Estimation of A general Single-Index Model
  The single-index model is one of the most popular semiparametric models in Econometrics. In this paper, we define a quantile regression single-index model, which includes the single-index structure for conditional mean and for conditional variance. 
Efang Kong, Yingcun Xia