We propose and study a new iterative coordinate descent algorithm (QICD) for solving nonconvex penalized quantile regression in high dimension. By permitting different subsets of covariates to be ...

Bo Kai, Runze Li, Hui Zou, Local Composite Quantile Regression Smoothing: An Efficient and Safe Alternative to Local Polynomial Regression, Journal of the Royal Statistical Society. Series B ...