High-Dimensional Structured Quantile Regression

Vidyashankar Sivakumar, Arindam Banerjee

Abstract: Quantile regression aims at modeling the conditional median and quantiles of a response variable given certain predictor variables. In this work we consider the problem of linear quantile regressio...