A Pathwise Coordinate Descent Algorithm for LASSO Penalized Quantile Regression

Sanghee Kim, Sumanta Basu

${\ell }_1$ penalized quantile regression is used in many fields as an alternative to penalized least squares regressions for high-dimensional data analysis. Existing algorithms for p…