Empirical-Study-of-Sparse-Penalized-Regression- Implemented pADMM and scdADMM algorithms in R for solving sparse penalized regression problem. Performed large size simulation in comparing the performance of high-dimensional quantile regression models including Picasso, GLMNET and ILAMM.