Thank you for your reply. So, if I want to use L1-norm (LASSO) regularized quantile regression for my data analysis, is there another SAS program that I shoud be using? I need to get shrinkage on the estimates. Apparently QUANTSELECT only uses LASSO for the model selection and then refits the model 'without penalty'.
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