SLOPE for Sparse Linear Regression:Asymptotics and Optimal Regularization

Hong Hu, Yue M. Lu

In sparse linear regression, the SLOPE estimator generalizes LASSO by penalizing different coordinates of the estimate according to their magnitudes. In this paper, we present a pr…