Geometry and Regularization Path of a Nonconvex Sparse Regression Model

The scaled generalized minimax concave (sGMC) model, a nonconvex extension of the LASSO model, preserves many favorable properties of LASSO, including unique and sparse solutions, as well as a piecewise linear regularization path.