Nonconvex Sparse Logistic Regression with Weakly Convex Regularization

Xinyue Shen, Yuantao Gu

In this work we propose to fit a sparse logistic regression model by a weakly convex regularized nonconvex optimization problem. The idea is based on the finding that a weakly conv…