Fast Learning with Nonconvex L1-2 Regularization

Quanming Yao, James T. Kwok, Xiawei Guo

Convex regularizers are often used for sparse learning. They are easy to optimize, but can lead to inferior prediction performance. The difference of ${\ell }_1$ and ${\ell }_2$ ($\ell_{…