Iterative Regularization for Learning with Convex Loss Functions

Junhong Lin, Lorenzo Rosasco, Ding-Xuan Zhou

We consider the problem of supervised learning with convex loss functions and propose a new form of iterative regularization based on the subgradient method. Unlike other regulariz…