Accelerated Gradient Methods for Sparse Statistical Learning with Nonconvex Penalties

Kai Yang, Masoud Asgharian, Sahir Bhatnagar

Nesterov's accelerated gradient (AG) is a popular technique to optimize objective functions comprising two components: a convex loss and a penalty function. While AG methods perfor…