Pathwise Coordinate Optimization for Sparse Learning: Algorithm and Theory

Tuo Zhao, Han Liu, Tong Zhang

The pathwise coordinate optimization is one of the most important computational frameworks for high dimensional convex and nonconvex sparse learning problems. It differs from the c…