Exact Coordinate Descent for High-Dimensional Regularized Huber Regression

Younghoon Kim, Po-Ling Loh, Sumanta Basu

This study develops a coordinate descent algorithm for high-dimensional Huber regression with an elastic-net penalty. Unlike existing gradient descent algorithms and coordinate des…