Scaling Up Coordinate Descent Algorithms for Large ${\ell }_1$ Regularization Problems

Chad Scherrer, Mahantesh Halappanavar, Ambuj Tewari +1

We present a generic framework for parallel coordinate descent (CD) algorithms that includes, as special cases, the original sequential algorithms Cyclic CD and Stochastic CD, as w…