Aditya Devarakonda

Enhanced Cyclic Coordinate Descent Methods for Elastic Net Penalized Linear Models

We present a novel enhanced cyclic coordinate descent (ECCD) framework for solving generalized linear models with elastic net constraints that reduces training time in comparison to existing state-of-the-art methods. We redesign the CD method by performing a Taylor expansion around the current itera…