R. Srikant

On the convergence rate of distributed gradient methods for finite-sum optimization under communication delays

2017 · arXiv (Cornell University)

Motivated by applications in machine learning and statistics, we study distributed optimization problems over a network of processors, where the goal is to optimize a global objective composed of a sum of local functions. In …