Flexible Parallel Algorithms for Big Data Optimization

Francisco Facchinei, Simone Sagratella, Gesualdo Scutari

We propose a decomposition framework for the parallel optimization of the sum of a differentiable function and a (block) separable nonsmooth, convex one. The latter term is typical…