351 citations · 1.2k across the 14 of their papers we have counts for
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cs.DC2013★ 7 cited
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…
cs.IT2013★ 351 cited
Decomposition by Partial Linearization: Parallel Optimization of Multi-Agent Systems
Gesualdo Scutari, Francisco Facchinei, Peiran Song +2
We propose a novel decomposition framework for the distributed optimization of general nonconvex sum-utility functions arising naturally in the system design of wireless multiuser…