101 citations · 466 across the 65 of their papers we have counts for
4 papers · 2 filters
Distributed Big-Data Optimization via Block-wise Gradient Tracking
Ivano Notarnicola, Ying Sun, Gesualdo Scutari +1
We study distributed big-data nonconvex optimization in multi-agent networks. We consider the (constrained) minimization of the sum of a smooth (possibly) nonconvex function, i.e.,…
A Distributed Asynchronous Method of Multipliers for Constrained Nonconvex Optimization
Francesco Farina, Andrea Garulli, Antonio Giannitrapani +1
This paper presents a fully asynchronous and distributed approach for tackling optimization problems in which both the objective function and the constraints may be nonconvex. In t…
Distributed Mixed-Integer Linear Programming via Cut Generation and Constraint Exchange
Andrea Testa, Alessandro Rucco, Giuseppe Notarstefano
Many problems of interest for cyber-physical network systems can be formulated as Mixed-Integer Linear Programs in which the constraints are distributed among the agents. In this p…
Asynchronous Distributed Method of Multipliers for Constrained Nonconvex Optimization
Francesco Farina, Andrea Garulli, Antonio Giannitrapani +1
This paper addresses a class of constrained optimization problems over networks in which local cost functions and constraints can be nonconvex. We propose an asynchronous distribut…