366 citations · 2k across the 43 of their papers we have counts for
3 papers · 1 filter
A Class of Prediction-Correction Methods for Time-Varying Convex Optimization
Andrea Simonetto, Aryan Mokhtari, Alec Koppel +2
This paper considers unconstrained convex optimization problems with time-varying objective functions. We propose algorithms with a discrete time-sampling scheme to find and track…
Distributed Autoregressive Moving Average Graph Filters
Andreas Loukas, Andrea Simonetto, Geert Leus
We introduce the concept of autoregressive moving average (ARMA) filters on a graph and show how they can be implemented in a distributed fashion. Our graph filter design philosoph…
Primal Recovery from Consensus-Based Dual Decomposition for Distributed Convex Optimization
Andrea Simonetto, Hadi Jamali-Rad
Dual decomposition has been successfully employed in a variety of distributed convex optimization problems solved by a network of computing and communicating nodes. Often, when the…