366 citations · 2k across the 43 of their papers we have counts for
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math.OC2018★ 2 cited
Pursuit of Low-Rank Models of Time-Varying Matrices Robust to Sparse and Measurement Noise
Albert Akhriev, Jakub Marecek, Andrea Simonetto
In tracking of time-varying low-rank models of time-varying matrices, we present a method robust to both uniformly-distributed measurement noise and arbitrarily-distributed ``spars…
math.OC2018
Time-Varying Optimization: Algorithms and Engineering Applications
Andrea Simonetto
This is the write-up of the talk I gave at the 23rd International Symposium on Mathematical Programming (ISMP) in Bordeaux, France, July 6th, 2018. The talk was a general overview…
math.OC2018★ 114 cited
Online Primal-Dual Methods with Measurement Feedback for Time-Varying Convex Optimization
Andrey Bernstein, Emiliano Dall'Anese, Andrea Simonetto
This paper addresses the design and analysis of feedback-based online algorithms to control systems or networked systems based on performance objectives and engineering constraints…