3 papers
math.OC2020
Systematic Analysis of Distributed Optimization Algorithms over Jointly-Connected Networks
Bryan Van Scoy, Laurent Lessard
We consider the distributed optimization problem, where a group of agents work together to optimize a common objective by communicating with neighboring agents and performing local…
math.OC2019
Analysis and Design of First-Order Distributed Optimization Algorithms over Time-Varying Graphs
Akhil Sundararajan, Bryan Van Scoy, Laurent Lessard
This work concerns the analysis and design of distributed first-order optimization algorithms over time-varying graphs. The goal of such algorithms is to optimize a global function…
math.OC2019
A Distributed Optimization Algorithm over Time-Varying Graphs with Efficient Gradient Evaluations
Bryan Van Scoy, Laurent Lessard
We propose an algorithm for distributed optimization over time-varying communication networks. Our algorithm uses an optimized ratio between the number of rounds of communication a…