Aug 9, 2019 · Our algorithm combines the dual averaging method with the push-sum technique and achieves an O(1/ √k) convergence rate. Compared with the ...

Mar 27, 2020 · distributed dual averaging push algorithms are derived for nonsmooth convex optimization over time-varying directed graphs. The algorithms.

Dec 3, 2021 · We desire to handle this problem with the push-sum distributed dual averaging (PS-DDA) algorithm. It is proved that this algorithm converges and the error ...

In this paper, a push-sum based distributed delayed dual averaging algorithm (PS-DDDA) is proposed to solve the distributed constrained optimization problem

May 9, 2024 · This paper investigates the distributed online convex optimization problem in multi-agent systems, where each node cannot directly access the gradient ...

This article investigates the distributed convex optimization problem for the multi-agent system with communication de- lays over a sequence of time-varying ...

Oct 23, 2024 · The distributed convex optimization problem over the multi-agent system is considered in this paper, and it is assumed that each agent ...

Apr 1, 2023 · In this paper, a push-sum based distributed delayed dual averaging algorithm (PS-DDDA) is proposed to solve the distributed constrained ...

To address directed graphs, [30] introduced a subgradient-push algorithm, which was later extended to time-varying graphs in [9] with a convergence rate of O(ln ...

This paper considers a distributed convex optimization problem over a time-varying multi-agent network, where each agent has its own decision variables.