66 citations · 283 across the 24 of their papers we have counts for
4 papers · 1 filter
Dynamic Average Diffusion with randomized Coordinate Updates
Bicheng Ying, Kun Yuan, Ali H. Sayed
This work derives and analyzes an online learning strategy for tracking the average of time-varying distributed signals by relying on randomized coordinate-descent updates. During…
Supervised Learning Under Distributed Features
Bicheng Ying, Kun Yuan, Ali H. Sayed
This work studies the problem of learning under both large datasets and large-dimensional feature space scenarios. The feature information is assumed to be spread across agents in…
Stochastic Learning under Random Reshuffling with Constant Step-sizes
Bicheng Ying, Kun Yuan, Stefan Vlaski +1
In empirical risk optimization, it has been observed that stochastic gradient implementations that rely on random reshuffling of the data achieve better performance than implementa…
Belief Control Strategies for Interactions over Weakly-Connected Graphs
Hawraa Salami, Bicheng Ying, Ali H. Sayed
In diffusion social learning over weakly-connected graphs, it has been shown recently that influential agents shape the beliefs of non-influential agents. This paper analyzes this…