709 citations · 2.5k across the 39 of their papers we have counts for
Showing math.OCShow all
3 papers · 1 filter
math.OC2013
Excess-Risk of Distributed Stochastic Learners
Zaid J. Towfic, Jianshu Chen, Ali H. Sayed
This work studies the learning ability of consensus and diffusion distributed learners from continuous streams of data arising from different but related statistical distributions.…
math.OC2013★ 27 cited
On Distributed Online Classification in the Midst of Concept Drifts
Zaid J. Towfic, Jianshu Chen, Ali H. Sayed
In this work, we analyze the generalization ability of distributed online learning algorithms under stationary and non-stationary environments. We derive bounds for the excess-risk…
math.OC2011★ 709 cited
Diffusion Adaptation Strategies for Distributed Optimization and Learning over Networks
Jianshu Chen, Ali H. Sayed
We propose an adaptive diffusion mechanism to optimize a global cost function in a distributed manner over a network of nodes. The cost function is assumed to consist of a collecti…