873 citations · 1.8k across the 33 of their papers we have counts for
3 papers · 1 filter
Learn-and-Adapt Stochastic Dual Gradients for Network Resource Allocation
Tianyi Chen, Qing Ling, Georgios B. Giannakis
Network resource allocation shows revived popularity in the era of data deluge and information explosion. Existing stochastic optimization approaches fall short in attaining a desi…
An Online Convex Optimization Approach to Dynamic Network Resource Allocation
Tianyi Chen, Qing Ling, Georgios B. Giannakis
Existing approaches to online convex optimization (OCO) make sequential one-slot-ahead decisions, which lead to (possibly adversarial) losses that drive subsequent decision iterate…
Robust Group LASSO Over Decentralized Networks
Manxi Wang, Yongcheng Li, Xiaohan Wei +1
This paper considers the recovery of group sparse signals over a multi-agent network, where the measurements are subject to sparse errors. We first investigate the robust group LAS…