242 citations · 1.2k across the 37 of their papers we have counts for
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eess.SY2017
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…
eess.SY2017★ 242 cited
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…