70 citations · 880 across the 62 of their papers we have counts for
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stat.ML2015★ 20 cited
Random Multi-Constraint Projection: Stochastic Gradient Methods for Convex Optimization with Many Constraints
Mengdi Wang, Yichen Chen, Jialin Liu +1
Consider convex optimization problems subject to a large number of constraints. We focus on stochastic problems in which the objective takes the form of expected values and the fea…
cs.IT2015★ 70 cited
A Distributed Tracking Algorithm for Reconstruction of Graph Signals
Xiaohan Wang, Mengdi Wang, Yuantao Gu
The rapid development of signal processing on graphs provides a new perspective for processing large-scale data associated with irregular domains. In many practical applications, i…