208 citations · 299 across the 14 of their papers we have counts for
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cs.LG2016★ 5 cited
Stochastic Variance-Reduced ADMM
Shuai Zheng, James T. Kwok
The alternating direction method of multipliers (ADMM) is a powerful optimization solver in machine learning. Recently, stochastic ADMM has been integrated with variance reduction…
cs.LG2016
Fast Nonsmooth Regularized Risk Minimization with Continuation
Shuai Zheng, Ruiliang Zhang, James T. Kwok
In regularized risk minimization, the associated optimization problem becomes particularly difficult when both the loss and regularizer are nonsmooth. Existing approaches either ha…