4 citations · 4 across the 1 of their papers we have counts for
2 papers
math.OC2020★ 4 cited
Accelerated Dual-Averaging Primal-Dual Method for Composite Convex Minimization
Conghui Tan, Yuqiu Qian, Shiqian Ma +1
Dual averaging-type methods are widely used in industrial machine learning applications due to their ability to promoting solution structure (e.g., sparsity) efficiently. In this p…
math.OC2018
Proximal Gradient Method for Nonsmooth Optimization over the Stiefel Manifold
Shixiang Chen, Shiqian Ma, Anthony Man-Cho So +1
We consider optimization problems over the Stiefel manifold whose objective function is the summation of a smooth function and a nonsmooth function. Existing methods for solving th…