63 citations · 137 across the 16 of their papers we have counts for
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math.NA2017★ 11 cited
Convergence Rates Analysis of The Quadratic Penalty Method and Its Applications to Decentralized Distributed Optimization
Huan Li, Cong Fang, Zhouchen Lin
In this paper, we study a variant of the quadratic penalty method for linearly constrained convex problems, which has already been widely used but actually lacks theoretical justif…
math.NA2017★ 5 cited
Provable Accelerated Gradient Method for Nonconvex Low Rank Optimization
Huan Li, Zhouchen Lin
Optimization over low rank matrices has broad applications in machine learning. For large scale problems, an attractive heuristic is to factorize the low rank matrix to a product o…