Optimization and Control

[1] Run-and-Inspect Method for Nonconvex Optimization and Global Optimality Bounds for R-Local Minimizers

Yifan Chen Yuejiao Sun University of California, Los Angeles Wotao Yin University of California, Los Angeles

Optimization and Control mathscidoc:2005.27001

Mathematical Programming, 2019
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[2] On the linear convergence of the alternating direction method of multipliers

Mingyi Hong University of Minnesota Zhi-Quan Luo Chinese University of Hong Kong (Shenzhen)

Optimization and Control mathscidoc:2004.27019

Mathematical Programming, 162, 2017
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[3] Convergence analysis of alternating direction method of multipliers for a family of nonconvex problems

Mingyi Hong University of Minnesota Zhi-Quan Luo Chinese University of Hong Kong (Shenzhen)) Meisam Razaviyayn University of Southern California

Optimization and Control mathscidoc:2004.27018

Siam Journal On Optimization, 26, (1), 2016.1
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[4] Distributed Non-Convex First-Order Optimization and Information Processing: Lower Complexity Bounds and Rate Optimal Algorithms

Haoran Sun University of Minnesota Mingyi Hong University of Minnesota

Optimization and Control Machine Learning mathscidoc:2004.27017

IEEE Transactions on Signal Processing, 67, (22), 5912-5928, 2019.9
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[5] Tight Coefficients of Averaged Operators via Scaled Relative Graph

Xinmeng Huang University of Science and Technology of China Ernest K. Ryu University of California, Los Angeles Wotao Yin University of California, Los Angeles

Optimization and Control mathscidoc:2004.27016

Journal of Mathematical Analysis and Applications, 2020.5
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[6] An Envelope for Davis–Yin Splitting and Strict Saddle-Point Avoidance

Yanli Liu University of California, Los Angeles Wotao Yin University of California, Los Angeles

Optimization and Control mathscidoc:2004.27015

Journal of Optimization Theory and Applications volume, 181, 2019
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[7] A new use of Douglas–Rachford splitting for identifying infeasible, unbounded, and pathological conic programs

Yanli Liu University of California, Los Angeles Ernest K. Ryu University of California, Los Angeles Wotao Yin University of California, Los Angeles

Optimization and Control mathscidoc:2004.27014

Mathematical Programming, 177, 2019
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[8] Low-M-Rank Tensor Completion and Robust Tensor PCA

Bo Jiang Shanghai University of Finance and Economics Shiqian Ma University of California, Davis Shuzhong Zhang University of Minnesota

Optimization and Control mathscidoc:2004.27013

IEEE Journal of Selected Topics in Signal Processing, 12, (6), 1390-1404, 2018.12
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[9] RSA: Byzantine-robust stochastic aggregation methods for distributed learning from heterogeneous datasets

Liping Li Wei Xu Tianyi Chen Georgios Giannakis Qing Ling

Optimization and Control mathscidoc:2004.27012

AAAI, 2019
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[10] Primal-dual optimization algorithms over Riemannian manifolds: an iteration complexity analysis

Junyu Zhang University of Minnesota Shiqian Ma University of California, Davis Shuzhong Zhang University of Minnesota

Optimization and Control mathscidoc:2004.27011

Mathematical Programming, 2019.8
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[11] Can primal methods outperform primal-dual methods in decentralized dynamic optimization?

Kun Yuan UCLA Wei Xu USTC Qing Ling SYSU

Optimization and Control mathscidoc:2004.27010

IEEE Transactions on Signal Processing, 2020
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[12] Federated variance-reduced stochastic gradient descent with robustness to Byzantine attacks

Zhaoxian Wu SYSU Qing Ling SYSU Tianyi Chen RPI Georgios Giannakis UMN

Optimization and Control mathscidoc:2004.27009

IEEE Transactions on Signal Processing, 2020
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[13] Communication-censored distributed stochastic gradient descent

Weiyu Li USTC Tianyi Chen RPI Liping Li USTC Zhaoxian Wu SYSU Qing Ling SYSU

Optimization and Control mathscidoc:2004.27008

IEEE Transactions on Neural Networks and Learning Systems, 2020
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[14] Stochastic Quasi-Newton Methods for Nonconvex Stochastic Optimization

Xiao Wang University of Chinese Academy of Sciences Shiqian Ma University of California, Davis Donald Goldfarb Columbia University Wei Liu Tencent AI Lab

Optimization and Control mathscidoc:2004.27007

SIAM Journal on Optimization, 27, (2), 927-956, 2017.5
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[15] Communication-censored linearized ADMM for decentralized consensus optimization

Weiyu Li Yaohua Liu Zhi Tian Qing Ling

Optimization and Control mathscidoc:2004.27006

IEEE Transactions on Signal and Information Processing over Networks, 2020
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[16] Communication-censored ADMM for decentralized consensus optimization

Yaohua Liu USTC Wei Xu USTC Gang Wu USTC Zhi Tian GMU Qing Ling SYSU

Optimization and Control mathscidoc:2004.27005

IEEE Transactions on Signal Processing, 2019
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[17] Robust group lasso: Model and recoverability

Xiaohan Wei USC Qing Ling SYSU Zhu Han UH

Optimization and Control mathscidoc:2004.27004

Linear Algebra and its Applications, 2018
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[18] Decentralized consensus optimization with asynchrony and delays

Tianyu Wu UCLA Kun Yuan UCLA Qing Ling SYSU Wotao Yin UCLA Ali Sayed UCLA

Optimization and Control mathscidoc:2004.27003

IEEE Transactions on Signal and Information Processing over Networks, 2018
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[19] Proximal Gradient Method for Nonsmooth Optimization over the Stiefel Manifold

Shixiang Chen Texas A&M University Shiqian Ma University of California, Davis Anthony Man-Cho So The Chinese University of Hong Kong Tong Zhang Hong Kong University of Science and Technology

Optimization and Control mathscidoc:2004.27002

SIAM Journal on Optimization, 30, (1), 210-239, 2020.1
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[20] Proper Orthogonal Decomposition Method to Nonlinear Filtering Problems in Medium-High Dimension

Zhongjian Wang Department of Mathematics, The University of Hong Kong Xue Luo School of Mathematical Sciences, Beihang University (Shahe campus) Stephen S.-T. Yau Department of Mathematical Sciences, Tsinghua University Zhiwen Zhang Department of Mathematics, The University of Hong Kong

Numerical Analysis and Scientific Computing Optimization and Control Probability mathscidoc:2004.25001

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[21] The novel classes of finite dimensional filters with non-maximal rank estimation algebra on state dimension four and rank of one

Wenhui Dong Department of Mathematical Sciences, Tsinghua University Xiuqiong Chen Department of Mathematical Sciences, Tsinghua University; Yau Mathematical Sciences Center, Tsinghua University Stephen S.-T. Yau Department of Mathematical Sciences, Tsinghua University

Optimization and Control Probability mathscidoc:2004.27001

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[22] Alternating direction augmented Lagrangian methods for semidefinite programming

Zaiwen Wen Donald Goldfarb Wotao Yin

Optimization and Control mathscidoc:1912.43774

Mathematical Programming Computation, 2, 203-230, 2010.12
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[23] Iteratively reweighted algorithms for compressive sensing

Rick Chartrand Wotao Yin

Optimization and Control mathscidoc:1912.43769

3869-3872, 2008.3
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[24] Simultaneous redundant via insertion and line end extension for yield optimization

Shing-Tung Yau Kuang-Yao Lee Ting-Chi Wang Cheng-Kok Koh Kai-Yuan Chao

Optimization and Control mathscidoc:1912.43614

633-638, 2011.1
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[25] Obstacle problem for von Karman equations

Shing-Tung Yau Yang Gao

Optimization and Control mathscidoc:1912.43563

Advances in Applied Mathematics, 13, (2), 123-141, 1992.6
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