Optimization and Control

[21] 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
[ Download ] [ 2020-04-27 13:17:09 uploaded by sunhr ] [ 345 downloads ] [ 0 comments ] [ Abstract ] [ Full ]
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[22] 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
[ Download ] [ 2020-04-27 08:50:35 uploaded by Xinmeng ] [ 341 downloads ] [ 0 comments ] [ Abstract ] [ Full ]
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[23] 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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[24] 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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[25] 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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[26] 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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[27] 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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[28] 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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[29] 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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[30] 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
[ Download ] [ 2020-04-27 01:27:53 uploaded by qinglingustc ] [ 274 downloads ] [ 0 comments ] [ Abstract ] [ Full ]
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