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Non-ergodic Convergence Analysis of Heavy-Ball Algorithms


Nov 09, 2018
Tao Sun, Penghang Yin, Dongsheng Li, Chun Huang, Lei Guan, Hao Jiang

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On Markov Chain Gradient Descent


Sep 12, 2018
Tao Sun, Yuejiao Sun, Wotao Yin

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An Efficient ADMM-Based Algorithm to Nonconvex Penalized Support Vector Machines


Sep 11, 2018
Lei Guan, Linbo Qiao, Dongsheng Li, Tao Sun, Keshi Ge, Xicheng Lu

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A convergence framework for inexact nonconvex and nonsmooth algorithms and its applications to several iterations


Aug 10, 2018
Tao Sun, Hao Jiang, Lizhi Cheng, Wei Zhu

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LAG: Lazily Aggregated Gradient for Communication-Efficient Distributed Learning


May 30, 2018
Tianyi Chen, Georgios B. Giannakis, Tao Sun, Wotao Yin

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* Fix a typo in equation (11) 

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On the complexity of convex inertial proximal algorithms


Jan 24, 2018
Tao Sun, Penghang Yin

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Differentially Private Learning of Undirected Graphical Models using Collective Graphical Models


Jun 14, 2017
Garrett Bernstein, Ryan McKenna, Tao Sun, Daniel Sheldon, Michael Hay, Gerome Miklau

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* Accepted to ICML 2017 

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