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Fast and Secure Distributed Nonnegative Matrix Factorization

Sep 07, 2020
Yuqiu Qian, Conghui Tan, Danhao Ding, Hui Li, Nikos Mamoulis

* Published in IEEE Transactions on Knowledge and Data Engineering (TKDE). This arXiv version includes the appendices with additional proofs 

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Accelerated Dual-Averaging Primal-Dual Method for Composite Convex Minimization

Jan 15, 2020
Conghui Tan, Yuqiu Qian, Shiqian Ma, Tong Zhang

* Optimization Methods and Software 2020 

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Central Server Free Federated Learning over Single-sided Trust Social Networks

Oct 11, 2019
Chaoyang He, Conghui Tan, Hanlin Tang, Shuang Qiu, Ji Liu

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Stochastic Primal-Dual Method for Empirical Risk Minimization with $\mathcal{O}(1)$ Per-Iteration Complexity

Nov 03, 2018
Conghui Tan, Tong Zhang, Shiqian Ma, Ji Liu

* NIPS 2018 

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Barzilai-Borwein Step Size for Stochastic Gradient Descent

May 23, 2016
Conghui Tan, Shiqian Ma, Yu-Hong Dai, Yuqiu Qian

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