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On the Performance of Exact Diffusion over Adaptive Networks


Mar 26, 2019
Kun Yuan, Sulaiman A. Alghunaim, Bicheng Ying, Ali H. Sayed

* 10 pages, 1 figure, submitted for publication 

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Stochastic Learning under Random Reshuffling with Constant Step-sizes


Oct 09, 2018
Bicheng Ying, Kun Yuan, Stefan Vlaski, Ali H. Sayed


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Variance-Reduced Stochastic Learning by Networked Agents under Random Reshuffling


May 29, 2018
Kun Yuan, Bicheng Ying, Jiageng Liu, Ali H. Sayed

* 23 pages, 12 figures, submitted for publication 

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Learning Under Distributed Features


May 29, 2018
Bicheng Ying, Kun Yuan, Ali H. Sayed


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Variance-Reduced Stochastic Learning under Random Reshuffling


Feb 16, 2018
Bicheng Ying, Kun Yuan, Ali H. Sayed


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Performance Limits of Stochastic Sub-Gradient Learning, Part I: Single Agent Case


Apr 21, 2017
Bicheng Ying, Ali H. Sayed

* Part II is available on http://arxiv.org/abs/1704.06025 

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Performance Limits of Stochastic Sub-Gradient Learning, Part II: Multi-Agent Case


Apr 20, 2017
Bicheng Ying, Ali H. Sayed


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On the Influence of Momentum Acceleration on Online Learning


Oct 12, 2016
Kun Yuan, Bicheng Ying, Ali H. Sayed

* 66 pages, 9 figures, to appear in Journal of Machine Learning Research, 2016 

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Online Dual Coordinate Ascent Learning


Feb 24, 2016
Bicheng Ying, Kun Yuan, Ali H. Sayed


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Information Exchange and Learning Dynamics over Weakly-Connected Adaptive Networks


Dec 06, 2015
Bicheng Ying, Ali H. Sayed


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