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Structured DropConnect for Uncertainty Inference in Image Classification


Jun 16, 2021
Wenqing Zheng, Jiyang Xie, Weidong Liu, Zhanyu Ma

* 5 pages,1 figures 

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Variance Reduced Median-of-Means Estimator for Byzantine-Robust Distributed Inference


Mar 04, 2021
Jiyuan Tu, Weidong Liu, Xiaojun Mao, Xi Chen

* 64 pages, 3 figures 

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Median Matrix Completion: from Embarrassment to Optimality


Jun 18, 2020
Weidong Liu, Xiaojun Mao, Raymond K. W. Wong

* 26 pages, 1 figure, 5 tables 

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Distributed High-dimensional Regression Under a Quantile Loss Function


Jun 13, 2019
Xi Chen, Weidong Liu, Xiaojun Mao, Zhuoyi Yang

* 38 pages, 5 figures 

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Attention-aware Multi-stroke Style Transfer


Jan 16, 2019
Yuan Yao, Jianqiang Ren, Xuansong Xie, Weidong Liu, Yong-Jin Liu, Jun Wang


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Distributed Inference for Linear Support Vector Machine


Nov 29, 2018
Xiaozhou Wang, Zhuoyi Yang, Xi Chen, Weidong Liu

* 42 pages, 11 figures 

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First-order Newton-type Estimator for Distributed Estimation and Inference


Nov 28, 2018
Xi Chen, Weidong Liu, Yichen Zhang

* 56 pages 

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Quantile Regression Under Memory Constraint


Oct 18, 2018
Xi Chen, Weidong Liu, Yichen Zhang


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Fast and Adaptive Sparse Precision Matrix Estimation in High Dimensions


Dec 22, 2016
Weidong Liu, Xi Luo

* Journal of Multivariate Analysis. 2015; 135:153 -62 
* Maintext: 24 pages. Supplement: 13 pages. R package scio implementing the proposed method is available on CRAN at https://cran.r-project.org/package=scio . Published in J of Multivariate Analysis at http://www.sciencedirect.com/science/article/pii/S0047259X14002607 

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