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Training Efficient Network Architecture and Weights via Direct Sparsity Control

Feb 11, 2020
Yangzi Guo, Yiyuan She, Adrian Barbu

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On Cross-validation for Sparse Reduced Rank Regression

Dec 30, 2018
Yiyuan She, Hoang Tran

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Iterative proportional scaling revisited: a modern optimization perspective

Jul 02, 2018
Yiyuan She, Shao Tang

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Group Regularized Estimation under Structural Hierarchy

Nov 08, 2016
Yiyuan She, Zhifeng Wang, He Jiang

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Indirect Gaussian Graph Learning beyond Gaussianity

Oct 25, 2016
Yiyuan She, Shao Tang, Qiaoya Zhang

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Selective Factor Extraction in High Dimensions

Oct 25, 2016
Yiyuan She

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Feature Selection with Annealing for Computer Vision and Big Data Learning

Mar 17, 2016
Adrian Barbu, Yiyuan She, Liangjing Ding, Gary Gramajo

* IEEE Transactions on Pattern Analysis and Machine Intelligence, vol. 39, no 2, pp 272 - 286, 2017 
* 18 pages, 9 figures 

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Sparse Generalized Principal Component Analysis for Large-scale Applications beyond Gaussianity

Jan 28, 2016
Qiaoya Zhang, Yiyuan She

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Joint Association Graph Screening and Decomposition for Large-scale Linear Dynamical Systems

Nov 17, 2014
Yiyuan She, Yuejia He, Shijie Li, Dapeng Wu

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Learning Topology and Dynamics of Large Recurrent Neural Networks

Oct 05, 2014
Yiyuan She, Yuejia He, Dapeng Wu

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Group Iterative Spectrum Thresholding for Super-Resolution Sparse Spectral Selection

Jul 29, 2013
Yiyuan She, Huanghuang Li, Jiangping Wang, Dapeng Wu

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Joint variable and rank selection for parsimonious estimation of high-dimensional matrices

Feb 13, 2013
Florentina Bunea, Yiyuan She, Marten H. Wegkamp

* Annals of Statistics 2012, Vol. 40, No. 5, 2359-2388 
* Published in at the Annals of Statistics ( by the Institute of Mathematical Statistics (

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Reduced Rank Vector Generalized Linear Models for Feature Extraction

May 09, 2012
Yiyuan She

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Approximating Higher-Order Distances Using Random Projections

Mar 15, 2012
Ping Li, Michael W. Mahoney, Yiyuan She

* Appears in Proceedings of the Twenty-Sixth Conference on Uncertainty in Artificial Intelligence (UAI2010) 

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An Iterative Algorithm for Fitting Nonconvex Penalized Generalized Linear Models with Grouped Predictors

Nov 10, 2011
Yiyuan She

* Computational Statistics and Data Analysis 

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Outlier Detection Using Nonconvex Penalized Regression

Oct 17, 2011
Yiyuan She, Art B. Owen

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