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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 http://dx.doi.org/10.1214/12-AOS1039 the Annals of Statistics (http://www.imstat.org/aos/) by the Institute of Mathematical Statistics (http://www.imstat.org

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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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