Why Deep Learning Works: A Manifold Disentanglement Perspective von Brahma, Pratik Prabhanjan, Dapeng Wu, Yiyuan She

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Feature Selection with Annealing for Computer Vision and Big Data Learning von Barbu, Adrian, Yiyuan She, Liangjing Ding, Gramajo, Gary

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Outlier Detection Using Nonconvex Penalized Regression von She, Yiyuan, Owen, Art B.

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The Group Square-Root Lasso: Theoretical Properties and Fast Algorithms von Bunea, Florentina, Lederer, Johannes, Yiyuan She

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A comparison of typical ℓp minimization algorithms von Lyu, Qin, Lin, Zhouchen, She, Yiyuan, Zhang, Chao

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OPTIMAL SELECTION OF REDUCED RANK ESTIMATORS OF HIGH-DIMENSIONAL MATRICES von Bunea, Florentina, She, Yiyuan, Wegkamp, Marten H.

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JOINT VARIABLE AND RANK SELECTION FOR PARSIMONIOUS ESTIMATION OF HIGH-DIMENSIONAL MATRICES von Bunea, Florentina, She, Yiyuan, Wegkamp, Marten H.

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Selective factor extraction in high dimensions von SHE, YIYUAN

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An iterative algorithm for fitting nonconvex penalized generalized linear models with grouped predictors von She, Yiyuan

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Group Iterative Spectrum Thresholding for Super-Resolution Sparse Spectral Selection von She, Yiyuan, Wang, Jiangping, Li, Huanghuang, Wu, Dapeng

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Joint Association Graph Screening and Decomposition for Large-Scale Linear Dynamical Systems von She, Yiyuan, He, Yuejia, Li, Shijie, Wu, Dapeng

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Learning Topology and Dynamics of Large Recurrent Neural Networks von She, Yiyuan, He, Yuejia, Wu, Dapeng

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Sparse regression with exact clustering von She, Yiyuan

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Gaining Outlier Resistance With Progressive Quantiles: Fast Algorithms and Theoretical Studies von She, Yiyuan, Wang, Zhifeng, Shen, Jiahui

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Thresholding-based iterative selection procedures for model selection and shrinkage von She, Yiyuan

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Slow Kill for Big Data Learning von She, Yiyuan, Shen, Jiahui, Barbu, Adrian

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Group Regularized Estimation Under Structural Hierarchy von She, Yiyuan, Wang, Zhifeng, Jiang, He

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Analysis of generalized Bregman surrogate algorithms for nonsmooth nonconvex statistical learning von She, Yiyuan, Wang, Zhifeng, Jin, Jiuwu

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Matrix Factorizations for Parallel Integer Transformation von Yiyuan She, Pengwei Hao, Paker, Y.

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Supervised multivariate learning with simultaneous feature auto‐grouping and dimension reduction von She, Yiyuan, Shen, Jiahui, Zhang, Chao

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