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Singular vector and singular subspace distribution for the matrix denoising model

27 September 2018

Papers citing "Singular vector and singular subspace distribution for the matrix denoising model"

31 / 31 papers shown

Title
Principal components of spiked covariance matrices in the supercritical regime Z. Bao Xiucai Ding Jingming Wang Ke Wang 87 4 0 29 Jul 2019
Spiked separable covariance matrices and principal components Xiucai Ding Fan Yang 70 57 0 29 May 2019
Modified Multidimensional Scaling and High Dimensional Clustering Xiucai Ding Qiang Sun 49 4 0 24 Oct 2018
Spiked covariances and principal components analysis in high-dimensional random effects models Z. Fan Iain M. Johnstone Yi Sun 31 9 0 25 Jun 2018
Optimal Subspace Estimation Using Overidentifying Vectors via Generalized Method of Moments Jianqing Fan Yiqiao Zhong 11 10 0 08 May 2018
Signal-plus-noise matrix models: eigenvector deviations and fluctuations Joshua Cape M. Tang Carey E. Priebe 95 50 0 01 Feb 2018
De-biased sparse PCA: Inference and testing for eigenstructure of large covariance matrices Jana Janková Sara van de Geer 66 18 0 31 Jan 2018
Multidimensional Scaling of Noisy High Dimensional Data Erez Peterfreund M. Gavish 39 21 0 30 Jan 2018
Efficient Estimation of Linear Functionals of Principal Components V. Koltchinskii Matthias Loffler Richard Nickl 47 33 0 25 Aug 2017
The two-to-infinity norm and singular subspace geometry with applications to high-dimensional statistics Joshua Cape M. Tang Carey E. Priebe 75 135 0 30 May 2017
Canonical correlation coefficients of high-dimensional Gaussian vectors: finite rank case Z. Bao Jiang Hu G. Pan Wang Zhou 43 42 0 08 Apr 2017
High dimensional deformed rectangular matrices with applications in matrix denoising Xiucai Ding 75 46 0 22 Feb 2017
Rate-Optimal Perturbation Bounds for Singular Subspaces with Applications to High-Dimensional Statistics T. Tony Cai Anru R. Zhang 63 156 0 02 May 2016
Convex Regularization for High-Dimensional Multi-Response Tensor Regression Garvesh Raskutti M. Yuan Han Chen 52 93 0 03 Dec 2015
Dimensionality-reduced subspace clustering Reinhard Heckel Michael Tschannen Helmut Bölcskei 56 33 0 25 Jul 2015
The Role of Principal Angles in Subspace Classification Jiaji Huang Qiang Qiu Robert Calderbank 39 16 0 15 Jul 2015
Normal approximation and concentration of spectral projectors of sample covariance V. Koltchinskii Karim Lounici 63 70 0 28 Apr 2015
Tracy-Widom Distribution for the Largest Eigenvalue of Real Sample Covariance Matrices with General Population J. Lee Kevin Schnelli 53 96 0 17 Sep 2014
Asymptotics and Concentration Bounds for Bilinear Forms of Spectral Projectors of Sample Covariance V. Koltchinskii Karim Lounici 163 90 0 20 Aug 2014
Rate Optimal Denoising of Simultaneously Sparse and Low Rank Matrices Dan Yang Zongming Ma A. Buja 92 29 0 02 May 2014
On the principal components of sample covariance matrices Alex Bloemendal Antti Knowles H. Yau J. Yin 131 152 0 03 Apr 2014
Random perturbation of low rank matrices: Improving classical bounds Sean O’Rourke V. Vu Ke Wang 125 103 0 12 Nov 2013
Universality for the largest eigenvalue of sample covariance matrices with general population Z. Bao G. Pan Wang Zhou 88 101 0 21 Apr 2013
Minimax risk of matrix denoising by singular value thresholding D. Donoho M. Gavish 91 126 0 08 Apr 2013
Minimax sparse principal subspace estimation in high dimensions Vincent Q. Vu Jing Lei 146 195 0 02 Nov 2012
Universality of covariance matrices Natesh S. Pillai J. Yin 143 167 0 11 Oct 2011
Limits of spiked random matrices II Alex Bloemendal Bálint Virág 101 91 0 16 Sep 2011
A Subspace Estimator for Fixed Rank Perturbations of Large Random Matrices W. Hachem P. Loubaton Xavier Mestre J. Najim P. Vallet 104 56 0 08 Jun 2011
Limits of spiked random matrices I Alex Bloemendal Bálint Virág 101 135 0 08 Nov 2010
Inference for eigenvalues and eigenvectors of Gaussian symmetric matrices Armin Schwartzman W. Mascarenhas Jonathan E. Taylor 97 57 0 21 Jan 2009
Limit theorems for sample eigenvalues in a generalized spiked population model Z. Bai Jianfeng Yao 101 168 0 06 Jun 2008