Sparsistency and agnostic inference in sparse PCA

27 January 2014

Papers citing "Sparsistency and agnostic inference in sparse PCA"

15 / 15 papers shown

Title
Do semidefinite relaxations solve sparse PCA up to the information limit? Robert Krauthgamer B. Nadler Dan Vilenchik 75 88 0 16 Jun 2013
Computational Lower Bounds for Sparse PCA Quentin Berthet Philippe Rigollet 74 93 0 03 Apr 2013
Sparse PCA: Optimal rates and adaptive estimation Tommaso Cai Zongming Ma Yihong Wu 149 327 0 06 Nov 2012
Minimax sparse principal subspace estimation in high dimensions Vincent Q. Vu Jing Lei 122 195 0 02 Nov 2012
Sparse Principal Component Analysis with missing observations Karim Lounici 130 43 0 31 May 2012
Minimax bounds for sparse PCA with noisy high-dimensional data Aharon Birnbaum Iain M. Johnstone B. Nadler D. Paul 102 180 0 05 Mar 2012
Optimal detection of sparse principal components in high dimension Quentin Berthet Philippe Rigollet 104 284 0 23 Feb 2012
Augmented sparse principal component analysis for high dimensional data D. Paul Iain M. Johnstone 132 85 0 06 Feb 2012
Minimax Rates of Estimation for Sparse PCA in High Dimensions Vincent Q. Vu Jing Lei 113 141 0 03 Feb 2012
Truncated Power Method for Sparse Eigenvalue Problems Xiao-Tong Yuan Tong Zhang 124 329 0 12 Dec 2011
Sparse principal component analysis and iterative thresholding Zongming Ma 145 333 0 12 Dec 2011
$High-dimensional covariance estimation by minimizing $\ell_1$-penalized log-determinant divergence$ High-dimensional covariance estimation by minimizing $\ell_1$ -penalized log-determinant divergence Pradeep Ravikumar Martin J. Wainwright Garvesh Raskutti Bin Yu 247 874 0 21 Nov 2008
High-dimensional analysis of semidefinite relaxations for sparse principal components Arash A. Amini Martin J. Wainwright 150 313 0 27 Mar 2008
Sparse permutation invariant covariance estimation Adam J. Rothman Peter J. Bickel Elizaveta Levina Ji Zhu 570 907 0 31 Jan 2008
Sparsistency and rates of convergence in large covariance matrix estimation Clifford Lam Jianqing Fan 226 609 0 26 Nov 2007