Sparse PCA through Low-rank Approximations

3 March 2013

Papers citing "Sparse PCA through Low-rank Approximations"

9 / 9 papers shown

Title
Optimal Estimation and Rank Detection for Sparse Spiked Covariance Matrices Tony Cai Zongming Ma Yihong Wu 114 160 0 14 May 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 143 327 0 06 Nov 2012
Large-Scale Sparse Principal Component Analysis with Application to Text Data Youwei Zhang L. Ghaoui 73 73 0 26 Oct 2012
Optimal detection of sparse principal components in high dimension Quentin Berthet Philippe Rigollet 100 284 0 23 Feb 2012
Truncated Power Method for Sparse Eigenvalue Problems Xiao-Tong Yuan Tong Zhang 118 329 0 12 Dec 2011
Sparse principal component analysis and iterative thresholding Zongming Ma 134 333 0 12 Dec 2011
Sparse Principal Component of a Rank-deficient Matrix Megasthenis Asteris Dimitris Papailiopoulos G. N. Karystinos 67 22 0 08 Jun 2011
High-dimensional analysis of semidefinite relaxations for sparse principal components Arash A. Amini Martin J. Wainwright 144 313 0 27 Mar 2008