A General Framework For Consistency of Principal Component Analysis

12 November 2012

Papers citing "A General Framework For Consistency of Principal Component Analysis"

11 / 11 papers shown

Title
Interpreting the Curse of Dimensionality from Distance Concentration and Manifold Effect D. Peng Zhipeng Gui Huayi Wu 84 6 0 31 Dec 2023
Normal approximation and concentration of spectral projectors of sample covariance V. Koltchinskii Karim Lounici 52 70 0 28 Apr 2015
Asymptotics and Concentration Bounds for Bilinear Forms of Spectral Projectors of Sample Covariance V. Koltchinskii Karim Lounici 116 90 0 20 Aug 2014
Convergence and prediction of principal component scores in high-dimensional settings Seunggeun Lee F. Zou F. Wright 57 95 0 13 Nov 2012
Augmented sparse principal component analysis for high dimensional data D. Paul Iain M. Johnstone 132 85 0 06 Feb 2012
Large Covariance Estimation by Thresholding Principal Orthogonal Complements Jianqing Fan Yuan Liao Martina Mincheva 128 854 0 30 Dec 2011
Sparse principal component analysis and iterative thresholding Zongming Ma 145 333 0 12 Dec 2011
Consistency of Sparse PCA in High Dimension, Low Sample Size Contexts D. Shen Haipeng Shen J. S. Marron 88 123 0 21 Apr 2011
PCA consistency in high dimension, low sample size context Sungkyu Jung J. S. Marron 102 319 0 19 Nov 2009
Finite sample approximation results for principal component analysis: a matrix perturbation approach B. Nadler 101 328 0 21 Jan 2009
Limit theorems for sample eigenvalues in a generalized spiked population model Z. Bai Jianfeng Yao 74 168 0 06 Jun 2008