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Convergence of Sample Eigenvectors of Spiked Population Model
Authors:Xue Ding
Institution:1. College of Mathematics, Jilin University, Changchun, China;2. KLASMOE, School of Mathematics and Statistics, Northeast Normal University, Changchun, Chinadingxue83@jlu.edu.cn
Abstract:In this paper, for the general non Gaussian spiked population model, where a few fixed eigenvalues of the population covariance matrix are separated from others, we investigate the convergence properties of the eigenvectors of sample covariance matrices corresponding to the spiked population eigenvalues and angle between the population eigenvectors and sample eigenvectors as both the sample size and population size are large.
Keywords:Sample covariance matrices  Sample eigenvectors  Spiked population model
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