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We consider a class of sample covariance matrices of the form where is an rectangular matrix consisting of i.i.d entries and is a deterministic matrix satisfying is diagonal. Assuming is comparable to , we prove that the distribution of the components of the singular vectors close to the edge singular values agrees with that of Gaussian ensembles provided the first two moments of coincide with the Gaussian random variables. For the singular vectors associated with the bulk singular values, the same conclusion holds if the first four moments of match with those of Gaussian random variables. Similar results have been proved for Wigner matrices by Knowles and Yin.

生成讲解博客的中文版本

生成AI智能校验的中文版本