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Estimation of the number of spiked eigenvalues in a covariance matrix by bulk eigenvalue matching analysis

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The spiked covariance model has gained increasing popularity in high-dimensional data analysis. A fundamental problem is determination of the number of spiked eigenvalues, K . For estimation of K , most attention has focused on the use of top eigenvalues of sa... ...