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

Zheng Tracy Ke, Yucong Ma, Xihong Lin

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…