Asymptotics of Empirical Eigen-structure for Ultra-high Dimensional Spiked Covariance Model

Jianqing Fan, Weichen Wang

We derive the asymptotic distributions of the spiked eigenvalues and eigenvectors under a generalized and unified asymptotic regime, which takes into account the spike magnitude of…