Detecting Rare and Weak Spikes in Large Covariance Matrices

Zheng Tracy Ke

Given $p$-dimensional Gaussian vectors $X_i\stackrel{iid}{\sim }N(0,\Sigma )$, $1\le i\le n$, where $p\ge n$, we are interested in testing a null hypothesis where $\Sigma =I_p$ agains…