Geometric Fluctuations of the $\sin \Theta$ Distance in High-Dimensional Principal Subspace Estimation

Yanlin Hu, Xiao Han, Qing Yang

We investigate the geometric fluctuations of principal subspaces for high-dimensional covariance matrices through the squared Frobenius $\sin \Theta$ distance between the sample and popu…