Geometric bias in eigenspace perturbation under random heterogeneous noise

Fengkai Liu, Ke Wang, Wanjie Wang

Spectral methods rely on the stability of principal eigenspaces under random perturbations. Classically, this is quantified by the Davis-Kahan and Wedin theorems, which bound the e…