Before revision: In particular, we derive a useful perturbation bound for the Principal Component Analysis , which seems to be missing in the literature. We derive the perturbation bound for the singular value thresholding operator applied to full-rank matrices.
After revision: In particular, we derive a useful perturbation bound for the Principal Component Analysis and the stability of the singular value thresholding operator applied to full-rank matrices.