High-probability bounds for the reconstruction error of PCA

Cassandra Milbradt, Martin Wahl

We derive high-probability bounds for the reconstruction error of PCA in infinite dimensions. We apply our bounds in the case that the eigenvalues of the covariance operator satisf…