Data eccentricity, asymptotics of Gaussian RBF reproducing kernel Hilbert space, and kernel PCA

Sergio A. Alvarez

We show that, up to isotropic scaling, the Gaussian RBF reproducing kernel Hilbert space (RKHS) is asymptotically isometric to Euclidean space in the large bandwidth limit. This st…