19 citations · 19 across the 2 of their papers we have counts for
2 papers
cs.LG2026
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…
cs.LG2021★ 19 cited
Gaussian RBF Centered Kernel Alignment (CKA) in the Large Bandwidth Limit
Sergio A. Alvarez
We prove that Centered Kernel Alignment (CKA) based on a Gaussian RBF kernel converges to linear CKA in the large-bandwidth limit. We show that convergence onset is sensitive to th…