Jiwoo Song

Diffusion Maps Kernel Ridge Regression

It is proved that the appropriately scaled DM kernel converges uniformly to the heat kernel on the manifold for sufficiently large times as the dataset size increases and the kernel bandwidth is scaled appropriately.