Author

Jiwoo Song

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Preprint Aug 2026

Diffusion Maps Kernel Ridge Regression

In this paper, we study kernel ridge regression using the data-driven diffusion maps (DM) kernel, which is constructed through algebraic manipulations of the diffusion maps algorithm. Under the assumptions that the data lie on a manifold and are sampled uniformly, we prove that the appropriately scaled DM kernel conver...

John Harlim, Daning Huang, Jiwoo Song · 2 citations · ⚡1