A data-driven diffusion maps kernel converges to the heat kernel on a manifold, making kernel ridge regression with it theoretically grounded.
Lipschitz regularity of graph Laplacians on random data clouds.SIAM Journal on Mathematical Analysis, 54(1):1169–1222, 2022
1 Pith paper cite this work. Polarity classification is still indexing.
1
Pith paper citing it
citation-role summary
background 1
citation-polarity summary
fields
math.NA 1years
2026 1verdicts
CONDITIONAL 1roles
background 1polarities
unclear 1representative citing papers
citing papers explorer
-
Diffusion Maps Kernel Ridge Regression
A data-driven diffusion maps kernel converges to the heat kernel on a manifold, making kernel ridge regression with it theoretically grounded.