A data-driven diffusion maps kernel converges to the heat kernel on a manifold, making kernel ridge regression with it theoretically grounded.
Academic press, 1988
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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.