From Varadhan's Limit to Eigenmaps: A Guide to the Geometric Analysis behind Manifold Learning

Chen-Yun Lin, Christina Sormani

We present an overview of the history of the heat kernel and eigenfunctions on Riemannian manifolds and how the theory has lead to modern methods of analyzing high dimensional data…