Optimal bandwidth estimation for a fast manifold learning algorithm to detect circular structure in high-dimensional data

Susovan Pal, Praneeth Vepakomma

We provide a way to infer about existence of topological circularity in high-dimensional data sets in ${\mathbb{R}}^d$ from its projection in ${\mathbb{R}}^2$ obtained through a fast m…