Consistent Manifold Representation for Topological Data Analysis

Tyrus Berry, Timothy Sauer

For data sampled from an arbitrary density on a manifold embedded in Euclidean space, the Continuous k-Nearest Neighbors (CkNN) graph construction is introduced. It is shown that C…