Dimensionality Reduction for $k$-Distance Applied to Persistent Homology

Shreya Arya, Jean-Daniel Boissonnat, Kunal Dutta +1

Given a set P of n points and a constant k, we are interested in computing the persistent homology of the Cech filtration of P for the k-distance, and investigate the effectiveness…