Persistent Homology with k-nearest-neighbor Filtrations reveals Topological Convergence of PageRank

Minh Quang Le, Dane Taylor

Graph-based representations of point-cloud data are widely used in data science and machine learning, including epsilon-graphs that contain edges between pairs of data points that…