Improving Metric Dimensionality Reduction with Distributed Topology

Alexander Wagner, Elchanan Solomon, Paul Bendich

We propose a novel approach to dimensionality reduction combining techniques of metric geometry and distributed persistent homology, in the form of a gradient-descent based method…