Footprints of geodesics in persistent homology

preprint2021arXivOpen access

Abstract

Given a metric space XX and a subspace A⊂XA\subset X, we prove AA can generate various algebraic elements in persistent homology of XX. We call such elements (algebraic) footprints of AA. Our results imply that footprints typically appear in dimensions above the dimension of AA. Higher-dimensional persistent homology thus encodes lower-dimensional geometric features of XX. We pay special attention to a specific type of geodesics in a geodesic surface XX called geodesic circles. We explain how they may generate non-trivial odd-dimensional and two-dimensional footprints. In particular, we can detect even some contractible geodesics using two- and three-dimensional persistent homology. This provides a link between persistent homology and length spectrum in Riemannian geometry.

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