Stable Comparison of Multidimensional Persistent Homology Groups with Torsion |
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Authors: | Patrizio Frosini |
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Institution: | 1. ARCES, Università di Bologna, via Toffano 2/2, 40135, Bologna, Italy 2. Dipartimento di Matematica, Università di Bologna, P.zza di Porta S. Donato 5, 40126, Bologna, Italy
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Abstract: | The present lack of a stable method to compare persistent homology groups with torsion is a relevant problem in current research about Persistent Homology and its applications in Pattern Recognition. In this paper we introduce a pseudo-distance d T that represents a possible solution to this problem. Indeed, d T is a pseudo-distance between multidimensional persistent homology groups with coefficients in an Abelian group, hence possibly having torsion. Our main theorem proves the stability of the new pseudo-distance with respect to the change of the filtering function, expressed both with respect to the max-norm and to the natural pseudo-distance between topological spaces endowed with ? n -valued filtering functions. Furthermore, we prove a result showing the relationship between d T and the matching distance in the 1-dimensional case, when the homology coefficients are taken in a field and hence the comparison can be made. |
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