Computing persistent homology

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Abstract

We show that the persistent homology of a filtered d-dimensional simplicial complex is simply the standard homology of a particular graded module over a polynomial ring. Our analysis establishes the existence of a simple description of persistent homology groups over arbitrary fields. It also enables us to derive a natural algorithm for computing persistent homology of spaces in arbitrary dimension over any field. This result generalizes and extends the previously known algorithm that was restricted to subcomplexes of S double-struck sign3 and ℤ2 coefficients. Finally, our study implies the lack of a simple classification over non-fields. Instead, we give an algorithm for computing individual persistent homology groups over an arbitrary principal ideal domain in any dimension.

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APA

Zomorodian, A., & Carlsson, G. (2005). Computing persistent homology. Discrete and Computational Geometry, 33(2), 249–274. https://doi.org/10.1007/s00454-004-1146-y

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