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Kelie Marline

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Aug 2026

A Comparative Study of Persistence and Mapper in Topological Data Analysis

Together, persistent homology and Mapper provide complementary topological perspectives on the same data: persistent homology identifies a quantitatively distinct topological structure between the benign and malignant groups (quantified via the 1-Wasserstein distance), while Mapper localizes where this difference manif...

Kelie Marline, Momo Nizegha, Cerene Rathilal et al. · 0 citations

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