Amplitudes in persistence theory
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arXiv
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| Auteurs principaux: | , , , |
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| Format: | Preprint |
| Publié: |
2021
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| _version_ | 1866917720337940480 |
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| author | Giunti, Barbara Nolan, John S. Otter, Nina Waas, Lukas |
| author_facet | Giunti, Barbara Nolan, John S. Otter, Nina Waas, Lukas |
| contents | The use of persistent homology in applications is justified by the validity of certain stability results. At the core of such results is a notion of distance between the invariants that one associates with data sets. Here we introduce a general framework to compare distances and invariants in multiparameter persistence, where there is no natural choice of invariants and distances between them. We define amplitudes, monotone, and subadditive invariants that arise from assigning a non-negative real number to objects of an abelian category. We then present different ways to associate distances to such invariants, and we provide a classification of classes of amplitudes relevant to topological data analysis. In addition, we study the the relationships as well as the discriminitative power of such amplitude distances arising in topological data analysis scenarios. |
| format | Preprint |
| id |
arxiv_https___arxiv_org_abs_2107_09036 |
| institution | arXiv |
| publishDate | 2021 |
| record_format | arxiv |
| spellingShingle | Amplitudes in persistence theory Giunti, Barbara Nolan, John S. Otter, Nina Waas, Lukas Algebraic Topology Commutative Algebra Category Theory The use of persistent homology in applications is justified by the validity of certain stability results. At the core of such results is a notion of distance between the invariants that one associates with data sets. Here we introduce a general framework to compare distances and invariants in multiparameter persistence, where there is no natural choice of invariants and distances between them. We define amplitudes, monotone, and subadditive invariants that arise from assigning a non-negative real number to objects of an abelian category. We then present different ways to associate distances to such invariants, and we provide a classification of classes of amplitudes relevant to topological data analysis. In addition, we study the the relationships as well as the discriminitative power of such amplitude distances arising in topological data analysis scenarios. |
| title | Amplitudes in persistence theory |
| topic | Algebraic Topology Commutative Algebra Category Theory |
| url | https://arxiv.org/abs/2107.09036 |