ID | 66975 |
FullText URL | |
Author |
Obayashi, Ippei
Center for Artificial Intelligence and Mathematical Data Science, Okayama University
Yoshiwaki, Michio
Present address: Osaka Central Advanced Mathematical Institute
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Abstract | This paper tackles the problem of coefficient field choice in persistent homology. When we compute a persistence diagram, we need to select a coefficient field before computation. We should understand the dependence of the diagram on the coefficient field to facilitate computation and interpretation of the diagram. We clarify that the dependence is strongly related to the torsion part of Z relative homology in the filtration. We show the sufficient and necessary conditions of the independence of coefficient field choice. An efficient algorithm is proposed to verify the independence. A slight modification of the standard persistence algorithm gives the verification algorithm. In a numerical experiment with the algorithm, a persistence diagram rarely changes even when the coefficient field changes if we consider a filtration in R3. The experiment suggests that, in practical terms, changes in the field coefficient will not change persistence diagrams when the data are in R3.
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Keywords | Topological data analysis
Persistent homology
Algorithm
Algebraic topology
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Note | The version of record of this article, first published in Discrete & Computational Geometry, is available online at Publisher’s website: http://dx.doi.org/10.1007/s00454-023-00544-7
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Published Date | 2023-08-18
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Publication Title |
Discrete & Computational Geometry
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Volume | volume70
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Issue | issue3
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Publisher | Springer Science and Business Media LLC
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Start Page | 645
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End Page | 670
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ISSN | 0179-5376
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NCID | AA1067900X
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Content Type |
Journal Article
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language |
English
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OAI-PMH Set |
岡山大学
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Copyright Holders | © The Author(s) 2023
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File Version | publisher
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DOI | |
Web of Science KeyUT | |
Related Url | isVersionOf https://doi.org/10.1007/s00454-023-00544-7
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License | http://creativecommons.org/licenses/by/4.0/
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Citation | Obayashi, I., Yoshiwaki, M. Field Choice Problem in Persistent Homology. Discrete Comput Geom 70, 645–670 (2023). https://doi.org/10.1007/s00454-023-00544-7
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Funder Name |
Japan Society for the Promotion of Science
Japan Science and Technology Agency
Osaka Central Advanced Mathematical Institute
Okayama University
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助成番号 | JP 16K17638
JP 19H00834
JPMJCR15D3
JPMJPR1923
JPMJMI18G3
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