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ID 66975
フルテキストURL
著者
Obayashi, Ippei Center for Artificial Intelligence and Mathematical Data Science, Okayama University
Yoshiwaki, Michio Present address: Osaka Central Advanced Mathematical Institute
抄録
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.
キーワード
Topological data analysis
Persistent homology
Algorithm
Algebraic topology
備考
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
発行日
2023-08-18
出版物タイトル
Discrete & Computational Geometry
70巻
3号
出版者
Springer Science and Business Media LLC
開始ページ
645
終了ページ
670
ISSN
0179-5376
NCID
AA1067900X
資料タイプ
学術雑誌論文
言語
英語
OAI-PMH Set
岡山大学
著作権者
© The Author(s) 2023
論文のバージョン
publisher
DOI
Web of Science KeyUT
関連URL
isVersionOf https://doi.org/10.1007/s00454-023-00544-7
ライセンス
http://creativecommons.org/licenses/by/4.0/
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
助成機関名
Japan Society for the Promotion of Science
Japan Science and Technology Agency
Osaka Central Advanced Mathematical Institute
Okayama University
助成番号
JP 16K17638
JP 19H00834
JPMJCR15D3
JPMJPR1923
JPMJMI18G3