Basic metric geometry of the bottleneck distance
HTML articles powered by AMS MathViewer
- by Mauricio Che, Fernando Galaz-García, Luis Guijarro, Ingrid Membrillo Solis and Motiejus Valiunas;
- Proc. Amer. Math. Soc. 152 (2024), 3575-3591
- DOI: https://doi.org/10.1090/proc/16776
- Published electronically: June 12, 2024
- HTML | PDF | Request permission
Abstract:
Given a metric pair $(X,A)$, i.e. a metric space $X$ and a distinguished closed set $A\subset X$, one may construct in a functorial way a pointed pseudometric space $\mathcal {D}_\infty (X,A)$ of persistence diagrams equipped with the bottleneck distance. We investigate the basic metric properties of the spaces $\mathcal {D}_\infty (X,A)$ and obtain characterizations of their metrizability, completeness, separability, and geodesicity.References
- Hideto Asashiba, Mickaël Buchet, Emerson G. Escolar, Ken Nakashima, and Michio Yoshiwaki, On interval decomposability of 2D persistence modules, Comput. Geom. 105/106 (2022), Paper No. 101879, 33. MR 4402576, DOI 10.1016/j.comgeo.2022.101879
- Håvard Bakke Bjerkevik, On the stability of interval decomposable persistence modules, Discrete Comput. Geom. 66 (2021), no. 1, 92–121. MR 4270636, DOI 10.1007/s00454-021-00298-0
- Magnus Bakke Botnan, Vadim Lebovici, and Steve Oudot, On rectangle-decomposable 2-parameter persistence modules, Discrete Comput. Geom. 68 (2022), no. 4, 1078–1101. MR 4517095, DOI 10.1007/s00454-022-00383-y
- Peter Bubenik and Alex Elchesen, Universality of persistence diagrams and the bottleneck and Wasserstein distances, Comput. Geom. 105/106 (2022), Paper No. 101882, 18. MR 4414770, DOI 10.1016/j.comgeo.2022.101882
- Peter Bubenik and Alex Elchesen, Virtual persistence diagrams, signed measures, Wasserstein distances, and Banach spaces, J. Appl. Comput. Topol. 6 (2022), no. 4, 429–474. MR 4496687, DOI 10.1007/s41468-022-00091-9
- Peter Bubenik and Iryna Hartsock, Topological and metric properties of spaces of generalized persistence diagrams, arXiv:2205.08506 [math.AT], 2022.
- Peter Bubenik and Tane Vergili, Topological spaces of persistence modules and their properties, J. Appl. Comput. Topol. 2 (2018), no. 3-4, 233–269. MR 3927353, DOI 10.1007/s41468-018-0022-4
- Dmitri Burago, Yuri Burago, and Sergei Ivanov, A course in metric geometry, Graduate Studies in Mathematics, vol. 33, American Mathematical Society, Providence, RI, 2001. MR 1835418, DOI 10.1090/gsm/033
- Gunnar Carlsson and Mikael Vejdemo-Johansson, Topological data analysis with applications, Cambridge University Press, Cambridge, 2022. MR 4346385, DOI 10.1017/9781108975704
- Mauricio Che, Fernando Galaz-García, Luis Guijarro, and Ingrid Membrillo Solis, Metric geometry of spaces of persistence diagrams, arXiv:2109.14697 [math.MG], 2021.
- David Cohen-Steiner, Herbert Edelsbrunner, and John Harer, Stability of persistence diagrams, Discrete Comput. Geom. 37 (2007), no. 1, 103–120. MR 2279866, DOI 10.1007/s00454-006-1276-5
- David Cohen-Steiner, Herbert Edelsbrunner, John Harer, and Yuriy Mileyko, Lipschitz functions have $L_p$-stable persistence, Found. Comput. Math. 10 (2010), no. 2, 127–139. MR 2594441, DOI 10.1007/s10208-010-9060-6
- Vincent Divol and Théo Lacombe, Understanding the topology and the geometry of the space of persistence diagrams via optimal partial transport, J. Appl. Comput. Topol. 5 (2021), no. 1, 1–53. MR 4224153, DOI 10.1007/s41468-020-00061-z
- Isaac Goldbring, Ultrafilters throughout mathematics, Graduate Studies in Mathematics, vol. 220, American Mathematical Society, Providence, RI, [2022] ©2022. MR 4454845, DOI 10.1090/gsm/220
- M. Kapovich and B. Leeb, On asymptotic cones and quasi-isometry classes of fundamental groups of $3$-manifolds, Geom. Funct. Anal. 5 (1995), no. 3, 582–603. MR 1339818, DOI 10.1007/BF01895833
- Yuriy Mileyko, Sayan Mukherjee, and John Harer, Probability measures on the space of persistence diagrams, Inverse Problems 27 (2011), no. 12, 124007, 22. MR 2854323, DOI 10.1088/0266-5611/27/12/124007
- Steve Y. Oudot, Persistence theory: from quiver representations to data analysis, Mathematical Surveys and Monographs, vol. 209, American Mathematical Society, Providence, RI, 2015. MR 3408277, DOI 10.1090/surv/209
- Jacek Skryzalin and Gunnar Carlsson, Numeric invariants from multidimensional persistence, J. Appl. Comput. Topol. 1 (2017), no. 1, 89–119. MR 3975550, DOI 10.1007/s41468-017-0003-z
- Katharine Turner, Yuriy Mileyko, Sayan Mukherjee, and John Harer, Fréchet means for distributions of persistence diagrams, Discrete Comput. Geom. 52 (2014), no. 1, 44–70. MR 3231030, DOI 10.1007/s00454-014-9604-7
- Afra Zomorodian and Gunnar Carlsson, Computing persistent homology, Discrete Comput. Geom. 33 (2005), no. 2, 249–274. MR 2121296, DOI 10.1007/s00454-004-1146-y
Bibliographic Information
- Mauricio Che
- Affiliation: Department of Mathematical Sciences, Durham University, United Kingdom
- MR Author ID: 1468916
- Email: mauricio.a.che-moguel@durham.ac.uk
- Fernando Galaz-García
- Affiliation: Department of Mathematical Sciences, Durham University, United Kingdom
- MR Author ID: 822221
- ORCID: 0000-0003-3428-5190
- Email: fernando.galaz-garcia@durham.ac.uk
- Luis Guijarro
- Affiliation: Department of Mathematics, Universidad Autónoma de Madrid and ICMAT CSIC-UAM-UC3M, Spain
- MR Author ID: 363262
- ORCID: 0000-0001-5743-1184
- Email: luis.guijarro@uam.es
- Ingrid Membrillo Solis
- Affiliation: Mathematical Sciences, University of Southampton, United Kingdom
- Address at time of publication: School of Computer Science and Engineering, University of Westminster, United Kingdom
- MR Author ID: 1305232
- ORCID: 0000-0002-9209-3042
- Email: i.membrillo-solis@soton.ac.uk, i.membrillosolis@westminster.ac.uk
- Motiejus Valiunas
- Affiliation: Mathematical Institute, University of Wrocław, Poland
- MR Author ID: 1137749
- ORCID: 0000-0003-1519-6643
- Email: motiejus.valiunas@math.uni.wroc.pl
- Received by editor(s): April 3, 2023
- Received by editor(s) in revised form: August 25, 2023, October 17, 2023, and January 4, 2024
- Published electronically: June 12, 2024
- Additional Notes: The first author was supported by CONACYT Doctoral Scholarship No. 769708.
The second and third authors were supported by research grants MTM2017–85934–C3–2–P and PID2021-124195NB-C32 from the Ministerio de Economía y Competitividad de Espanã (MINECO), and by ICMAT Severo Ochoa project CEX2019-000904-S(MINECO)
The third author was also partially supported by research grants QUAMAP and the ERC Advanced Grant 834728.
The fourth author was supported by the Leverhulme Trust (grant RPG-2019-055). - Communicated by: Nageswari Shanmugalingam
- © Copyright 2024 American Mathematical Society
- Journal: Proc. Amer. Math. Soc. 152 (2024), 3575-3591
- MSC (2020): Primary 53C23, 55N31, 54F45
- DOI: https://doi.org/10.1090/proc/16776
- MathSciNet review: 4767285