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BETTI NUMBERS OF GAUSSIAN FIELDS
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We present the relation between the genus in cosmology and the Betti numbers for excursion sets of three- and two-dimensional smooth Gaussian random fields, and numerically investigate the Betti numbers as a function of threshold level. Betti numbers are topological invariants of figures that can be used to distinguish topological spaces. In the case of the excursion sets of a three-dimensional field there are three possibly non-zero Betti numbers; ${\beta}_0$ is the number of connected regions, ${\beta}_1$ is the number of circular holes (i.e., complement of solid tori), and ${\beta}_2$ is the number of three-dimensional voids (i.e., complement of three-dimensional excursion regions). Their sum with alternating signs is the genus of the surface of excursion regions. It is found that each Betti number has a dominant contribution to the genus in a specific threshold range. ${\beta}_0$ dominates the high-threshold part of the genus curve measuring the abundance of high density regions (clusters). ${\beta}_1$ dominates the genus near the median thresholds which measures the topology of negatively curved iso-density surfaces, and ${\beta}_2$ corresponds to the low-threshold part measuring the void abundance. We average the Betti number curves (the Betti numbers as a function of the threshold level) over many realizations of Gaussian fields and find that both the amplitude and shape of the Betti number curves depend on the slope of the power spectrum n in such a way that their shape becomes broader and their amplitude drops less steeply than the genus as n decreases. This behaviour contrasts with the fact that the shape of the genus curve is fixed for all Gaussian fields regardless of the power spectrum. Even though the Gaussian Betti number curves should be calculated for each given power spectrum, we propose to use the Betti numbers for better specification of the topology of large scale structures in the universe.
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The slope of the power spectrum affects the shape of the curves of the Betti numbers as the threshold r changes, while the shape of the curve of Euler characteristics is independent of it.
“Specifically, it is found that an invariant of the Gaussian field called the slope of the power spectrum affects the shape of the curves of the Betti numbers (as the threshold r changes), while the shape of the curve of Euler characteristics is independent of it.”
From Topological pattern recognition for point cloud data (2014) · cites this paper as Park et al. (2013)
Betti numbers of Gaussian random fields carry strictly more information concerning the random field than the Euler characteristic alone.
“More recently, Park et al. (2013) and van de Weygaert et al. (2011) have shown that the Betti numbers of Gaussian random fields carry strictly more information concerning the random field than the Euler characteristic alone.”
From Topological pattern recognition for point cloud data (2014) · cites this paper as Park et al. (2013)
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Metadata
- Authors
- Park, C., Pranav, P., Chingangbam, P., Van De Weygaert, R., Jones, B., Vegter, G., Kim, I., Hidding, J., & Hellwing, W. A.
- Affiliations
- Korea Institute for Advanced Study (KR)
- University of Groningen (NL)
- Indian Institute of Astrophysics (IN)
- Durham University (GB)
- ORCID
- Venue
- Journal of The Korean Astronomical Society
- Publisher
- The Korean Astronomical Society
- Published
- 2013-06-30
- Volume
- 46
- Issue
- 3
- Pages
- 125-131
- ISSN
- 1225-4614 (ISSN-L)
- OpenAlex
- W2125723551
- Cited by
- 62
- References
- 35
- Citations by year
- 2026: 3 · 2024: 7 · 2023: 5 · 2022: 6 · 2021: 7 · 2020: 5 · 2019: 7 · 2018: 6 · 2017: 6 · 2016: 2 · 2015: 4 · 2014: 3 · 2013: 1
- FWCI
- 3.65
- Type
- journal article
- Language
- en
- Open access
- bronze
- doi.org
- Locations
- Journal of The Korean Astronomical Society (publishedVersion)
- University of Groningen research database (University of Groningen / Centre for Information Technology) (publishedVersion, other-oa)
- arXiv (Cornell University) (submittedVersion)
- Indian Institute of Astrophysics (submittedVersion)
- University of Groningen research database (University of Groningen / Centre for Information Technology) (submittedVersion)
- arXiv (Cornell University)
- Funders
- Nederlandse Organisatie voor Wetenschappelijk Onderzoek
- Topics
- Physical Sciences › Computer Science › Computational Theory and Mathematics › Topological and Geometric Data Analysis
- Physical Sciences › Physics and Astronomy › Astronomy and Astrophysics › Cosmology and Gravitation Theories
- Physical Sciences › Physics and Astronomy › Astronomy and Astrophysics › Galaxies: Formation, Evolution, Phenomena
- Keywords
- Betti numbers, Gaussian random fields, excursion sets, genus, large-scale structure, power spectrum slope, cosmic voids, topological invariants, density fluctuations
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