On approximation theorems for the Euler characteristic with applications to the bootstrap
We study approximation theorems for the Euler characteristic of the Vietoris-Rips and Čech filtration. The filtration is obtained from a Poisson or binomial sampling scheme in the critical regime. We apply our results to the smooth bootstrap of the Euler characteristic and determine its rate of con...
Gespeichert in:
| Hauptverfasser: | , , |
|---|---|
| Dokumenttyp: | Article (Journal) |
| Sprache: | Englisch |
| Veröffentlicht: |
2021
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| In: |
Electronic journal of statistics
Year: 2021, Jahrgang: 15, Heft: 2, Pages: 4462-4509 |
| ISSN: | 1935-7524 |
| DOI: | 10.1214/21-EJS1898 |
| Online-Zugang: | Verlag, lizenzpflichtig, Volltext: https://doi.org/10.1214/21-EJS1898 Verlag, lizenzpflichtig, Volltext: https://projecteuclid.org/journals/electronic-journal-of-statistics/volume-15/issue-2/On-approximation-theorems-for-the-Euler-characteristic-with-applications-to/10.1214/21-EJS1898.full |
| Verfasserangaben: | Johannes Krebs, Benjamin Roycraft, Wolfgang Polonik |
MARC
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| 520 | |a We study approximation theorems for the Euler characteristic of the Vietoris-Rips and Čech filtration. The filtration is obtained from a Poisson or binomial sampling scheme in the critical regime. We apply our results to the smooth bootstrap of the Euler characteristic and determine its rate of convergence in the Kantorovich-Wasserstein distance and in the Kolmogorov distance. | ||
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| 650 | 4 | |a bootstrap | |
| 650 | 4 | |a Čech complex | |
| 650 | 4 | |a critical regime | |
| 650 | 4 | |a Euler characteristics | |
| 650 | 4 | |a functional central limit theorem | |
| 650 | 4 | |a Normal approximation | |
| 650 | 4 | |a Poisson process | |
| 650 | 4 | |a Random geometric complexes | |
| 650 | 4 | |a smooth bootstrap | |
| 650 | 4 | |a Stochastic geometry | |
| 650 | 4 | |a topological data analysis | |
| 650 | 4 | |a weak convergence | |
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