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Abstract
Let X 1, X 2, … be independent identically distributed random points in a convex polytopal domain A⊂ R d . Define the largest nearest-neighbour link L n to be the smallest r such that every point of X n: = { X 1, … , X n} has another such point within distance r. We obtain a strong law of large numbers for L n in the large-n limit. A related threshold, the connectivity threshold M n , is the smallest r such that the random geometric graph G(X n, r) is connected (so L n≤ M n). We show that as n→ ∞ , almost surely nLnd/logn tends to a limit that depends on the geometry of A, and nMnd/logn tends to the same limit. We derive these results via asymptotic lower bounds for L n and upper bounds for M n that are applicable in a larger class of metric spaces satisfying certain regularity conditions.
Original language | English |
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Journal | Journal of Applied and Computational Topology |
Early online date | 16 Dec 2023 |
DOIs | |
Publication status | Published - 16 Dec 2023 |
Data Availability Statement
The code used to generate Fig. 2, as well as the seeds used for the samples shown, is available at https://github.com/frankiehiggs/connectivity-in-polytopes.Funding
This research was funded, in part, by EPSRC Grant EP/T028653/1. A CC BY or equivalent licence is applied to the AAM arising from this submission, in accordance with the grant’s open access conditions.
Funders | Funder number |
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Engineering and Physical Sciences Research Council | EP/T028653/1 |
Keywords
- Random geometric graph
- Stochastic geometry
- Connectivity
- Isolated points
ASJC Scopus subject areas
- General Mathematics
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- 1 Finished
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Coverage and connectivity in stochastic geometry
Penrose, M. (PI)
Engineering and Physical Sciences Research Council
15/12/20 → 15/03/25
Project: Research council