Thresholds for vanishing of `Isolated' faces in random \v{C}ech and Vietoris-Rips complexes
Abstract
We study combinatorial connectivity for two models of random geometric complexes. These two models - \v{C}ech and Vietoris-Rips complexes - are built on a homogeneous Poisson point process of intensity on a -dimensional torus using balls of radius . In the former, the -simplices/faces are formed by subsets of Poisson points such that the balls of radius centred at these points have a mutual interesection and in the latter, we require only a pairwise intersection of the balls. Given a (simplicial) complex (i.e., a collection of -simplices for all ), we can connect -simplices via -simplices (`up-connectivity') or via -simplices (`down-connectivity). Our interest is to understand these two combinatorial notions of connectivity for the random \v{C}ech and Vietoris-Rips complexes asymptically as . In particular, we analyse in detail the threshold radius for vanishing of isolated -faces for up and down connectivity of both types of random geometric complexes. Though it is expected that the threshold radius in coarse scale, our results give tighter bounds on the constants in the logarithmic scale as well as shed light on the possible second-order correction factors. Further, they also reveal interesting differences between the phase transition in the \v{C}ech and Vietoris-Rips cases. The analysis is interesting due to the non-monotonicity of the number of isolated -faces (as a function of the radius) and leads one to consider `monotonic' vanishing of isolated -faces. The latter coincides with the vanishing threshold mentioned above at a coarse scale (i.e., scale) but differs in the scale for the \v{C}ech complex with in the up-connected case.
Keywords
Cite
@article{arxiv.1802.08224,
title = {Thresholds for vanishing of `Isolated' faces in random \v{C}ech and Vietoris-Rips complexes},
author = {Srikanth K. Iyer and D. Yogeshwaran},
journal= {arXiv preprint arXiv:1802.08224},
year = {2018}
}
Comments
29 pages, 1 figure