English

Thresholds for vanishing of `Isolated' faces in random \v{C}ech and Vietoris-Rips complexes

Probability 2018-02-23 v1 Combinatorics

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 nn on a dd-dimensional torus using balls of radius rnr_n. In the former, the kk-simplices/faces are formed by subsets of (k+1)(k+1) Poisson points such that the balls of radius rnr_n 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 kk-simplices for all k1k \geq 1), we can connect kk-simplices via (k+1)(k+1)-simplices (`up-connectivity') or via (k1)(k-1)-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 nn \to \infty. In particular, we analyse in detail the threshold radius for vanishing of isolated kk-faces for up and down connectivity of both types of random geometric complexes. Though it is expected that the threshold radius rn=Θ((lognn)1/d)r_n = \Theta((\frac{\log n}{n})^{1/d}) 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 kk-faces (as a function of the radius) and leads one to consider `monotonic' vanishing of isolated kk-faces. The latter coincides with the vanishing threshold mentioned above at a coarse scale (i.e., logn\log n scale) but differs in the loglogn\log \log n scale for the \v{C}ech complex with k=1k = 1 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