Topology of random clique complexes

TL;DR

This paper investigates the higher-dimensional homology groups of clique complexes derived from Erdős-Rényi random graphs, establishing thresholds for their vanishing and non-vanishing behavior as the number of vertices grows.

Contribution

It extends classical connectivity results to higher homology groups of random clique complexes, providing thresholds, estimates, and explicit classes for their nontrivial homology.

Findings

Homology vanishes for certain p regimes

Homology is nonvanishing in other regimes

Explicit nontrivial homology classes are constructed

Abstract

In a seminal paper, Erdos and Renyi identified the threshold for connectivity of the random graph G(n,p). In particular, they showed that if p >> log(n)/n then G(n,p) is almost always connected, and if p << log(n)/n then G(n,p) is almost always disconnected, as n goes to infinity. The clique complex X(H) of a graph H is the simplicial complex with all complete subgraphs of H as its faces. In contrast to the zeroth homology group of X(H), which measures the number of connected components of H, the higher dimensional homology groups of X(H) do not correspond to monotone graph properties. There are nevertheless higher dimensional analogues of the Erdos-Renyi Theorem. We study here the higher homology groups of X(G(n,p)). For k > 0 we show the following. If p = n^alpha, with alpha < -1/k or alpha > - 1/(2k+1), then the kth homology group of X(G(n,p)) is almost always vanishing, and if -1/k < alpha < -1/(k+1), then it is almost always nonvanishing. We also give estimates for the expected rank of homology, and exhibit explicit nontrivial classes in the nonvanishing regime. These estimates suggest that almost all d-dimensional clique complexes have only one nonvanishing dimension of homology, and we cannot rule out the possibility that they are homotopy equivalent to wedges of spheres.