The ring wants to be broken

Abstract

The Ramsey community number rκ is the minimum network size at which a graph's connectivity is better described by a partition into communities than by no partition, under a prescribed community-detection rule. It was introduced through numerical simulations of networks grown by local rules, which suggested that community structure can emerge without any node heterogeneity. Here I compute rκ analytically for the simplest homogeneous, locally wired graph: the circulant ring lattice Cn(1,…,c). Using a Bernoulli stochastic block model with symmetric Beta priors as the detection rule, the Bayesian evidence for a balanced two-community partition and for the unpartitioned network are both obtained in closed form, so the transition between them can be located exactly. The result is a sharp dependence on the interaction range: the plain cycle (c=1) is never partitioned, its two-community posterior decaying as n-(2α+3), so rκ=∞; but the next-nearest-neighbour ring (c=2) acquires a finite rκ 35 nodes, above which the partition is preferred with a log-evidence growing as ( 2)\,n. This provides an exactly solvable instance of community emergence in a network with no built-in communities, and shows that a minimal amount of local connectivity is enough to break the ring.

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