Reachability and recoverability of sink nodes in growing acyclic directed networks

TL;DR

This paper investigates the growth dynamics of acyclic directed networks, focusing on reachability and recoverability of sink nodes, revealing power-law distributions and the fragility of multiple paths in such networks.

Contribution

It introduces a model of network growth with fixed-width time windows and analyzes reachability and path redundancy of sink nodes through simulations and analytic methods.

Findings

Reachability follows a power-law distribution.

Number of alternative paths to sinks is very small.

Late recovery of sinks is highly sensitive to disruptions.

Abstract

We study the growth of networks from a set of isolated ground nodes by the addition of one new node per time step and also of a fixed number of directed edges leading from the new node to randomly selected nodes already in the network. A fixed-width time window is used so that, in general, only nodes that entered the network within the latest window may receive new incoming edges. The resulting directed network is acyclic at all times and allows some of the ground nodes, then called sinks, to be reached from some of the non-ground nodes. We regard such networks as representative of abstract systems of partially ordered constituents, for example in some of the domains related to technological evolution. Two properties of interest are the number of sinks that can be reached from a randomly chosen non-ground node (its reach) and, for a fixed sink, the number of nonoverlapping directed paths through which the sink can be reached, at a given time, from some of the latest nodes to have entered the network. We demonstrate, by means of simulations and also of analytic characterizations, that reaches are distributed according to a power law and that the desired directed paths are expected to occur in very small numbers, perhaps indicating that recovering sinks late in the process of network growth is strongly sensitive to accidental path disruptions.