Planar growth generates scale free networks
Abstract
In this paper we introduce a model of spatial network growth in which nodes are placed at randomly selected locations on a unit square in , forming new connections to old nodes subject to the constraint that edges do not cross. The resulting network has a power law degree distribution, high clustering and the small world property. We argue that these characteristics are a consequence of the two defining features of the network formation procedure; growth and planarity conservation. We demonstrate that the model can be understood as a variant of random Apollonian growth and further propose a one parameter family of models with the Random Apollonian Network and the Deterministic Apollonian Network as extreme cases and our model as a midpoint between them. We then relax the planarity constraint by allowing edge crossings with some probability and find a smooth crossover from power law to exponential degree distributions when this probability is increased.
Cite
@article{arxiv.1602.03774,
title = {Planar growth generates scale free networks},
author = {Garvin Haslett and Seth Bullock and Markus Brede},
journal= {arXiv preprint arXiv:1602.03774},
year = {2016}
}
Comments
27 pages, 9 figures