Kinetics of node splitting in evolving complex networks
Abstract
We introduce a collection of complex networks generated by a combination of preferential attachment and a previously unexamined process of "splitting" nodes of degree into nodes of degree 1. Four networks are considered, each evolves at each time step by either preferential attachment, with probability , or splitting with probability . Two methods of attachment are considered; first, attachment of an edge between a newly created node and existing node in the network, and secondly by attachment of an edge between two existing nodes. Splitting is also considered in two separate ways; first by selecting each node with equal probability and secondly, selecting the node with probability proportional to its degree. Exact solutions for the degree distributions are found and scale-free structure is exhibited in those networks where the candidates for splitting are chosen with uniform probability, those that are chosen preferentially are distributed with a power law with exponential cut-off.
Cite
@article{arxiv.1309.6225,
title = {Kinetics of node splitting in evolving complex networks},
author = {E. R. Colman and G. J. Rodgers},
journal= {arXiv preprint arXiv:1309.6225},
year = {2013}
}