Article ID Journal Published Year Pages File Type
1895529 Physica D: Nonlinear Phenomena 2014 10 Pages PDF
Abstract

•A procedure for statistical measure standardisation is proposed.•A novel framework of composite measures for complex evolving networks is proposed.•Demonstration of its working by investigating real data from the WTW and the WMW.•The composite measure is shown to follow a parameter-free std. normal distribution.•Simulations demonstrate applicability of the concept to large and general data sets.

We derive a composite centrality measure for general weighted and directed complex networks, based on measure standardisation and invariant statistical inheritance schemes. Different schemes generate different intermediate abstract measures providing additional information, while the composite centrality measure tends to the standard normal distribution. This offers a unified scale to measure node and edge centralities for complex evolving networks under a uniform framework. Considering two real-world cases of the world trade web and the world migration web, both during a time span of 40 years, we propose a standard set-up to demonstrate its remarkable normative power and accuracy. We illustrate the applicability of the proposed framework for large and arbitrary complex systems, as well as its limitations, through extensive numerical simulations.

Related Topics
Physical Sciences and Engineering Mathematics Applied Mathematics
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