Publication | Closed Access
Natural Connectivity of Complex Networks
255
Citations
25
References
2010
Year
Network Theory (Organizational Economics)Network Theory (Electrical Engineering)Network ScienceGraph TheoryAcute DiscriminationEngineeringNetwork ComplexityBusinessNetwork AnalysisNetwork RobustnessNetwork DynamicRobustness MeasureComputer ScienceHigh-dimensional NetworkNatural ConnectivityNetwork TheoryCommunity DetectionSocial Network Analysis
The concept of natural connectivity is reported as a robustness measure of complex networks. The natural connectivity has a clear physical meaning and a simple mathematical formulation. It is shown that the natural connectivity can be derived mathematically from the graph spectrum as an average eigenvalue and that it changes strictly monotonically with the addition or deletion of edges. By comparing the natural connectivity with other typical robustness measures within a scenario of edge elimination, it is demonstrated that the natural connectivity has an acute discrimination which agrees with our intuition.
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