Publication | Open Access
Random graph models of social networks
1.3K
Citations
23
References
2002
Year
EngineeringRandom Graph ModelsNetwork AnalysisCommunicationSocial NetworkComputational Social ScienceNetwork EvolutionRandom GraphData ScienceRandom GraphsProbabilistic Graph TheoryStatisticsArbitrary Degree DistributionsSocial Network AnalysisSocial NetworksSocial Network AggregationCommunity StructureNetwork ScienceGraph TheorySociologyBusiness
We describe some new exactly solvable models of the structure of social networks, based on random graphs with arbitrary degree distributions. We give models both for simple unipartite networks, such as acquaintance networks, and bipartite networks, such as affiliation networks. We compare the predictions of our models to data for a number of real-world social networks and find that in some cases, the models are in remarkable agreement with the data, whereas in others the agreement is poorer, perhaps indicating the presence of additional social structure in the network that is not captured by the random graph.
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