Acta Physica Sinica · 2015 · 15 citations · 19 references
Social SciencesCommunicationComputer NetworksInformation TheoryPropagationCommunication NetworksInformation DiffusionInformation SpreadKnowledge DiffusionNetwork CentralitySocial Network AnalysisInfluence FunctionInfluence PropagationInformation Diffusion ModelsInformation SpreadingSpreadingSpreading BehaviorSpreading ProcessesSpreading Processes On Networks
In this paper, we first introduce a mutual influence function among network nodes based on characteristics of information spreading in online social network. Then we put forward an information spreading model based on relative weight, analyze the propagation path and process of the network, and discuss the influence on different paths. Finally, the simulation experiments of the traditional SIR model and the model in this paper are conducted with six different network topologies. Results show that the two models have no significant difference in homogeneous networks, but there are significant differences in inhomogeneous networks. This result shows that the information spreading is influenced by the status of spreading nodes, and also shows that the real networks like Twitter and Sina Microblog have certain similarity in topological structure.
19
Emergence of Scaling in Random Networks
Albert-Ĺaszló Barabási, Réka Albert · Science · 1999 · 36.4K citations · Full text
Renormalization group analysis of the small-world network model
M. E. J. Newman, Duncan J. Watts · Physics Letters A · 1999 · 1.5K citations · Full text
How Viruses Spread Among Computers and People
Alun L. Lloyd, Robert M. May · Science · 2001 · 681 citations
Veterinary Medicine, Computer Science, Infectious Diseases +16