Core decomposition in large temporal graphs.

Big Data(2015)

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摘要
Core decomposition has been applied widely in the visualization and analysis of massive networks. However, existing studies of core decomposition were only limited to non-temporal graphs, while many real-world graphs can be naturally modeled as temporal graphs (e.g., the interaction between users at different time in online social networks, the phone call or messaging records between friends over time, etc.). In this paper, we define the problem of core decomposition in a temporal graph, propose efficient distributed algorithms to compute the cores in massive temporal graphs, and discuss how the technique can be used in temporal graph analysis.
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关键词
core decomposition,large temporal graphs,massive networks visualization,massive networks analysis,nontemporal graphs,real-world graphs,online social networks,phone call,messaging records,distributed algorithms,temporal graph analysis
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