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Measuring node contributions to network users in directed networks

  • Key Laboratory of Precision Opto-Mechatronics Technology (Ministry of Education)
  • Beihang University
  • Peking University

Research output: Contribution to journal › Article › peer-review

Abstract

We focus on the role of the network user played in real-world networks. First, we introduce the user cocoon structure of a user in a directed network. Second, to characterize the contributions of nodes in the user cocoon, we propose the structural contribution of a node to a network user based on the structure of the network. Then, we propose the user centrality of a node, as an improvement of node structural contribution, by introducing the random walk theory and the PageRank strategy. Node user centrality measures node potential to ensure successful transportation for network users. Simulation results show that it is a proper measurement to quantify the contributions or importance of nodes to network users and it has a strong ability to characterize nodes well by distinguishing node importance.

Original languageEnglish
Pages (from-to)1428-1435
Number of pages8
JournalJournal of Computational Information Systems
Volume7
Issue number5
StatePublished - May 2011

Keywords

  • Node user centrality
  • Pearson's correlation coefficient
  • Targeted attacks
  • Transportation
  • User cocoon

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