• DocumentCode
    55107
  • Title

    Human Interactive Patterns in Temporal Networks

  • Author

    Yi-Qing Zhang ; Xiang Li ; Jian Xu ; Vasilakos, Athanasios

  • Author_Institution
    Dept. of Electron. EngineeringAdaptive Networks, Fudan Univ., Shanghai, China
  • Volume
    45
  • Issue
    2
  • fYear
    2015
  • fDate
    Feb. 2015
  • Firstpage
    214
  • Lastpage
    222
  • Abstract
    Modern information and communication technologies provide digital traces of human interactive activities, which offer novel avenues to map and analyze temporal features of human interaction networks. This paper explores mesoscopic patterns of human interactive activities from six real-world interaction networks with temporal-topological isomorphic subgraphs, i.e., temporal motifs. We discover two dominant mutual motifs, “Star,” “Ordered-chain,” and one dominant directed motif, “Ping-Pong,” which characterize the interactive patterns of “Leader,” “Queue,” and “Feedback,” respectively. Moreover,temporal dynamics shows that bursts are universal in human mesoscopic patterns, and the evolution of three dominant temporal motifs indicates the existence of characteristic time. Finally, we analyze temporal robustness and generalization to verify that 3-event temporal motifs are a simple yet powerful tool to capture the mesoscopic patterns of human interactive activities.
  • Keywords
    network theory (graphs); topology; 3-event temporal motifs; human interactive patterns; interaction networks; temporal dynamics; temporal-topological isomorphic subgraphs; Biology; Cybernetics; Educational institutions; IEEE 802.11 Standards; Mobile handsets; Robustness; Trajectory; Data-driven; human dynamics; interaction pattern; motifs; temporal networks;
  • fLanguage
    English
  • Journal_Title
    Systems, Man, and Cybernetics: Systems, IEEE Transactions on
  • Publisher
    ieee
  • ISSN
    2168-2216
  • Type

    jour

  • DOI
    10.1109/TSMC.2014.2360505
  • Filename
    6965643