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
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