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
Link To Document :
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