DocumentCode :
3313904
Title :
Modeling microblogging communication based on human dynamics
Author :
Jianjun Xie ; Chuang Zhang ; Ming Wu
Author_Institution :
Pattern Recognition & Intell. Syst. Lab., Beijing Univ. of Posts & Telecommun., Beijing, China
Volume :
4
fYear :
2011
fDate :
26-28 July 2011
Firstpage :
2290
Lastpage :
2294
Abstract :
Microblog is a large-scale information sharing platform where intensive communications are taking place through interactive user behaviors. Previous studies have analyzed and modeled a series of traditional communications, such as letter, email and phone calls. The timing of human activities tends to be non-Poisson with bursts and heavy tails. Hence, several models have been proposed to explain human dynamics of bursts and heavy tails in various fields. However, as a newly developed product of Web2.0, microblog possesses inherent new characteristics, e.g. user-centric broadcast medium and asymmetric user relations. The communication in microblog is still poorly understood. Our work proposed an interest-driven model to simulate basic user communicating behaviors and processes. We came to the conclusion that, in microblogging communication, individual behaviors are bursts of rapidly occurring events separated by long periods of inactivity. Collective behaviors follow heavy-tailed Power Law distribution, whose origin is the descent of interests. Empirical statistics were also given to verify the model.
Keywords :
Web sites; statistical distributions; user interfaces; Web 2.0; asymmetric user relation characteristic; empirical statistics; heavy-tailed power law distribution; human dynamics; interactive user behavior; microblogging communication modeling; user-centric broadcast medium characteristic; Communities; Electronic mail; Humans; Publishing; Silicon; Twitter; Power Law distribution; interest descent; microblogging communication; user behaviors;
fLanguage :
English
Publisher :
ieee
Conference_Titel :
Fuzzy Systems and Knowledge Discovery (FSKD), 2011 Eighth International Conference on
Conference_Location :
Shanghai
Print_ISBN :
978-1-61284-180-9
Type :
conf
DOI :
10.1109/FSKD.2011.6020045
Filename :
6020045
Link To Document :
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