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
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