A Metric for Measuring Members' Contribution to Information Propagation in Social Network Sites
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The phenomenon of propagation is universal in our daily life. For example, infectious diseases can be transmitted from one person to another, hot news is disseminated widely on the Internet, and classic passages written by the popular users can be shared by many other users in online social network sites. With the emerging of online social network sites, such as Facebook, YouTube, and Flickr, many literatures try to analyse patterns of information propagation and design effective virtual marketing strategies in these sites. However, few metrics have been designed to measure the characteristic of information propagation. In this paper, we propose a novel metric for measuring members’ contribution to information propagation in online social network sites. As a case, we analyse large-scale traces of members’ contribution to photo dissemination in Flickr and find that the distribution of members’ contribution follows a power law distribution, which reveals that most of the information is created and propagated by a few members.
[1] Rajeev Motwani,et al. The PageRank Citation Ranking : Bringing Order to the Web , 1999, WWW 1999.
[2] Kristina Lerman,et al. Social Browsing on Flickr , 2006, ICWSM.
[3] Christos Faloutsos,et al. Dynamics of large networks , 2008 .
[4] Krishna P. Gummadi,et al. A measurement-driven analysis of information propagation in the flickr social network , 2009, WWW '09.