Characterizing social cascades in flickr
Proceedings of the first workshop on Online social networks
A measurement-driven analysis of information propagation in the flickr social network
Proceedings of the 18th international conference on World wide web
Analyzing patterns of user content generation in online social networks
Proceedings of the 15th ACM SIGKDD international conference on Knowledge discovery and data mining
Social Behavior Association and Influence in Social Networks
UIC-ATC '09 Proceedings of the 2009 Symposia and Workshops on Ubiquitous, Autonomic and Trusted Computing
TwitterRank: finding topic-sensitive influential twitterers
Proceedings of the third ACM international conference on Web search and data mining
What is Twitter, a social network or a news media?
Proceedings of the 19th international conference on World wide web
Using a model of social dynamics to predict popularity of news
Proceedings of the 19th international conference on World wide web
A weighted multi-factor algorithm for microblog search
AMT'11 Proceedings of the 7th international conference on Active media technology
Some thoughts on using argumentation to handle trust
CLIMA'11 Proceedings of the 12th international conference on Computational logic in multi-agent systems
Using tag recommendations to homogenize folksonomies in microblogging environments
SocInfo'11 Proceedings of the Third international conference on Social informatics
Measuring node importance on Twitter microblogging
Proceedings of the 2nd International Conference on Web Intelligence, Mining and Semantics
Mining social networks for significant friend groups
DASFAA'12 Proceedings of the 17th international conference on Database Systems for Advanced Applications
A vulnerability evaluation framework for online social network profiles: axioms and propositions
International Journal of Internet Technology and Secured Transactions
Discovering patterns of advertisement propagation in Sina-Microblog
Proceedings of the Sixth International Workshop on Data Mining for Online Advertising and Internet Economy
Tagging users based on Twitter lists
International Journal of Web Engineering and Technology
The potential dangers of causal consistency and an explicit solution
Proceedings of the Third ACM Symposium on Cloud Computing
Making your interests follow you on twitter
Proceedings of the 21st ACM international conference on Information and knowledge management
A tree-network model for mining short message services seed users and its empirical analysis
Knowledge-Based Systems
Proceedings of the 2013 ACM SIGMOD International Conference on Management of Data
Automatic selection of social media responses to news
Proceedings of the 19th ACM SIGKDD international conference on Knowledge discovery and data mining
Whom to mention: expand the diffusion of tweets by @ recommendation on micro-blogging systems
Proceedings of the 22nd international conference on World Wide Web
TOM: Twitter opinion mining framework using hybrid classification scheme
Decision Support Systems
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Although extensive studies have been conducted on online social networks (OSNs), it is not clear how to characterize information propagation and social influence, two types of important but not well defined social behavior. This paper presents a measurement study of 58M messages collected from 700K users on Twitter.com, a popular social medium. We analyze the propagation patterns of general messages and show how breaking news (Michael Jackson's death) spread through Twitter. Furthermore, we evaluate different social influences by examining their stabilities, assessments, and correlations. This paper addresses the complications as well as challenges we encounter when measuring message propagation and social influence on OSNs. We believe that our results here provide valuable insights for future OSN research.