What they do in shadows: Twitter underground follower market

作者: Anupama Aggarwal , Ponnurangam Kumaraguru

DOI: 10.1109/PST.2015.7232959

关键词:

摘要: Internet users and businesses are increasingly using online social networks (OSN) to drive audience traffic increase their popularity. In order boost presence, OSN need the visibility reach of profile, like — Facebook likes, Twitter followers, Instagram comments Yelp reviews. For example, an in followers not only improves user but also boosts perceived reputation This has led a scope for underground market that provides comments, etc. via network fraudulent compromised accounts various collusion techniques. this paper, we landscape markets provide by studying basic building blocks merchants, customers phony followers. We charecterize services provided merchants understand operational structure hierarchy. can operationalize premium monetary scheme or other incentivized freemium schemes. find out oligopoly with few being leaders. show merchant popularity does have any correlation quality service its customers. Our findings shed light on characteristics market. draw comparison between legitimate key identifiers separate such users. With help these differentiating features, build supervised learning model predict suspicious following behaviour accuracy 89.2%.

参考文章(15)
Geoffrey M. Voelker, Chris Kanich, Marti Motoyama, Damon McCoy, Kirill Levchenko, Stefan Savage, Re: CAPTCHAs: understanding CAPTCHA-solving services in an economic context usenix security symposium. pp. 28- 28 ,(2010)
Vern Paxson, Chris Grier, Juan Caballero, Christian Kreibich, Measuring pay-per-install: the commoditization of malware distribution usenix security symposium. pp. 13- 13 ,(2011)
Hamed Haddadi, Fabr´ıcio Benevenuto, Krishna P. Gummadi, Meeyoung Cha, Measuring User Influence in Twitter: The Million Follower Fallacy international conference on weblogs and social media. pp. 10- 17 ,(2010)
Vern Paxson, Chris Grier, Damon McCoy, Alek Kolcz, Kurt Thomas, Trafficking fraudulent accounts: the role of the underground market in Twitter spam and abuse usenix security symposium. pp. 195- 210 ,(2013)
Geoffrey M. Voelker, Marti Motoyama, Damon McCoy, Kirill Levchenko, Stefan Savage, Dirty jobs: the role of freelance labor in web service abuse usenix security symposium. pp. 14- 14 ,(2011)
Gianluca Stringhini, Gang Wang, Manuel Egele, Christopher Kruegel, Giovanni Vigna, Haitao Zheng, Ben Y. Zhao, Follow the green: growth and dynamics in twitter follower markets internet measurement conference. pp. 163- 176 ,(2013) , 10.1145/2504730.2504731
Ruth N. Bolton, James H. Drew, A Multistage Model of Customers' Assessments of Service Quality and Value Journal of Consumer Research. ,vol. 17, pp. 375- 384 ,(1991) , 10.1086/208564
Kurt Thomas, Chris Grier, Dawn Song, Vern Paxson, Suspended accounts in retrospect Proceedings of the 2011 ACM SIGCOMM conference on Internet measurement conference - IMC '11. pp. 243- 258 ,(2011) , 10.1145/2068816.2068840
Meng Jiang, Peng Cui, Alex Beutel, Christos Faloutsos, Shiqiang Yang, Detecting suspicious following behavior in multimillion-node social networks Proceedings of the 23rd International Conference on World Wide Web - WWW '14 Companion. pp. 305- 306 ,(2014) , 10.1145/2567948.2577306
C. Kanich, C. Kreibich, He Liu, D. McCoy, N. Weaver, V. Paxson, G. M. Voelker, S. Savage, K. Levchenko, A. Pitsillidis, N. Chachra, B. Enright, M. Felegyhazi, C. Grier, T. Halvorson, Click Trajectories: End-to-End Analysis of the Spam Value Chain ieee symposium on security and privacy. pp. 431- 446 ,(2011) , 10.1109/SP.2011.24