Propagating Anti-TrustRank with Relationship Strength for Fighting Link Farming on Twitter

作者: Shen Hua , Liu XinYue

DOI: 10.2991/IS3C-15.2015.5

关键词:

摘要: How to find the features of spammers and link structure is a fundamental issue in social networks. Existing work solves this problem by classification ranking. However, these methods ignore relationship strength on edges, i.e., weight between pair users. Then challenge how effectively estimate given To tackle challenge, paper proposes Poisson regression-based latent variable model jointly modelling users’ similarities interactions’ frequency. Furthermore, Anti-Trust Rank with algorithm proposed fight farming Twitter. Experimental results show that scheme can demote penalize uses effectively. Keywords-Anti-Trustrank; Social Spam; Relationship Strength

参考文章(18)
Vinay Goel, Baoning Wu, Brian D. Davison, Propagating Trust and Distrust to Demote Web Spam. MTW. ,(2006)
Wenxin Liang, Nan Mou, You Wang, Xianchao Zhang, Propagating both trust and distrust with target differentiation for combating web spam national conference on artificial intelligence. pp. 1292- 1297 ,(2011)
Zoltán Gyöngyi, Hector Garcia-Molina, Jan Pedersen, Combating web spam with trustrank very large data bases. pp. 576- 587 ,(2004) , 10.1016/B978-012088469-8.50052-8
Rajeev Motwani, Terry Winograd, Lawrence Page, Sergey Brin, The PageRank Citation Ranking : Bringing Order to the Web the web conference. ,vol. 98, pp. 161- 172 ,(1999)
Xinyue Liu, Hua Shen, Fenglong Ma, Wenxin Liang, Topical Influential User Analysis with Relationship Strength Estimation in Twitter international conference on data mining. pp. 1012- 1019 ,(2014) , 10.1109/ICDMW.2014.11
Chao Yang, Robert Harkreader, Guofei Gu, Empirical Evaluation and New Design for Fighting Evolving Twitter Spammers IEEE Transactions on Information Forensics and Security. ,vol. 8, pp. 1280- 1293 ,(2013) , 10.1109/TIFS.2013.2267732
Saptarshi Ghosh, Bimal Viswanath, Farshad Kooti, Naveen Kumar Sharma, Gautam Korlam, Fabricio Benevenuto, Niloy Ganguly, Krishna Phani Gummadi, Understanding and combating link farming in the twitter social network the web conference. pp. 61- 70 ,(2012) , 10.1145/2187836.2187846
Sibel Adali, Fred Sisenda, Malik Magdon-Ismail, Actions speak as loud as words: predicting relationships from social behavior data the web conference. pp. 689- 698 ,(2012) , 10.1145/2187836.2187930
Krishna Bharat, Monika R. Henzinger, Improved algorithms for topic distillation in a hyperlinked environment international acm sigir conference on research and development in information retrieval. ,vol. 51, pp. 104- 111 ,(1998) , 10.1145/3130348.3130367
Nikita Spirin, Jiawei Han, Survey on web spam detection ACM SIGKDD Explorations Newsletter. ,vol. 13, pp. 50- 64 ,(2012) , 10.1145/2207243.2207252