Uncovering Crowdsourced Manipulation of Online Reviews

作者: Amir Fayazi , Kyumin Lee , James Caverlee , Anna Squicciarini

DOI: 10.1145/2766462.2767742

关键词: Cluster analysisSimRankSet (psychology)Computer scienceQuality (business)Data scienceClustering coefficientCrowdsourcingStatistical modelMarkov random field

摘要: … to deceptive reviews and crowdsourced manipulation. First of all, in the deceptive or spam review research field, researchers have analyzed the growth of deceptive reviews over time …

参考文章(26)
James Caverlee, Kyumin Lee, Prithivi Tamilarasan, Crowdturfers, Campaigns, and Social Media: Tracking and Revealing Crowdsourced Manipulation of Social Media international conference on weblogs and social media. ,(2013)
Kyumin Lee, Brian David Eoff, James Caverlee, Seven Months with the Devils: A Long-Term Study of Content Polluters on Twitter international conference on weblogs and social media. ,(2011)
Tianyi Wang, Ben Y. Zhao, Haitao Zhang, Gang Wang, Man vs. machine: practical adversarial detection of malicious crowdsourcing workers usenix security symposium. pp. 239- 254 ,(2014)
Myle Ott, Claire Cardie, Jeff Hancock, Estimating the prevalence of deception in online review communities the web conference. pp. 201- 210 ,(2012) , 10.1145/2187836.2187864
Kyumin Lee, James Caverlee, Zhiyuan Cheng, Daniel Z. Sui, Campaign extraction from social media ACM Transactions on Intelligent Systems and Technology. ,vol. 5, pp. 9- ,(2014) , 10.1145/2542182.2542191
Nitin Jindal, Bing Liu, Opinion spam and analysis web search and data mining. pp. 219- 230 ,(2008) , 10.1145/1341531.1341560
A. P. Dempster, N. M. Laird, D. B. Rubin, Maximum Likelihood from Incomplete Data Via theEMAlgorithm Journal of the Royal Statistical Society: Series B (Methodological). ,vol. 39, pp. 1- 22 ,(1977) , 10.1111/J.2517-6161.1977.TB01600.X
Jon Kleinberg, Éva Tardos, Approximation algorithms for classification problems with pairwise relationships Journal of the ACM. ,vol. 49, pp. 616- 639 ,(2002) , 10.1145/585265.585268
Pawel Sobkowicz, Mike Thelwall, Kevan Buckley, Georgios Paltoglou, Antoni Sobkowicz, Lognormal distributions of user post lengths in Internet discussions - a consequence of the Weber-Fechner law? EPJ Data Science. ,vol. 2, pp. 2- ,(2013) , 10.1140/EPJDS14
Arjun Mukherjee, Bing Liu, Natalie Glance, Spotting fake reviewer groups in consumer reviews the web conference. pp. 191- 200 ,(2012) , 10.1145/2187836.2187863