Uncover Product Review Patterns via Weighted Motifs

作者: Jiandun Li , Pin Lv , Chunlei Ji

DOI: 10.1109/ICSAI.2018.8599334

关键词:

摘要: In today’s e-commercial websites, product reviews written by genuine users are commonly seen, which play a crucial role as customer feedbacks and planting seeds to trigger much more transactions. However, motivated profits, fake crafted spammers inevitable promote or demote reputations whereas misguiding potential buyers make bad decisions. Until recently, the problem how distinguish whether review is fraudulent reviewer spammer has long been studied, but question of general pattern mining still open. this paper, we model online systems into bipartite networks adopt network technique, called weighted motif uncover underlying reviewing patterns. Experiments on Amazon’s dataset show that, our system feasible effective.

参考文章(22)
Vivek Venkataraman, Arjun Mukherjee, Bing Liu, Natalie S. Glance, What Yelp Fake Review Filter Might Be Doing international conference on weblogs and social media. pp. 409- 418 ,(2013)
Fangtao Li, Xiaoyan Zhu, Minlie Huang, Yi Yang, Learning to identify review spam international joint conference on artificial intelligence. pp. 2488- 2493 ,(2011) , 10.5591/978-1-57735-516-8/IJCAI11-414
Michael Crawford, Taghi M. Khoshgoftaar, Joseph D. Prusa, Aaron N. Richter, Hamzah Al Najada, Survey of review spam detection using machine learning techniques Journal of Big Data. ,vol. 2, pp. 23- ,(2015) , 10.1186/S40537-015-0029-9
Julian McAuley, Christopher Targett, Qinfeng Shi, Anton van den Hengel, Image-Based Recommendations on Styles and Substitutes international acm sigir conference on research and development in information retrieval. pp. 43- 52 ,(2015) , 10.1145/2766462.2767755
Nitin Jindal, Bing Liu, Opinion spam and analysis web search and data mining. pp. 219- 230 ,(2008) , 10.1145/1341531.1341560
Arjun Mukherjee, Bing Liu, Junhui Wang, Natalie Glance, Nitin Jindal, Detecting group review spam the web conference. pp. 93- 94 ,(2011) , 10.1145/1963192.1963240
Yejin Choi, Ritwik Banerjee, Song Feng, Syntactic Stylometry for Deception Detection meeting of the association for computational linguistics. pp. 171- 175 ,(2012)
Sihong Xie, Guan Wang, Shuyang Lin, Philip S. Yu, Review spam detection via temporal pattern discovery Proceedings of the 18th ACM SIGKDD international conference on Knowledge discovery and data mining - KDD '12. pp. 823- 831 ,(2012) , 10.1145/2339530.2339662
Ee-Peng Lim, Viet-An Nguyen, Nitin Jindal, Bing Liu, Hady Wirawan Lauw, Detecting product review spammers using rating behaviors conference on information and knowledge management. pp. 939- 948 ,(2010) , 10.1145/1871437.1871557