Modeling for Comment Trust Recommendation Based on Collaborative Filtering

Asymmetry in the parties of the transaction leads to uncertainty in the transaction. Trust problem has been one of the bottlenecks restricting the development of e- commerce. For e-commerce product review issues, comment trust recommendation model was proposed based on comment credibility degree and user similarity, which combined with social networking trust mechanism and collaborative filtering to offer users with a more personalized trust recommendations. The experimental results demonstrate that the model can effectively improve the recommendation accuracy and solve cold startup problems in collaborative filtering.

[1]  Weisong Shi,et al.  Enforcing Cooperative Resource Sharing in Untrusted P2P Computing Environments , 2005, Mob. Networks Appl..

[2]  Munindar P. Singh,et al.  A Social Mechanism of Reputation Management in Electronic Communities , 2000, CIA.

[3]  P. Kiruthika,et al.  Bayesian based confidence model for trust inference in MANETs , 2011, 2011 International Conference on Recent Trends in Information Technology (ICRTIT).

[4]  Yoav Shoham,et al.  Fab: content-based, collaborative recommendation , 1997, CACM.

[5]  Xiaoyan Hong,et al.  BioStaR: A Bio-inspired Stable Routing for Cognitive Radio Networks , 2012, 2012 International Conference on Computing, Networking and Communications (ICNC).

[6]  Kai Li,et al.  Reputation-Based Multi-Dimensional Trust Algorithm: Reputation-Based Multi-Dimensional Trust Algorithm , 2011 .

[7]  Xiaohua Jia,et al.  QoS multicast routing in cognitive radio ad hoc networks , 2012, Int. J. Commun. Syst..

[8]  Xiao Xu A method of telecom consumer market segmentation based on the RFM model , 2006 .

[9]  Bobby Bhattacharjee,et al.  Using Trust in Recommender Systems: An Experimental Analysis , 2004, iTrust.

[10]  J. Miglautsch Thoughts on RFM scoring , 2000 .

[11]  Gan Zao Reputation-Based Multi-Dimensional Trust Algorithm , 2011 .

[12]  Audun Jøsang,et al.  AIS Electronic Library (AISeL) , 2017 .

[13]  Peter Van Roy,et al.  Towards trust inference from bipartite social networks , 2012, DBSocial '12.

[14]  Thomas Hofmann,et al.  Latent semantic models for collaborative filtering , 2004, TOIS.

[15]  Cai Han,et al.  Modeling for Reputation Computing in C2C Communities , 2009 .

[16]  Julita Vassileva,et al.  Bayesian network-based trust model , 2003, Proceedings IEEE/WIC International Conference on Web Intelligence (WI 2003).