Title :
A Enhanced Trust Model Based on Social Network and Online Behavior Analysis for Recommendation
Author :
Yu, Xue ; Wang, Zan
Author_Institution :
Dept. of Inf. Manage. & Inf. Syst., Tianjin Univ., Tianjin, China
Abstract :
The growth of social network applications makes it possible to incorporate relationship information to reason about trust value as many researchers have done with the trust-aware recommendation systems. But without explicit trust rating, inferring trust relationship among users become hard to accomplish. The contribution of this paper includes: 1) constructs user-oriented trust network based on small-worldness property; 2) enhances trust metric with considering social influence of the middle connectors and incorporates users potential relationship estimated from users´ interactions frequency; 3) generate a compound weight to re-calculate similarity matrix combined with users social trust relationship.
Keywords :
recommender systems; social networking (online); enhanced trust model; online behavior analysis; relationship information; social network; trust-aware recommendation systems; web usage mining; Communities; Computational modeling; Connectors; Data mining; Mathematical model; Network topology; Social network services;
Conference_Titel :
Computational Intelligence and Software Engineering (CiSE), 2010 International Conference on
Conference_Location :
Wuhan
Print_ISBN :
978-1-4244-5391-7
Electronic_ISBN :
978-1-4244-5392-4
DOI :
10.1109/CISE.2010.5676798