Title :
A Trust-Aware System for Personalized User Recommendations in Social Networks
Author :
Eirinaki, Magdalini ; Louta, Malamati D. ; Varlamis, Iraklis
Author_Institution :
Dept. of Comput. Eng., San Jose State Univ., San Jose, CA, USA
Abstract :
Social network analysis has recently gained a lot of interest because of the advent and the increasing popularity of social media, such as blogs, social networking applications, microblogging, or customer review sites. In this environment, trust is becoming an essential quality among user interactions and the recommendation for useful content and trustful users is crucial for all the members of the network. In this paper, we introduce a framework for handling trust in social networks, which is based on a reputation mechanism that captures the implicit and explicit connections between the network members, analyzes the semantics and dynamics of these connections, and provides personalized user recommendations to the network members.
Keywords :
information retrieval; recommender systems; social networking (online); trusted computing; blogs; connection dynamics analysis; connection semantics analysis; customer review sites; explicit connection; implicit connection; microblogging; network members; personalized user recommendations; reputation mechanism; social media; social network analysis; social networking application; trust handling; trust-aware system; trustful users; useful content recommendation; user interaction; Personalization; recommendation; reputation; social networks; trust;
Journal_Title :
Systems, Man, and Cybernetics: Systems, IEEE Transactions on
DOI :
10.1109/TSMC.2013.2263128