Title :
Trust Inference Computation for Online Social Networks
Author :
Hamdi, Salah ; Bouzeghoub, A. ; Gancarski, Alda Lopes ; Ben Yahia, Sadok
Author_Institution :
Dept. of Comput. Sci., Fac. of Sci. of Tunis, Tunis, Tunisia
Abstract :
Trust has become one of the most important issues in online social Networks. In fact, the basic idea of trust systems is to help users and allow them to rate each other even without being direct neighbors. In this case, the idea is to derive a trust value for a given user, which can assist other users in deciding whether a given user is trustful or not. We investigate the properties of trust propagation on networks, based on the notion of transitivity, and we introduce the TISoN model to generate and evaluate Trust Inference within online Social Networks. This paper highlights on these two main contributions: (i) a novel Trust Paths´ Searching algorithm where we define neighbors priority based on their direct trust degrees and then select trusted paths while controlling the path length, (ii) a Trust Inference Measuring algorithm TIM to build a trust network. Experimental results with data from the Advogato.com show that our work generates high quality results.
Keywords :
social networking (online); trusted computing; TISoN model; direct trust degrees; online social networks; path length control; transitivity notion; trust inference computation; trust inference measuring algorithm; trust path searching algorithm; trust propagation; trust systems; trust value; Algorithm design and analysis; Estimation; Inference algorithms; Reliability; Resistance; Resistors; Social network services; Social networks; indirect trust; trust paths;
Conference_Titel :
Trust, Security and Privacy in Computing and Communications (TrustCom), 2013 12th IEEE International Conference on
Conference_Location :
Melbourne, VIC
DOI :
10.1109/TrustCom.2013.240