Social context-aware trust prediction in social networks

Xiaoming Zheng*, Yan Wang, Mehmet A. Orgun, Guanfeng Liu, Haibin Zhang

*Corresponding author for this work

Research output: Chapter in Book/Report/Conference proceedingConference proceeding contribution

7 Citations (Scopus)

Abstract

Online social networks have been widely used for a large number of activities in recent years. Utilizing social network information to infer or predict trust among people to recommend services from trustworthy providers have drawn growing attention, especially in online environments. Conventional trust inference approaches predict trust between people along paths connecting them in social networks. However, most of the state-of-the-art trust prediction approaches do not consider the contextual information that influences trust and trust evaluation. In this paper, we first analyze the personal properties and interpersonal properties which impact trust transference between contexts. Then, a new trust transference method is proposed to predict the trust in a target context from that in different but relevant contexts. Next, a social context-aware trust prediction model based on matrix factorization is proposed to predict trust in various situations regardless of whether there is a path from a source participant to a target participant. To the best of our knowledge, this is the first context-aware trust prediction model in social networks in the literature. The experimental analysis illustrates that the proposed model can mitigate the sparsity situation in social networks and generate more reasonable trust results than the most recent state-of-the-art context-aware trust inference approach.

Original languageEnglish
Title of host publicationService-Oriented Computing - 12th International Conference, ICSOC 2014, Proceedings
EditorsXavier Franch, Aditya K. Ghose, Grace A. Lewis, Sami Bhiri
Place of PublicationHeidelberg
PublisherSpringer, Springer Nature
Pages527-534
Number of pages8
Volume8831
ISBN (Electronic)9783662453902
Publication statusPublished - 2014
Event12th International Conference on Service-Oriented Computing, ICSOC 2014 - Paris, France
Duration: 3 Nov 20146 Nov 2014

Publication series

NameLecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics)
Volume8831
ISSN (Print)03029743
ISSN (Electronic)16113349

Other

Other12th International Conference on Service-Oriented Computing, ICSOC 2014
CountryFrance
CityParis
Period3/11/146/11/14

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  • Cite this

    Zheng, X., Wang, Y., Orgun, M. A., Liu, G., & Zhang, H. (2014). Social context-aware trust prediction in social networks. In X. Franch, A. K. Ghose, G. A. Lewis, & S. Bhiri (Eds.), Service-Oriented Computing - 12th International Conference, ICSOC 2014, Proceedings (Vol. 8831, pp. 527-534). (Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics); Vol. 8831). Heidelberg: Springer, Springer Nature.