SWTrust: Generating Trusted Graph for Trust Evaluation in Online Social Networks

被引:17
作者
Jiang, Wenjun [1 ]
Wang, Guojun [1 ]
机构
[1] Cent S Univ, Sch Informat Sci & Engn, Changsha 410083, Hunan, Peoples R China
来源
TRUSTCOM 2011: 2011 INTERNATIONAL JOINT CONFERENCE OF IEEE TRUSTCOM-11/IEEE ICESS-11/FCST-11 | 2011年
基金
中国国家自然科学基金;
关键词
trusted acquaintance chain; small world network; trusted graph; online social network; SEMANTIC WEB; MANAGEMENT;
D O I
10.1109/TrustCom.2011.251
中图分类号
TP3 [计算技术、计算机技术];
学科分类号
0812 ;
摘要
To solve the problem of "Can Alice trust Bob on a service in a social network setting", we propose the SWTrust framework to generate trusted graphs for trust evaluation in online social networks: (1) to develop a novel PSN algorithm for preprocessing a social network, where we classify a user's neighbors by their social distance and define neighbors' priority based on their topic-related degree and target-related degree; (2) to develop distributed algorithms to build trust network (BTN) and to generate trusted graph (GTG). Experimental results with data from Epinions. com show that our work can discover short paths and generate high quality trusted graphs efficiently.
引用
收藏
页码:320 / 327
页数:8
相关论文
共 9 条
[1]  
Josang A, 2006, ACSC '06: Proceedings of the 29th Australasian Computer Science Conference, V48, P85
[2]   On social Web sites [J].
Kim, Won ;
Jeong, Ok-Ran ;
Lee, Sang-Won .
INFORMATION SYSTEMS, 2010, 35 (02) :215-236
[3]   Trust metrics on controversial users: Balancing between tyranny of the majority and echo chambers [J].
Massa, Paolo ;
Avesani, Paolo .
INTERNATIONAL JOURNAL ON SEMANTIC WEB AND INFORMATION SYSTEMS, 2007, 3 (01) :39-64
[4]   Architectures for the future networks and the next generation Internet: A survey [J].
Paul, Subharthi ;
Pan, Jianli ;
Jain, Raj .
COMPUTER COMMUNICATIONS, 2011, 34 (01) :2-42
[5]  
Richardson M, 2003, LECT NOTES COMPUT SC, V2870, P351
[6]   Modeling and evaluation of trust with an extension in semantic web [J].
Shekarpour, Saeedeh ;
Katebi, S. D. .
JOURNAL OF WEB SEMANTICS, 2010, 8 (01) :26-36
[7]   FlowTrust: trust inference with network flows [J].
Wang, Guojun ;
Wu, Jie .
FRONTIERS OF COMPUTER SCIENCE IN CHINA, 2011, 5 (02) :181-194
[8]   Multi-dimensional evidence-based trust management with multi-trusted paths [J].
Wang, Guojun ;
Wu, Jie .
FUTURE GENERATION COMPUTER SYSTEMS-THE INTERNATIONAL JOURNAL OF ESCIENCE, 2011, 27 (05) :529-538
[9]   Identity and search in social networks [J].
Watts, DJ ;
Dodds, PS ;
Newman, MEJ .
SCIENCE, 2002, 296 (5571) :1302-1305