Trust-Based Personalized Service Recommendation: A Network Perspective

被引:40
作者
Deng, Shui-Guang [1 ]
Huang, Long-Tao [1 ]
Wu, Jian [1 ]
Wu, Zhao-Hui [1 ]
机构
[1] Zhejiang Univ, Coll Comp Sci & Technol, Hangzhou 310027, Zhejiang, Peoples R China
基金
中国国家自然科学基金;
关键词
personalized service recommendation; trust; network modeling and analysis; collaborative filtering; SYSTEMS;
D O I
10.1007/s11390-014-1412-2
中图分类号
TP3 [计算技术、计算机技术];
学科分类号
0812 ;
摘要
Recent years have witnessed a growing trend of Web services on the Internet. There is a great need of effective service recommendation mechanisms. Existing methods mainly focus on the properties of individual Web services (e.g., functional and non-functional properties) but largely ignore users' views on services, thus failing to provide personalized service recommendations. In this paper, we study the trust relationships between users and Web services using network modeling and analysis techniques. Based on the findings and the service network model we build, we then propose a collaborative filtering algorithm called Trust-Based Service Recommendation (TSR) to provide personalized service recommendations. This systematic approach for service network modeling and analysis can also be used for other service recommendation studies.
引用
收藏
页码:69 / 80
页数:12
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