个人信息Personal Information
副教授
硕士生导师
性别:男
毕业院校:大连理工大学
学位:博士
所在单位:系统工程研究所
学科:管理科学与工程
办公地点:管经学部D420
联系方式:zhgq@dlut.edu.cn
电子邮箱:zhgq@dlut.edu.cn
Trust-based Recommender Algorithm Using the Properties of Trust Network
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论文类型:会议论文
发表时间:2013-01-01
收录刊物:CPCI-SSH
页面范围:104-110
关键字:Trust; Trust Network; Recommender System; Small-world Network
摘要:The trust network is a social network where nodes are inter-linked by their trust relations. Trust-based recommender systems have made many contributions to improve the performance and overcome some limitations of recommender systems. However, little is known about the structural properties of trust network. And little exploration of using these properties to develop novel trust-based recommender model has been done. We leveraged implicit trust information to develop a trust network, and illustrated that this trust network is a dynamic small-world network by analysing its properties. Finally, we proposed a novel trust-based recommender algorithm using the properties of trust network. Experimental results clear showed that: our proposed algorithm is superior to the classic collaborative filtering on the accuracy performance.