The small-world trust network

被引:1
|
作者
Weiwei Yuan
Donghai Guan
Young-Koo Lee
Sungyoung Lee
机构
[1] Kyung Hee Univ.,Dept. of Computer Engineering
[2] Harbin Engineering University,College of Automation
来源
Applied Intelligence | 2011年 / 35卷
关键词
Trust; Trust networks; Small-world network; Recommender system;
D O I
暂无
中图分类号
学科分类号
摘要
The topology of the trust network is important to optimize its usage in the trust-aware applications. However, since the users can join trust network ubiquitously, the structure of the highly dynamic trust network is still unknown. This paper contributes to verify that the trust network is the small-world network, and its small-world topology is independent of its dynamics. This is achieved by verifying the scale-freeness of five trust networks extracted from real online sites. Using the small-world nature of the trust network, we optimize the rating prediction mechanism of the conventional trust-aware recommender system. Experimental results clearly show that our proposed mechanism can achieve the maximum accuracy and coverage with the minimum computation complexity for the rating predictions.
引用
收藏
页码:399 / 410
页数:11
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