A Content-Aware Expert Recommendation Scheme in Social Network Services

被引:1
作者
Shin, Young-Sung [1 ]
Kim, Hyeong-Il [1 ]
Chang, Jae-Woo [1 ]
机构
[1] Chonbuk Natl Univ, Dept Comp Engn, 1 Ga, Jeollabuk Do Jeonju 66414, South Korea
来源
ADVANCED MULTIMEDIA AND UBIQUITOUS ENGINEERING: FUTURETECH & MUE | 2016年 / 393卷
基金
新加坡国家研究基金会;
关键词
Collaborative filtering; Expert recommendation; Content-aware recommendation; Social network service;
D O I
10.1007/978-981-10-1536-6_7
中图分类号
O1 [数学];
学科分类号
0701 ; 070101 ;
摘要
Because a wide range of professionals utilize Social Network Service (SNS), the SNS users have recently required an expert recommendation service to enable users to perform both cooperation and technical communication with experts. A content-boosted collaborative filtering (CBCF) provides various prediction algorithms which support effective recommendations. However, the CBCF cannot calculates the similarity of items (or users) when the calculation condition is not clearly provided. To solve the problem, we propose a content-aware hybrid collaborative filtering scheme for expert recommendation in SNSs. Finally, we show from a performance analysis that our scheme outperforms the existing method in terms of recommendation accuracy.
引用
收藏
页码:45 / 54
页数:10
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