Knowledge Commons of Institute of Automation,CAS
How friends affect user behaviors? An exploration of social relation analysis for recommendation | |
Yuan, Ting; Cheng, Jian; Zhang, Xi; Liu, Qingshan; Lu, Hanqing | |
发表期刊 | KNOWLEDGE-BASED SYSTEMS |
2015-11-01 | |
卷号 | 88期号:1页码:70-84 |
文章类型 | Article |
摘要 | Incorporating the influence of social relationships effectively is fundamental to social recommendation (SR). However, most of the SR algorithms are based on the homophily assumption, where they ignored friends' different influence on users and users' different willingness to be influenced, which may make improper influence information integrated and harm the recommendation results. To address this, we propose a unified framework to properly incorporate the influence of social relationships into recommendation by the guidance of buddy (friends who have strong influence on user) and susceptibility (the willingness to be influenced) mining. Specifically, the Social Influence Propagation (SIP) method is proposed to identify each user's buddies and susceptibility and the Social Influence based Recommendation model is proposed to generate the final recommendation. Experiments on the real-world data demonstrate that the proposed framework can better utilize users' social relationships, resulting in increased recommendation accuracy. (C) 2015 Elsevier B.V. All rights reserved. |
关键词 | Recommender Systems Social Recommendation Social Relation Analysis |
WOS标题词 | Science & Technology ; Technology |
DOI | 10.1016/j.knosys.2015.08.005 |
关键词[WOS] | NETWORKS ; SYSTEMS ; MODELS |
收录类别 | SCI |
语种 | 英语 |
WOS研究方向 | Computer Science |
WOS类目 | Computer Science, Artificial Intelligence |
WOS记录号 | WOS:000362611600007 |
引用统计 | |
文献类型 | 期刊论文 |
条目标识符 | http://ir.ia.ac.cn/handle/173211/10035 |
专题 | 紫东太初大模型研究中心_图像与视频分析 |
作者单位 | Chinese Acad Sci, Inst Automat, Natl Lab Pattern Recognit, Beijing 100190, Peoples R China |
第一作者单位 | 模式识别国家重点实验室 |
推荐引用方式 GB/T 7714 | Yuan, Ting,Cheng, Jian,Zhang, Xi,et al. How friends affect user behaviors? An exploration of social relation analysis for recommendation[J]. KNOWLEDGE-BASED SYSTEMS,2015,88(1):70-84. |
APA | Yuan, Ting,Cheng, Jian,Zhang, Xi,Liu, Qingshan,&Lu, Hanqing.(2015).How friends affect user behaviors? An exploration of social relation analysis for recommendation.KNOWLEDGE-BASED SYSTEMS,88(1),70-84. |
MLA | Yuan, Ting,et al."How friends affect user behaviors? An exploration of social relation analysis for recommendation".KNOWLEDGE-BASED SYSTEMS 88.1(2015):70-84. |
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