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Who is Your Best Friend?: Ranking Social Network Friends According to Trust Relationship
Li, Xiaoming1; Fang, Hui2; Yang, Qing3; Zhang, Jie1
2018
关键词Trust Social networks Facebook Personalized ranking
DOI10.1145/3209219.3209243
页码301-309
英文摘要In online social networks (OSNs), e.g. Facebook, the relationship between users is binary, i.e., either friend (trust) or stranger (distrust). However, in real-world life, people always have different trust relationships with others (e.g., best friend, acquaintance, frenemy). For various applications such as social recommendation and semantic web, it is more worthwhile to know the trust strength between users. In this work, via a unique dataset obtained from a Facebook app and a carefully designed user study, we map trust values with users' online interactions, and thus build personalized trust models. For each individual, we learn her trust model via optimization on a ranking-oriented loss function. Experimental results demonstrate the superior of the proposed approach over state-of-the-art method and the good generalization ability of the approach.
会议录出版者ASSOC COMPUTING MACHINERY
会议录出版地1515 BROADWAY, NEW YORK, NY 10036-9998 USA
语种英语
WOS研究方向Computer Science
WOS记录号WOS:000461570200041
内容类型会议论文
源URL[http://10.2.47.112/handle/2XS4QKH4/3337]  
专题上海财经大学
作者单位1.Nanyang Technol Univ, Sch Comp Sci & Engn, Singapore, Singapore;
2.Shanghai Univ Finance & Econ, Sch Informat Management & Engn, Res Inst Interdisciplinary Sci, Shanghai, Peoples R China;
3.Univ North Texas, Dept Comp Sci & Engn, Denton, TX USA
推荐引用方式
GB/T 7714
Li, Xiaoming,Fang, Hui,Yang, Qing,et al. Who is Your Best Friend?: Ranking Social Network Friends According to Trust Relationship[C]. 见:.
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