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 |
DOI | 10.1145/3209219.3209243 |
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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