Identifying peer influence in online social networks using transfer entropy
He, Saike1; Zheng, Xiaolong1; Zeng, Daniel1,2; Cui, Kainan3; Zhang, Zhu1; Luo, Chuan
2013-08-03
会议名称PAISI’13, in conjunction IJCAI’13
会议录名称PAISI’13, in conjunction IJCAI’13
页码47-61
会议日期2013-8-3 ~ 2013-8-9
会议地点Beijing, China
出版者Intelligence and Security Informatics
摘要The past few years have witnessed the rapid growth of online social networks, which have become important hubs of social activity and conduits of information. Identifying social influence in these newly emerging platforms can provide us with significant insights to better understand the interaction behaviors among online users. However, it is difficult for us to measure the influence quantitatively among user peers, since many key factors such as homophily and heterogeneity, can not be observed in our real world conveniently. More recent work mainly focuses on developing theoretical models based on explicit causal knowledge. Nevertheless, such knowledge is usually not available and often needs to be discovered. In this paper, we introduce a model free approach to formulate causal inferences of behaviors among user peers. Experimental results show that influence measured by our approach could successfully reconstruct the underlying networks structure. Furthermore, two additional case studies based on this approach reveal that influentials wield power through specific venues, which constitute a comparatively small portion of the whole channels.
关键词Transfer Entropy Causal Inference Peer Influence
收录类别EI
语种英语
文献类型会议论文
条目标识符http://ir.ia.ac.cn/handle/173211/10781
专题复杂系统管理与控制国家重点实验室_互联网大数据与信息安全
通讯作者He, Saike
作者单位1.The State Key Laboratory of Management and Control for Complex Systems, Institute of Automation, Chinese Academy of Sciences
2.Department of Management Information System, University of Arizona
3.The School of Electronic and Information Engineering, Xi'an Jiaotong University
推荐引用方式
GB/T 7714
He, Saike,Zheng, Xiaolong,Zeng, Daniel,et al. Identifying peer influence in online social networks using transfer entropy[C]:Intelligence and Security Informatics,2013:47-61.
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