Knowledge Commons of Institute of Automation,CAS
Study on Information Diffusion Analysis in Social Networks and Its Applications | |
Biao Chang; Tong Xu, Qi Liu; En-Hong Chen | |
发表期刊 | International Journal of Automation and Computing |
ISSN | 1476-8186 |
2018 | |
卷号 | 15期号:4页码:377-401 |
摘要 | Due to the prevalence of social network services, more and more attentions are paid to explore how information diffuses and users affect each other in these networks, which has a wide range of applications, such as viral marketing, reposting prediction and social recommendation. Therefore, in this paper, we review the recent advances on information diffusion analysis in social networks and its applications. Specifically, we first shed light on several popular models to describe the information diffusion process in social networks, which enables three practical applications, i.e., influence evaluation, influence maximization and information source detection. Then, we discuss how to evaluate the authority and influence based on network structures. After that, current solutions to influence maximization and information source detection are discussed in detail, respectively. Finally, some possible research directions of information diffusion analysis are listed for further study. |
关键词 | Information diffusion influence evaluation influence maximization information source detection social network. |
DOI | 10.1007/s11633-018-1124-0 |
引用统计 | |
文献类型 | 期刊论文 |
条目标识符 | http://ir.ia.ac.cn/handle/173211/42418 |
专题 | 学术期刊_Machine Intelligence Research |
作者单位 | Anhui Province Key Laboratory of Big Data Analysis and Application, School of Computer Science, University of Science and Technology of China, Hefei 230026, China |
推荐引用方式 GB/T 7714 | Biao Chang,Tong Xu, Qi Liu,En-Hong Chen. Study on Information Diffusion Analysis in Social Networks and Its Applications[J]. International Journal of Automation and Computing,2018,15(4):377-401. |
APA | Biao Chang,Tong Xu, Qi Liu,&En-Hong Chen.(2018).Study on Information Diffusion Analysis in Social Networks and Its Applications.International Journal of Automation and Computing,15(4),377-401. |
MLA | Biao Chang,et al."Study on Information Diffusion Analysis in Social Networks and Its Applications".International Journal of Automation and Computing 15.4(2018):377-401. |
条目包含的文件 | 下载所有文件 | |||||
文件名称/大小 | 文献类型 | 版本类型 | 开放类型 | 使用许可 | ||
IJAC-2017-11-279.pdf(1372KB) | 期刊论文 | 出版稿 | 开放获取 | CC BY-NC-SA | 浏览 下载 |
除非特别说明,本系统中所有内容都受版权保护,并保留所有权利。
修改评论