A survey on network node ranking algorithms: Representative methods, extensions, and applications
文献类型：期刊论文
| 作者 | Liu, JiaQi2; Li, XueRong1; Dong, JiChang2 |
| 刊名 | SCIENCE CHINA-TECHNOLOGICAL SCIENCES
 |
| 出版日期 | 2020-10-14 |
| 页码 | 11 |
| 关键词 | complex networks node ranking methods PageRank HITS algorithms |
| ISSN号 | 1674-7321 |
| DOI | 10.1007/s11431-020-1683-2 |
| 英文摘要 | The ranking of network node importance is one of the most essential problems in the field of network science. Node ranking algorithms serve as an essential part in many application scenarios such as search engine, social networks, and recommendation systems. This paper presents a systematic review on three representative methods: node ranking based on centralities, PageRank algorithm, and HITS algorithm. Furthermore, we investigate the latest extensions and improvements of these representative methods, provided with several main application fields. Inspired by the survey of current literatures, we attempt to propose promising directions for future research. The conclusions of this paper are enlightening and beneficial to both the academic and industrial communities. |
| 资助项目 | National Natural Science Foundation of China[71901205] |
| WOS研究方向 | Engineering ; Materials Science |
| 语种 | 英语 |
| WOS记录号 | WOS:000579570400001 |
| 出版者 | SCIENCE PRESS |
| 源URL | [http://ir.amss.ac.cn/handle/2S8OKBNM/52361]  |
| 专题 | 中国科学院数学与系统科学研究院 |
| 通讯作者 | Li, XueRong |
| 作者单位 | 1.Chinese Acad Sci, Acad Math & Syst Sci, Beijing 100190, Peoples R China 2.Univ Chinese Acad Sci, Sch Econ & Management, Beijing 100190, Peoples R China |
| 推荐引用方式 GB/T 7714 | Liu, JiaQi,Li, XueRong,Dong, JiChang. A survey on network node ranking algorithms: Representative methods, extensions, and applications[J]. SCIENCE CHINA-TECHNOLOGICAL SCIENCES,2020:11. |
| APA | Liu, JiaQi,Li, XueRong,&Dong, JiChang.(2020).A survey on network node ranking algorithms: Representative methods, extensions, and applications.SCIENCE CHINA-TECHNOLOGICAL SCIENCES,11. |
| MLA | Liu, JiaQi,et al."A survey on network node ranking algorithms: Representative methods, extensions, and applications".SCIENCE CHINA-TECHNOLOGICAL SCIENCES (2020):11. |
入库方式： OAI收割
来源：数学与系统科学研究院
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