Local neighborhood-based approach of link prediction in networks

	Local neighborhood-based approach of link prediction in networks
	Wang, Chunning1,2 ; Jing, Bingyi 3
	2022
发表期刊	STATISTICS AND ITS INTERFACE
卷号	15 期号:3 页码:323-334
摘要	Network structure has been widely studied in recent decades. One particular usage of the network is to represent the relationship among nodes. Therefore, link prediction plays a crucial role in network analysis. A key issue of link prediction is to estimate the likelihood of potential links between nodes in the network. However, the complex network structure makes such estimation very challenging. In this paper, we propose a link prediction method based on nodes' local neighborhood (LN), which constructs a local neighborhood for each node and calculates the likelihood of connection between nodes based on their neighbors. Further, we extend the LN method to solve the link prediction problems in a network with node covariates and community structure. Experimental studies on synthetic and real networks demonstrate that the performance of our methods is competitive.
关键词	Network analysis Link pre-diction Local neighborhood Assortative mixing Disassortative mixing
收录类别	SCIE ; SSCI
ISSN	1938-7989
语种	英语
WOS研究方向	Mathematical & Computational Biology ; Mathematics
WOS类目	Mathematical & Computational Biology ; Mathematics, Interdisciplinary Applications
WOS记录号	WOS:000759206200005
出版者	INT PRESS BOSTON, INC
原始文献类型	Article
EISSN	1938-7997
引用统计	被引频次[WOS]：0 [WOS记录] [WOS相关记录]
文献类型	期刊论文
条目标识符	http://ir.lzufe.edu.cn/handle/39EH0E1M/32018
专题	统计与数据科学学院
作者单位	1.Lanzhou Univ, Sch Math & Stat, Lanzhou, Peoples R China; 2.Lanzhou Univ Finance & Econ, Sch Stat, Lanzhou, Peoples R China; 3.Hong Kong Univ Sci & Technol, Dept Math, Hong Kong, Peoples R China
第一作者单位	兰州财经大学
推荐引用方式 GB/T 7714	Wang, Chunning,Jing, Bingyi. Local neighborhood-based approach of link prediction in networks[J]. STATISTICS AND ITS INTERFACE,2022,15(3):323-334.
APA	Wang, Chunning,&Jing, Bingyi.(2022).Local neighborhood-based approach of link prediction in networks.STATISTICS AND ITS INTERFACE,15(3),323-334.
MLA	Wang, Chunning,et al."Local neighborhood-based approach of link prediction in networks".STATISTICS AND ITS INTERFACE 15.3(2022):323-334.