Link prediction for multilayer networks using interlayer structural information

doi:10.1142/S0129183122500036

	Link prediction for multilayer networks using interlayer structural information
	Tang, Fengqin 1; Wang, Chunning2,3 ; Wang, Yuanyuan 2,3; Su, Jinxia 2,3
	2022-01
发表期刊	INTERNATIONAL JOURNAL OF MODERN PHYSICS C
卷号	33 期号:1
摘要	A multilayer network is a useful representation for real-world complex systems in which multiple types of connections are formed between entities. Connections of the same type form a specific layer of the network. We propose a novel framework for predicting links in a target layer of a multilayer network by taking into account the interlayer structural information. The method depends on the intuitive assumption that two node pairs in the target layer tend to have similar connection patterns if these pairs of nodes are similar. Further, the prediction accuracy will be improved in the target layer if the structural information of the copies of the node pairs in relevant layers is employed. We demonstrate the effectiveness of the proposed method experimentally by applying it to both simulated and real-world multilayer networks.
关键词	Link prediction multilayer network semi-supervised learning interlayer similarity
DOI	10.1142/S0129183122500036
收录类别	SCIE
ISSN	0129-1831
语种	英语
WOS研究方向	Computer Science ; Physics
WOS类目	Computer Science, Interdisciplinary Applications ; Physics, Mathematical
WOS记录号	WOS:000755168100014
出版者	WORLD SCIENTIFIC PUBL CO PTE LTD
原始文献类型	Article
EISSN	1793-6586
引用统计	被引频次：2[WOS] [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/32015
专题	统计与数据科学学院
作者单位	1.Huaibei Normal Univ, Sch Math Sci, Huaibei 235000, Anhui, Peoples R China; 2.Lanzhou Univ, Sch Math & Stat, Lanzhou 73000, Gansu, Peoples R China; 3.Lanzhou Univ Finance & Econ, Sch Stat, Lanzhou 73000, Gansu, Peoples R China
推荐引用方式 GB/T 7714	Tang, Fengqin,Wang, Chunning,Wang, Yuanyuan,et al. Link prediction for multilayer networks using interlayer structural information[J]. INTERNATIONAL JOURNAL OF MODERN PHYSICS C,2022,33(1).
APA	Tang, Fengqin,Wang, Chunning,Wang, Yuanyuan,&Su, Jinxia.(2022).Link prediction for multilayer networks using interlayer structural information.INTERNATIONAL JOURNAL OF MODERN PHYSICS C,33(1).
MLA	Tang, Fengqin,et al."Link prediction for multilayer networks using interlayer structural information".INTERNATIONAL JOURNAL OF MODERN PHYSICS C 33.1(2022).