A Graph-Based Author Name Disambiguation Method and Analysis via Information Theory

doi:10.3390/e22040416

	A Graph-Based Author Name Disambiguation Method and Analysis via Information Theory
	Ma, Yingying1,2,3 ; Wu, Youlong1 ; Lu, Chengqiang 4
	2020-04
发表期刊	ENTROPY (IF:2.1[JCR-2023],2.2[5-Year])
EISSN	1099-4300
卷号	22 期号:4
发表状态	已发表
DOI	10.3390/e22040416
摘要	Name ambiguity, due to the fact that many people share an identical name, often deteriorates the performance of information integration, document retrieval and web search. In academic data analysis, author name ambiguity usually decreases the analysis performance. To solve this problem, an author name disambiguation task is designed to divide documents related to an author name reference into several parts and each part is associated with a real-life person. Existing methods usually use either attributes of documents or relationships between documents and co-authors. However, methods of feature extraction using attributes cause inflexibility of models while solutions based on relationship graph network ignore the information contained in the features. In this paper, we propose a novel name disambiguation model based on representation learning which incorporates attributes and relationships. Experiments on a public real dataset demonstrate the effectiveness of our model and experimental results demonstrate that our solution is superior to several state-of-the-art graph-based methods. We also increase the interpretability of our method through information theory and show that the analysis could be helpful for model selection and training progress.
关键词	name disambiguation graph neural network clustering analysis mutual information
URL	查看原文
收录类别	SCI ; SCIE
语种	英语
资助项目	NSFC[61901267]
WOS研究方向	Physics
WOS类目	Physics, Multidisciplinary
WOS记录号	WOS:000537222600002
出版者	MDPI
原始文献类型	Article
引用统计	正在获取...
文献类型	期刊论文
条目标识符	https://kms.shanghaitech.edu.cn/handle/2MSLDSTB/121632
专题	信息科学与技术学院_硕士生信息科学与技术学院_PI研究组_吴幼龙组
通讯作者	Wu, Youlong
作者单位	1.ShanghaiTech Univ, Sch Informat Sci & Technol, Shanghai 201210, Peoples R China 2.Chinese Acad Sci, Shanghai Inst Microsyst & Informat Technol, Shanghai 200050, Peoples R China 3.Univ Chinese Acad Sci, Beijing 100049, Peoples R China 4.Univ Sci & Technol China, Hefei 230026, Peoples R China
第一作者单位	信息科学与技术学院
通讯作者单位	信息科学与技术学院
第一作者的第一单位	信息科学与技术学院
推荐引用方式 GB/T 7714	Ma, Yingying,Wu, Youlong,Lu, Chengqiang. A Graph-Based Author Name Disambiguation Method and Analysis via Information Theory[J]. ENTROPY,2020,22(4).
APA	Ma, Yingying,Wu, Youlong,&Lu, Chengqiang.(2020).A Graph-Based Author Name Disambiguation Method and Analysis via Information Theory.ENTROPY,22(4).
MLA	Ma, Yingying,et al."A Graph-Based Author Name Disambiguation Method and Analysis via Information Theory".ENTROPY 22.4(2020).