Creating Neuroscientific Knowledge Organization System Based on Word Representation and Agglomerative Clustering Algorithm

doi:10.3389/fninf.2020.00038

CORC > 自动化研究所 > 中国科学院自动化研究所 > 类脑智能研究中心 > 类脑认知计算

	Creating Neuroscientific Knowledge Organization System Based on Word Representation and Agglomerative Clustering Algorithm
	Huangfu, Cunqing 1,4; Zeng, Yi 1,2,3,4; Wang, Yuwei 1,4
刊名	FRONTIERS IN NEUROINFORMATICS
	2020-08-18
卷号	14 页码:17
关键词	literature analysis clustering word embedding neuroscience knowledge oganization system
DOI	10.3389/fninf.2020.00038
通讯作者	Huangfu, Cunqing(cunqing.huangfu@ia.ac.cn) ; Zeng, Yi(yi.zeng@ia.ac.cn)
英文摘要	The literature on neuroscience has grown rapidly in recent years with the emergence of new domains of research. In the context of this progress, creating a knowledge organization system (KOS) that can quickly incorporate terms of a given domain is an important aim in the area. In this article, we develop a systematic method based on word representation and the agglomerative clustering algorithm to semi-automatically build a hierarchical KOS. We collected 35,832 research keywords and 11,497 research methods from PubMed Central database, and organized them in a hierarchical structure according to semantic distance. We show that the proposed KOS can help find terms related to the given topics, analyze articles related to specific domains of research, and characterize the features of article clusters. The proposed method can significantly reduce the manual work required by experts to organize the KOS.
资助项目	Strategic Priority Research Program of the Chinese Academy of Sciences[XDB32070100] ; Beijing Municipality of Science and Technology[Z181100001518006] ; Major Research Program of Shandong Province[2018CXGC1503] ; National Laboratory of Pattern Recognition, Institute of Automation, Chinese Academy of Sciences
WOS关键词	ONTOLOGY
WOS研究方向	Mathematical & Computational Biology ; Neurosciences & Neurology
语种	英语
出版者	FRONTIERS MEDIA SA
WOS记录号	WOS:000567821200001
资助机构	Strategic Priority Research Program of the Chinese Academy of Sciences ; Beijing Municipality of Science and Technology ; Major Research Program of Shandong Province ; National Laboratory of Pattern Recognition, Institute of Automation, Chinese Academy of Sciences
内容类型	期刊论文
源URL	[http://ir.ia.ac.cn/handle/173211/41956]
专题	类脑智能研究中心_类脑认知计算
通讯作者	Huangfu, Cunqing; Zeng, Yi
作者单位	1.Univ Chinese Acad Sci, Beijing, Peoples R China 2.Chinese Acad Sci, Inst Automat, Natl Lab Pattern Recognit, Beijing, Peoples R China 3.Chinese Acad Sci, Ctr Excellence Brain Sci & Intelligence Technol, Shanghai, Peoples R China 4.Chinese Acad Sci, Inst Automat, Res Ctr Brain Inspired Intelligence, Beijing, Peoples R China
推荐引用方式 GB/T 7714	Huangfu, Cunqing,Zeng, Yi,Wang, Yuwei. Creating Neuroscientific Knowledge Organization System Based on Word Representation and Agglomerative Clustering Algorithm[J]. FRONTIERS IN NEUROINFORMATICS,2020,14:17.
APA	Huangfu, Cunqing,Zeng, Yi,&Wang, Yuwei.(2020).Creating Neuroscientific Knowledge Organization System Based on Word Representation and Agglomerative Clustering Algorithm.FRONTIERS IN NEUROINFORMATICS,14,17.
MLA	Huangfu, Cunqing,et al."Creating Neuroscientific Knowledge Organization System Based on Word Representation and Agglomerative Clustering Algorithm".FRONTIERS IN NEUROINFORMATICS 14(2020):17.