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

文献类型：期刊论文

作者Huangfu, Cunqing1,2; Zeng, Yi1,2,3,4; Wang, Yuwei1,2
刊名FRONTIERS IN NEUROINFORMATICS
出版日期2020-08-18
卷号14页码:17
关键词literature analysis clustering word embedding neuroscience knowledge oganization system
DOI10.3389/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.
WOS关键词ONTOLOGY
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研究方向Mathematical & Computational Biology ; Neurosciences & Neurology
语种英语
WOS记录号WOS:000567821200001
出版者FRONTIERS MEDIA SA
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
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.Chinese Acad Sci, Inst Automat, Res Ctr Brain Inspired Intelligence, Beijing, Peoples R China
2.Univ Chinese Acad Sci, Beijing, Peoples R China
3.Chinese Acad Sci, Ctr Excellence Brain Sci & Intelligence Technol, Shanghai, Peoples R China
4.Chinese Acad Sci, Inst Automat, Natl Lab Pattern Recognit, 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.

入库方式： OAI收割

来源：自动化研究所

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