Concept evolution analysis based on the Dissipative Structure of Concept Semantic Space
Wei, Xiao1,2,3; Zeng, Daniel Dajun2; Luo, Xiangfeng1
2018-04-01
发表期刊FUTURE GENERATION COMPUTER SYSTEMS-THE INTERNATIONAL JOURNAL OF ESCIENCE
卷号81页码:384-394
文章类型Article
摘要In the domain of text semantic processing, concept semantic evolution is a common phenomenon involved in the lasting process of a concept's formation and development at different stages, which leads concept evolution analysis to be difficult in identifying concept evolution states. To solve the problem, the paper proposes a method of concept evolution analysis based on the Dissipative Structure of Concept Semantic Space (CSS). First, a CSS is constructed as surroundings where a concept forms and its semantic evolves. Second, an analogy is made with thermodynamics and the theory of Dissipative Structure is applied to CSS, which models the changing process of CSS from the disordered to the ordered. Third, the evolution of concept is analyzed based on the Dissipative Structure of CSS. Finally, the proposed method is verified by an application and experiments. (C) 2017 Elsevier B.V. All rights reserved.
关键词Concept Semantic Space Dissipative Structure Concept Evolution Text Semantic Cyber-physical System
WOS标题词Science & Technology ; Technology
DOI10.1016/j.future.2017.10.042
关键词[WOS]KNOWLEDGE ; NETWORKS ; ONTOLOGY
收录类别SCI ; SSCI
语种英语
项目资助者Science Foundation of Shanghai(16ZR1435500) ; Foundation for Innovative Research Groups of the National Natural Science Foundation of China(71621002)
WOS研究方向Computer Science
WOS类目Computer Science, Theory & Methods
WOS记录号WOS:000423652200034
引用统计
被引频次:1[WOS]   [WOS记录]     [WOS相关记录]
文献类型期刊论文
条目标识符http://ir.ia.ac.cn/handle/173211/21944
专题复杂系统管理与控制国家重点实验室_互联网大数据与信息安全
作者单位1.Shanghai Univ, Sch Comp Engn & Sci, Shanghai, Peoples R China
2.Chinese Acad Sci, Inst Automat, Beijing, Peoples R China
3.Shanghai Inst Technol, Shanghai, Peoples R China
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Wei, Xiao,Zeng, Daniel Dajun,Luo, Xiangfeng. Concept evolution analysis based on the Dissipative Structure of Concept Semantic Space[J]. FUTURE GENERATION COMPUTER SYSTEMS-THE INTERNATIONAL JOURNAL OF ESCIENCE,2018,81:384-394.
APA Wei, Xiao,Zeng, Daniel Dajun,&Luo, Xiangfeng.(2018).Concept evolution analysis based on the Dissipative Structure of Concept Semantic Space.FUTURE GENERATION COMPUTER SYSTEMS-THE INTERNATIONAL JOURNAL OF ESCIENCE,81,384-394.
MLA Wei, Xiao,et al."Concept evolution analysis based on the Dissipative Structure of Concept Semantic Space".FUTURE GENERATION COMPUTER SYSTEMS-THE INTERNATIONAL JOURNAL OF ESCIENCE 81(2018):384-394.
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