Knowledge Commons of Institute of Automation,CAS
Concept evolution analysis based on the Dissipative Structure of Concept Semantic Space | |
Wei, Xiao1,2,3; Zeng, Daniel Dajun2; Luo, Xiangfeng1 | |
发表期刊 | FUTURE GENERATION COMPUTER SYSTEMS-THE INTERNATIONAL JOURNAL OF ESCIENCE |
2018-04-01 | |
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 |
DOI | 10.1016/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 | |
文献类型 | 期刊论文 |
条目标识符 | http://ir.ia.ac.cn/handle/173211/21944 |
专题 | 多模态人工智能系统全国重点实验室_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 |
第一作者单位 | 中国科学院自动化研究所 |
推荐引用方式 GB/T 7714 | 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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