Probabilistic inference on uncertain semantic link network and its application in event identification
Li, Wei; Zhuge, Hai2
刊名FUTURE GENERATION COMPUTER SYSTEMS-THE INTERNATIONAL JOURNAL OF ESCIENCE
2020-03-01
卷号104页码:32-42
关键词Probabilistic inference Probabilistic semantic link network Semantic link network Event extraction
ISSN号0167-739X
DOI10.1016/j.future.2019.10.002
英文摘要The Probabilistic Semantic Link Network (P-SLN) is a model for enhancing the ability of Semantic Link Network in representing uncertainty. Probabilistic inference over uncertain semantic links can process the likelihood and consistency of uncertain semantic links. This work develops the P-SLN model by incorporating probabilistic inference rules and consistency constraints. Two probabilistic inference mechanisms are incorporated into the model. The application of probabilistic inference on SLN of events for joint event identification verifies the effectiveness of the proposed model. (C) 2019 Published by Elsevier B.V.
资助项目National Science Foundation of China[61640212] ; National Science Foundation of China[61876048] ; International Research Network on Cyber-Physical-Social Intelligence consisting of Guangzhou University, China ; Aston University, UK ; Key Lab of Intelligent Information Processing at Institute of Computing Technology in Chinese Academy of Sciences ; University of Chinese Academy of Sciences
WOS研究方向Computer Science
语种英语
出版者ELSEVIER
WOS记录号WOS:000504781200003
内容类型期刊论文
源URL[http://119.78.100.204/handle/2XEOYT63/14998]  
专题中国科学院计算技术研究所期刊论文_英文
通讯作者Zhuge, Hai
作者单位1.Guangzhou Univ, Lab Cyber Phys Social Intelligence, Guangzhou, Guangdong, Peoples R China
2.Chinese Acad Sci, Inst Comp Technol, Key Lab Intelligent Informat Proc, Beijing, Peoples R China
3.Univ Chinese Acad Sci, Beijing, Peoples R China
4.Aston Univ, Syst Analyt Res Inst, Birmingham B4 7ET, W Midlands, England
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Li, Wei,Zhuge, Hai. Probabilistic inference on uncertain semantic link network and its application in event identification[J]. FUTURE GENERATION COMPUTER SYSTEMS-THE INTERNATIONAL JOURNAL OF ESCIENCE,2020,104:32-42.
APA Li, Wei,&Zhuge, Hai.(2020).Probabilistic inference on uncertain semantic link network and its application in event identification.FUTURE GENERATION COMPUTER SYSTEMS-THE INTERNATIONAL JOURNAL OF ESCIENCE,104,32-42.
MLA Li, Wei,et al."Probabilistic inference on uncertain semantic link network and its application in event identification".FUTURE GENERATION COMPUTER SYSTEMS-THE INTERNATIONAL JOURNAL OF ESCIENCE 104(2020):32-42.
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