Probabilistic inference on uncertain semantic link network and its application in event identification

doi:10.1016/j.future.2019.10.002

	Probabilistic inference on uncertain semantic link network and its application in event identification
	Li, Wei ; Zhuge, Hai 1
	2020-03-01
发表期刊	FUTURE GENERATION COMPUTER SYSTEMS-THE INTERNATIONAL JOURNAL OF ESCIENCE
ISSN	0167-739X
卷号	104 页码:32-42
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.
关键词	Probabilistic inference Probabilistic semantic link network Semantic link network Event extraction
DOI	10.1016/j.future.2019.10.002
收录类别	SCI
语种	英语
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
WOS类目	Computer Science, Theory & Methods
WOS记录号	WOS:000504781200003
出版者	ELSEVIER
引用统计
文献类型	期刊论文
条目标识符	http://119.78.100.204/handle/2XEOYT63/14999
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.Chinese Acad Sci, Inst Comp Technol, Key Lab Intelligent Informat Proc, Beijing, Peoples R China 2.Univ Chinese Acad Sci, Beijing, Peoples R China 3.Guangzhou Univ, Lab Cyber Phys Social Intelligence, Guangzhou, Guangdong, Peoples R China 4.Aston Univ, Syst Analyt Res Inst, Birmingham B4 7ET, W Midlands, England
推荐引用方式 GB/T 7714	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.