Probabilistic inference on uncertain semantic link network and its application in event identification
文献类型:期刊论文
作者 | Li, Wei; Zhuge, Hai2 |
刊名 | FUTURE GENERATION COMPUTER SYSTEMS-THE INTERNATIONAL JOURNAL OF ESCIENCE
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出版日期 | 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 |
DOI | 10.1016/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 |
WOS记录号 | WOS:000504781200003 |
出版者 | ELSEVIER |
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 |
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. |
入库方式: OAI收割
来源:计算技术研究所
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