Networked Knowledge and Complex Networks: An Engineering View
Jinhu Lü; Guanghui Wen; Ruqian Lu; Yong Wang; Songmao Zhang
刊名IEEE/CAA Journal of Automatica Sinica
2022
卷号9期号:8页码:1366-1383
关键词Complex network knowledge graph networked knowledge neural network
ISSN号2329-9266
DOI10.1109/JAS.2022.105737
英文摘要Along with the development of information technologies such as mobile Internet, information acquisition technology, cloud computing and big data technology, the traditional knowledge engineering and knowledge-based software engineering have undergone fundamental changes where the network plays an increasingly important role. Within this context, it is required to develop new methodologies as well as technical tools for network-based knowledge representation, knowledge services and knowledge engineering. Obviously, the term “network” has different meanings in different scenarios. Meanwhile, some breakthroughs in several bottleneck problems of complex networks promote the developments of the new methodologies and technical tools for network-based knowledge representation, knowledge services and knowledge engineering. This paper first reviews some recent advances on complex networks, and then, in conjunction with knowledge graph, proposes a framework of networked knowledge which models knowledge and its relationships with the perspective of complex networks. For the unique advantages of deep learning in acquiring and processing knowledge, this paper reviews its development and emphasizes the role that it played in the development of knowledge engineering. Finally, some challenges and further trends are discussed.
内容类型期刊论文
源URL[http://ir.ia.ac.cn/handle/173211/49648]  
专题自动化研究所_学术期刊_IEEE/CAA Journal of Automatica Sinica
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GB/T 7714
Jinhu Lü,Guanghui Wen,Ruqian Lu,et al. Networked Knowledge and Complex Networks: An Engineering View[J]. IEEE/CAA Journal of Automatica Sinica,2022,9(8):1366-1383.
APA Jinhu Lü,Guanghui Wen,Ruqian Lu,Yong Wang,&Songmao Zhang.(2022).Networked Knowledge and Complex Networks: An Engineering View.IEEE/CAA Journal of Automatica Sinica,9(8),1366-1383.
MLA Jinhu Lü,et al."Networked Knowledge and Complex Networks: An Engineering View".IEEE/CAA Journal of Automatica Sinica 9.8(2022):1366-1383.
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