Knowledge Commons of Institute of Automation,CAS
Networked Knowledge and Complex Networks: An Engineering View | |
Jinhu Lü; Guanghui Wen; Ruqian Lu; Yong Wang; Songmao Zhang | |
发表期刊 | IEEE/CAA Journal of Automatica Sinica |
ISSN | 2329-9266 |
2022 | |
卷号 | 9期号:8页码:1366-1383 |
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. |
关键词 | Complex network knowledge graph networked knowledge neural network |
DOI | 10.1109/JAS.2022.105737 |
引用统计 | |
文献类型 | 期刊论文 |
条目标识符 | http://ir.ia.ac.cn/handle/173211/49648 |
专题 | 学术期刊_IEEE/CAA Journal of Automatica Sinica |
推荐引用方式 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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