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CRule: Category-Aware Symbolic Multihop Reasoning on Knowledge Graphs

文献类型：期刊论文

作者Wang, Zikang2; Li, Linjing1,2; Li, Jinlin2; Zhao, Pengfei2; Zeng, Daniel1,2
刊名IEEE INTELLIGENT SYSTEMS
出版日期2023-09-01
卷号38期号:5页码:56-64
关键词Cognition Intelligent systems Spread spectrum communication Data mining Computational modeling Complexity theory Knowledge graphs
ISSN号1541-1672
DOI10.1109/MIS.2023.3291567
通讯作者Wang, Zikang(wangzikang2016@ia.ac.cn)
英文摘要Multihop reasoning is essential in knowledge graph (KG) research and applications. Current methods rely on specific KG entities, while human cognition operates at a more abstract level. This article proposes a category-aware rule-based (CRule) approach for symbolic multihop reasoning. Specifically, given a KG, CRule first categorizes entities and constructs a category-aware KG; it then uses rules retrieved from the categorized KG to perform multihop reasoning on the original KG. Experiments on five datasets show that CRule is simple, is effective, and combines the advantages of symbolic and neural network methods. It overcomes symbolic reasoning's complexity limitations, can perform reasoning on KGs of more than 300,000 edges, and can be three times more efficient than neural network models.
资助项目National Key Research and Development Program of China[2020AAA0103405] ; National Natural Science Foundation of China[62206282] ; Strategic Priority Research Program of Chinese Academy of Sciences[XDA27030100]
WOS研究方向Computer Science ; Engineering
语种英语
WOS记录号WOS:001081922300006
出版者IEEE COMPUTER SOC
资助机构National Key Research and Development Program of China ; National Natural Science Foundation of China ; Strategic Priority Research Program of Chinese Academy of Sciences
源URL[http://ir.ia.ac.cn/handle/173211/52981]  
专题舆论大数据科学与技术应用联合实验室
通讯作者Wang, Zikang
作者单位1.Univ Chinese Acad Sci, Beijing 100039, Peoples R China
2.Chinese Acad Sci, Inst Automat, Beijing 100190, Peoples R China
推荐引用方式
GB/T 7714		 Wang, Zikang,Li, Linjing,Li, Jinlin,et al. CRule: Category-Aware Symbolic Multihop Reasoning on Knowledge Graphs[J]. IEEE INTELLIGENT SYSTEMS,2023,38(5):56-64.
APA Wang, Zikang,Li, Linjing,Li, Jinlin,Zhao, Pengfei,&Zeng, Daniel.(2023).CRule: Category-Aware Symbolic Multihop Reasoning on Knowledge Graphs.IEEE INTELLIGENT SYSTEMS,38(5),56-64.
MLA Wang, Zikang,et al."CRule: Category-Aware Symbolic Multihop Reasoning on Knowledge Graphs".IEEE INTELLIGENT SYSTEMS 38.5(2023):56-64.

入库方式： OAI收割

来源：自动化研究所

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