CRule: Category-Aware Symbolic Multihop Reasoning on Knowledge Graphs

doi:10.1109/MIS.2023.3291567

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	CRule: Category-Aware Symbolic Multihop Reasoning on Knowledge Graphs
	Wang, Zikang 2; Li, Linjing 1,2; Li, Jinlin 2; Zhao, Pengfei 2; Zeng, Daniel 1,2
刊名	IEEE INTELLIGENT SYSTEMS
	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
DOI	10.1109/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
出版者	IEEE COMPUTER SOC
WOS记录号	WOS:001081922300006
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
内容类型	期刊论文
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.