典型文献
Knowledge Graph and Knowledge Reasoning:A Systematic Review
文献摘要：
The knowledge graph (KG) that represents structural relations among entities has become an increasingly important research field for knowledge-driven artificial intelligence. In this survey, a comprehensive review of KG and KG reasoning is provided. It introduces an overview of KGs, including representation, storage, and essential technologies. Specifically, it summarizes several types of knowledge reasoning approaches, including logic rules-based, representation-based, and neural network-based methods. Moreover, this paper analyzes the representation methods of knowledge hypergraphs. To effectively model hyper-relational data and improve the performance of knowledge reasoning, a three-layer knowledge hypergraph model is proposed. Finally, it analyzes the advantages of three-layer knowledge hypergraphs through reasoning and update algorithms which could facilitate future research.
文献关键词：
中图分类号：
作者姓名：
Ling Tian;Xue Zhou;Yan-Ping Wu;Wang-Tao Zhou;Jin-Hao Zhang;Tian-Shu Zhang
作者机构：
Kashi Institute of Electronics and Information Industry,Kashi 844099;Shenzhen Institute of Information Technology,Shenzhen 518172;School of Computer Science and Engineering,University of Electronic Science and Technology of China,Chengdu 610054;School of Information and Software Engineering,University of Electronic Science and Technology of China,Chengdu 610054
文献出处：
引用格式：
[1]Ling Tian;Xue Zhou;Yan-Ping Wu;Wang-Tao Zhou;Jin-Hao Zhang;Tian-Shu Zhang-.Knowledge Graph and Knowledge Reasoning:A Systematic Review)[J].电子科技学刊,2022(02):159-186
A类：
B类：
Knowledge,Graph,Reasoning,Systematic,Review,knowledge,that,represents,structural,relations,among,entities,has,become,increasingly,important,research,field,driven,artificial,intelligence,In,this,survey,comprehensive,review,reasoning,provided,It,introduces,overview,KGs,including,representation,storage,essential,technologies,Specifically,summarizes,several,types,approaches,logic,rules,neural,network,methods,Moreover,paper,analyzes,hypergraphs,To,effectively,model,relational,data,improve,performance,three,layer,proposed,Finally,advantages,through,update,algorithms,which,could,facilitate,future
AB值：
0.615576
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