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Ripple Knowledge Graph Convolutional Networks for Recommendation Systems

文献类型：期刊论文

作者Chen Li4; Yang Cao1; Ye Zhu1; Debo Cheng3; Chengyuan Li2; Yasuhiko Morimoto2
刊名Machine Intelligence Research
出版日期2024
卷号21期号:3页码:481-494
关键词Deep learning, recommendation systems, knowledge graph, graph convolutional networks (GCNs), graph neural networks (GNNs)
ISSN号2731-538X
DOI10.1007/s11633-023-1440-x
英文摘要Using knowledge graphs to assist deep learning models in making recommendation decisions has recently been proven to effectively improve the model's interpretability and accuracy. This paper introduces an end-to-end deep learning model, named representation-enhanced knowledge graph convolutional networks (RKGCN), which dynamically analyses each user′s preferences and makes a recommendation of suitable items. It combines knowledge graphs on both the item side and user side to enrich their representations to maximize the utilization of the abundant information in knowledge graphs. RKGCN is able to offer more personalized and relevant recommendations in three different scenarios. The experimental results show the superior effectiveness of our model over 5 baseline models on three real-world datasets including movies, books, and music.
源URL[http://ir.ia.ac.cn/handle/173211/56477]  
专题自动化研究所_学术期刊_International Journal of Automation and Computing
作者单位1.Centre for Cyber Resilience and Trust, Deakin University, Burwood 3125, Australia
2.Graduate School of Engineering, Hiroshima University, Higashi-hiroshima 10587, Japan
3.Science, Technology, Engineering and Mathematics (STEM) , University of South Australia, Adelaide 5000, Australia
4.Graduate School of Informatics, Nagoya University, Chikusa, Nagoya 464-8602, Japan
推荐引用方式
GB/T 7714		 Chen Li,Yang Cao,Ye Zhu,et al. Ripple Knowledge Graph Convolutional Networks for Recommendation Systems[J]. Machine Intelligence Research,2024,21(3):481-494.
APA Chen Li,Yang Cao,Ye Zhu,Debo Cheng,Chengyuan Li,&Yasuhiko Morimoto.(2024).Ripple Knowledge Graph Convolutional Networks for Recommendation Systems.Machine Intelligence Research,21(3),481-494.
MLA Chen Li,et al."Ripple Knowledge Graph Convolutional Networks for Recommendation Systems".Machine Intelligence Research 21.3(2024):481-494.

入库方式： OAI收割

来源：自动化研究所

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