Sampling Methods for Efficient Training of Graph Convolutional Networks: A Survey

doi:10.1109/JAS.2021.1004311

CORC > 自动化研究所 > 中国科学院自动化研究所 > 学术期刊 > IEEE/CAA Journal of Automatica Sinica

	Sampling Methods for Efficient Training of Graph Convolutional Networks: A Survey
	Xin Liu; Mingyu Yan; Lei Deng; Guoqi Li; Xiaochun Ye; Dongrui Fan
刊名	IEEE/CAA Journal of Automatica Sinica
	2022
卷号	9 期号:2 页码:205-234
关键词	Efficient training graph convolutional networks (GCNs) graph neural networks (GNNs) sampling method
ISSN号	2329-9266
DOI	10.1109/JAS.2021.1004311
英文摘要	Graph convolutional networks (GCNs) have received significant attention from various research fields due to the excellent performance in learning graph representations. Although GCN performs well compared with other methods, it still faces challenges. Training a GCN model for large-scale graphs in a conventional way requires high computation and storage costs. Therefore, motivated by an urgent need in terms of efficiency and scalability in training GCN, sampling methods have been proposed and achieved a significant effect. In this paper, we categorize sampling methods based on the sampling mechanisms and provide a comprehensive survey of sampling methods for efficient training of GCN. To highlight the characteristics and differences of sampling methods, we present a detailed comparison within each category and further give an overall comparative analysis for the sampling methods in all categories. Finally, we discuss some challenges and future research directions of the sampling methods.
内容类型	期刊论文
源URL	[http://ir.ia.ac.cn/handle/173211/45985]
专题	自动化研究所_学术期刊_IEEE/CAA Journal of Automatica Sinica
推荐引用方式 GB/T 7714	Xin Liu,Mingyu Yan,Lei Deng,et al. Sampling Methods for Efficient Training of Graph Convolutional Networks: A Survey[J]. IEEE/CAA Journal of Automatica Sinica,2022,9(2):205-234.
APA	Xin Liu,Mingyu Yan,Lei Deng,Guoqi Li,Xiaochun Ye,&Dongrui Fan.(2022).Sampling Methods for Efficient Training of Graph Convolutional Networks: A Survey.IEEE/CAA Journal of Automatica Sinica,9(2),205-234.
MLA	Xin Liu,et al."Sampling Methods for Efficient Training of Graph Convolutional Networks: A Survey".IEEE/CAA Journal of Automatica Sinica 9.2(2022):205-234.