Cryptocurrency Transaction Network Embedding From Static and Dynamic Perspectives: An Overview

doi:10.1109/JAS.2023.123450

CASIA OpenIR > 学术期刊 > IEEE/CAA Journal of Automatica Sinica

	Cryptocurrency Transaction Network Embedding From Static and Dynamic Perspectives: An Overview
	Yue Zhou; Xin Luo; MengChu Zhou
发表期刊	IEEE/CAA Journal of Automatica Sinica
ISSN	2329-9266
	2023
卷号	10 期号:5 页码:1105-1121
摘要	Cryptocurrency, as a typical application scene of blockchain, has attracted broad interests from both industrial and academic communities. With its rapid development, the cryptocurrency transaction network embedding (CTNE) has become a hot topic. It embeds transaction nodes into low-dimensional feature space while effectively maintaining a network structure, thereby discovering desired patterns demonstrating involved users’ normal and abnormal behaviors. Based on a wide investigation into the state-of-the-art CTNE, this survey has made the following efforts: 1) categorizing recent progress of CTNE methods, 2) summarizing the publicly available cryptocurrency transaction network datasets, 3) evaluating several widely-adopted methods to show their performance in several typical evaluation protocols, and 4) discussing the future trends of CTNE. By doing so, it strives to provide a systematic and comprehensive overview of existing CTNE methods from static to dynamic perspectives, thereby promoting further research into this emerging and important field.
关键词	Big data analysis. cryptocurrency transaction network embedding (CTNE) dynamic network network embedding network representation static network
DOI	10.1109/JAS.2023.123450
引用统计	被引频次：4[WOS] [WOS记录] [WOS相关记录]
文献类型	期刊论文
条目标识符	http://ir.ia.ac.cn/handle/173211/51549
专题	学术期刊_IEEE/CAA Journal of Automatica Sinica
推荐引用方式 GB/T 7714	Yue Zhou,Xin Luo,MengChu Zhou. Cryptocurrency Transaction Network Embedding From Static and Dynamic Perspectives: An Overview[J]. IEEE/CAA Journal of Automatica Sinica,2023,10(5):1105-1121.
APA	Yue Zhou,Xin Luo,&MengChu Zhou.(2023).Cryptocurrency Transaction Network Embedding From Static and Dynamic Perspectives: An Overview.IEEE/CAA Journal of Automatica Sinica,10(5),1105-1121.
MLA	Yue Zhou,et al."Cryptocurrency Transaction Network Embedding From Static and Dynamic Perspectives: An Overview".IEEE/CAA Journal of Automatica Sinica 10.5(2023):1105-1121.

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文件名称/大小	文献类型	版本类型	开放类型	使用许可
JAS-2022-1340.pdf（1723KB）	期刊论文	出版稿	开放获取	CC BY-NC-SA	浏览下载