Cryptocurrency Transaction Network Embedding From Static and Dynamic Perspectives: An Overview
文献类型：期刊论文
| 作者 | Yue Zhou; Xin Luo; MengChu Zhou |
| 刊名 | IEEE/CAA Journal of Automatica Sinica
 |
| 出版日期 | 2023 |
| 卷号 | 10期号:5页码:1105-1121 |
| 关键词 | Big data analysis. cryptocurrency transaction network embedding (CTNE) dynamic network network embedding network representation static network |
| ISSN号 | 2329-9266 |
| DOI | 10.1109/JAS.2023.123450 |
| 英文摘要 | 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. |
| 源URL | [http://ir.ia.ac.cn/handle/173211/51549]  |
| 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 | 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. |
入库方式： OAI收割
来源：自动化研究所
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