Cryptocurrency transaction network embedding from static and dynamic perspectives: An overview

Y Zhou, X Luo, MC Zhou - IEEE/CAA Journal of Automatica …, 2023 - ieeexplore.ieee.org
Cryptocurrency, as a typical application scene of blockchain, has attracted broad interests
from both industrial and academic communities. With its rapid development, the …

Blockchain Data Mining With Graph Learning: A Survey

Y Qi, J Wu, H Xu, M Guizani - IEEE Transactions on Pattern …, 2023 - ieeexplore.ieee.org
Blockchain data mining has the potential to reveal the operational status and behavioral
patterns of anonymous participants in blockchain systems, thus providing valuable insights …

Application of Graph Theory for Blockchain Technologies

G Jayabalasamy, C Pujol, K Latha Bhaskaran - Mathematics, 2024 - mdpi.com
Blockchain technology, serving as the backbone for decentralized systems, facilitates secure
and transparent transactional data storage across a distributed network of nodes …

Babd: A bitcoin address behavior dataset for pattern analysis

Y Xiang, Y Lei, D Bao, T Li, Q Yang… - IEEE Transactions …, 2023 - ieeexplore.ieee.org
Cryptocurrencies have dramatically increased adoption in mainstream applications in
various fields such as financial and online services, however, there are still a few amounts of …

MLP-COMET-based decision model re-identification for continuous decision-making in the complex network environment

B Kizielewicz, J Wieckowski… - 2023 18th Conference …, 2023 - ieeexplore.ieee.org
In recent years, complex networks have gained significant attention for their practical
potential in data analysis and decision-making. However, assessing node relevance in …

Characterizing the Bitcoin network topology with Node‐Probe

M Essaid, C Lee, H Ju - International Journal of Network …, 2023 - Wiley Online Library
In blockchain networks, topology discovery is a prerequisite when investigating the network
characteristics (eg, performance and robustness), which can provide a deeper …

A review of visibility graph analysis

H Azizi, S Sulaimany - IEEE Access, 2024 - ieeexplore.ieee.org
A graph approach to time series data provides a new perspective for analyzing and
comprehending the characteristics of the data. One common method of converting time …

A physical topology for optimizing partition tolerance in consortium blockchains to reach CAP guarantee bound

H Wang, H Li, Q Ye, P Lu, Y Yang… - Transactions on …, 2023 - Wiley Online Library
Decentralized cryptocurrency systems, known as blockchains, have shown promise as an
infrastructure for mutually distrustful parties to securely agree on transactions. Nevertheless …

Evolutionary random graph for bitcoin overlay and blockchain mining networks

JB Abdo, S Dass, B Qolomany, L Hossain - arXiv preprint arXiv …, 2022 - arxiv.org
The world economy is experiencing the novel adoption of distributed currencies that are free
from the control of central banks. Distributed currencies suffer from extreme volatility, and …

Hyperclique: A Novel P2P Network Structure for Blockchain Systems

X You, S Zhang, T Wang… - … Conference on Computing …, 2024 - ieeexplore.ieee.org
This paper presents a novel P2P broadcast network called Hyperclique, which assigns a
coordinate value to each peer in the network with adjustable dimensionality. Based on the …