A Bitcoin Transaction Analyzing and Tracking Mechanism in Specified Network Zone

被引:0
作者
Huang, Dapeng [1 ]
Chen, Chen [1 ]
Luo, Aowei [1 ]
Wang, Kai [1 ]
Han, Weili [1 ]
机构
[1] Fudan Univ, Lab Data Analyt & Secur, Shanghai 200433, Peoples R China
关键词
bitcoin transactions; traceability method; traffic analysis; cryptocurrencies; blockchain;
D O I
10.6688/JISE.202403_40(2).0011
中图分类号
TP [自动化技术、计算机技术];
学科分类号
0812 ;
摘要
Cryptocurrencies, such as Bitcoin, have emerged as a popular means for illicit activities due to their decentralized and anonymous nature, allowing them to circumvent governmental oversight effectively. To combat crimes associated with Bitcoin, it is crucial to address the issue of deanonymizing Bitcoin transactions. Accordingly, this paper presents a novel methodology for Bitcoin transaction traceability, based on Bitcoin network traffic analysis. Specifically, we analyze network traffic data obtained at the physical convergence point of the local Bitcoin network to trace the input address of Bitcoin transactions. The proposed scheme is tested in a distributed Bitcoin network environment, yielding a promising recall rate of 45% and precision rate of 66.67%, with the exception of nodes linked through VPN, Tor, and similar tools. This traceability mechanism holds significant practical implications for regulatory and judicial investigation departments.
引用
收藏
页码:375 / 396
页数:22
相关论文
共 24 条
  • [11] New Directions in Automated Traffic Analysis
    Holland, Jordan
    Schmitt, Paul
    Feamster, Nick
    Mittal, Prateek
    [J]. CCS '21: PROCEEDINGS OF THE 2021 ACM SIGSAC CONFERENCE ON COMPUTER AND COMMUNICATIONS SECURITY, 2021, : 3366 - 3383
  • [12] Behavior pattern clustering in blockchain networks
    Huang, Butian
    Liu, Zhenguang
    Chen, Jianhai
    Liu, Anan
    Liu, Qi
    He, Qinming
    [J]. MULTIMEDIA TOOLS AND APPLICATIONS, 2017, 76 (19) : 20099 - 20110
  • [13] Churn in the Bitcoin Network
    Imtiaz, Muhammad Anas
    Starobinski, David
    Trachtenberg, Ari
    Younis, Nabeel
    [J]. IEEE TRANSACTIONS ON NETWORK AND SERVICE MANAGEMENT, 2021, 18 (02): : 1598 - 1615
  • [14] Kaminsky D., 2011, Black ops of tcp/ip 2011, P44
  • [15] An Analysis of Anonymity in Bitcoin Using P2P Network Traffic
    Koshy, Philip
    Koshy, Diana
    McDaniel, Patrick
    [J]. FINANCIAL CRYPTOGRAPHY AND DATA SECURITY, FC 2014, 2014, 8437 : 469 - 485
  • [16] Liehuang Z., 2017, Computer Research and Development, V54, P17
  • [17] An analytical model for churn process in Bitcoin network with ordinary and relay nodes
    Motlagh, Saeideh G.
    Misic, Jelena
    Misic, Vojislav B.
    [J]. PEER-TO-PEER NETWORKING AND APPLICATIONS, 2020, 13 (06) : 1931 - 1942
  • [18] Dissecting bitcoin blockchain: Empirical analysis of bitcoin network (2009-2020)
    Nerurkar, Pranav
    Patel, Dhiren
    Busnel, Yann
    Ludinard, Romaric
    Kumari, Saru
    Khan, Muhammad Khurram
    [J]. JOURNAL OF NETWORK AND COMPUTER APPLICATIONS, 2021, 177
  • [19] A Survey on Encrypted Network Traffic Analysis Applications, Techniques, and Countermeasures
    Papadogiannaki, Eva
    Ioannidis, Sotiris
    [J]. ACM COMPUTING SURVEYS, 2021, 54 (06)
  • [20] Nodes in the Bitcoin Network: Comparative Measurement Study and Survey
    Park, Sehyun
    Im, Seongwon
    Seol, Youhwan
    Paek, Jeongyeup
    [J]. IEEE ACCESS, 2019, 7 : 57009 - 57022