Confirmation Delay Prediction of Transactions in the Bitcoin Network

被引:5
|
作者
Fiz, Beltran [1 ]
Hommes, Stefan [1 ]
State, Radu [1 ]
机构
[1] Univ Luxembourg, SnT, 29 Ave JF Kennedy, L-1855 Luxembourg, Luxembourg
关键词
Bitcoin; Machine learning; Mining pools;
D O I
10.1007/978-981-10-7605-3_88
中图分类号
TP [自动化技术、计算机技术];
学科分类号
0812 ;
摘要
Bitcoin is currently the most popular digital currency. It operates on a decentralised peer-to-peer network using an open source cryptographic protocol. In this work, we create a model of the selection process performed by mining pools on the set of unconfirmed transactions and then attempt to predict if an unconfirmed transaction will be part of the next block by treating it as a supervised classification problem. We identified a vector of features obtained through service monitoring of the Bitcoin transaction network and performed our experiments on a publicly available dataset of Bitcoin transaction.
引用
收藏
页码:534 / 539
页数:6
相关论文
共 50 条
  • [31] Analysis and Patterns of Unknown Transactions in Bitcoin
    Caprolu, Maurantonio
    Pontecorvi, Matteo
    Signorini, Matteo
    Segarra, Carlos
    Di Pietro, Roberto
    2021 IEEE INTERNATIONAL CONFERENCE ON BLOCKCHAIN (BLOCKCHAIN 2021), 2021, : 170 - 179
  • [32] Biteye: A System for Tracking Bitcoin Transactions
    Li, Zhen
    Li, Jinze
    Zheng, Yi
    Dong, Baiqiang
    2020 INFORMATION COMMUNICATION TECHNOLOGIES CONFERENCE (ICTC), 2020, : 318 - 322
  • [33] Towards Risk Scoring of Bitcoin Transactions
    Moeser, Malte
    Boehme, Rainer
    Breuker, Dominic
    FINANCIAL CRYPTOGRAPHY AND DATA SECURITY: FC 2014 WORKSHOPS, BITCOIN AND WAHC 2014, 2014, 8438 : 16 - 32
  • [34] Taming Propagation Delay and Fork Rate in Bitcoin Mining Network
    Jiang, Suhan
    Wu, Jie
    2021 IEEE INTERNATIONAL CONFERENCE ON BLOCKCHAIN (BLOCKCHAIN 2021), 2021, : 314 - 320
  • [35] Generation and Classification of Illicit Bitcoin Transactions
    de Juan Fidalgo, Pablo
    Camara, Carmen
    Peris-Lopez, Pedro
    PROCEEDINGS OF THE INTERNATIONAL CONFERENCE ON UBIQUITOUS COMPUTING & AMBIENT INTELLIGENCE (UCAMI 2022), 2023, 594 : 1086 - 1097
  • [36] Tampering with the Delivery of Blocks and Transactions in Bitcoin
    Gervais, Arthur
    Ritzdorf, Hubert
    Karame, Ghassan O.
    Capkun, Srdjan
    CCS'15: PROCEEDINGS OF THE 22ND ACM SIGSAC CONFERENCE ON COMPUTER AND COMMUNICATIONS SECURITY, 2015, : 692 - 705
  • [37] Bitcoin private key locked transactions
    Delgado-Segura, Sergi
    Perez-Sola, Cristina
    Herrera-Joancomarti, Jordi
    Navarro-Arribas, Guillermo
    INFORMATION PROCESSING LETTERS, 2018, 140 : 37 - 41
  • [38] Is Bitcoin gathering dust? An analysis of low-amount Bitcoin transactions
    Loporchio, Matteo
    Bernasconi, Anna
    Maesa, Damiano Di Francesco
    Ricci, Laura
    APPLIED NETWORK SCIENCE, 2023, 8 (01)
  • [39] Is Bitcoin gathering dust? An analysis of low-amount Bitcoin transactions
    Matteo Loporchio
    Anna Bernasconi
    Damiano Di Francesco Maesa
    Laura Ricci
    Applied Network Science, 8
  • [40] Performance Comparison of Executing Fast Transactions in Bitcoin Network Using Verifiable Code Execution
    Singh, Prabhjot
    Chandavarkar, B. R.
    Arora, Srishti
    Agrawal, Neha
    2013 SECOND INTERNATIONAL CONFERENCE ON ADVANCED COMPUTING, NETWORKING AND SECURITY (ADCONS 2013), 2013, : 193 - 198