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
  • [1] Interactive Incontestable Signature for Transactions Confirmation in Bitcoin Blockchain
    Zhu, Yan
    Guo, Ruiqi
    Gan, Guohua
    Tsai, Wei-Tek
    PROCEEDINGS 2016 IEEE 40TH ANNUAL COMPUTER SOFTWARE AND APPLICATIONS CONFERENCE WORKSHOPS, VOL 1, 2016, : 443 - 448
  • [2] Effect of Miner Incentive on the Confirmation Time of Bitcoin Transactions
    Gebraselase, Befekadu G.
    Helvik, Bjarne E.
    Jiang, Yuming
    2021 IEEE INTERNATIONAL CONFERENCE ON BLOCKCHAIN (BLOCKCHAIN 2021), 2021, : 521 - 529
  • [3] Investigating Orphan Transactions in the Bitcoin Network
    Imtiaz, Muhammad Anas
    Starobinski, David
    Trachtenberg, Ari
    IEEE TRANSACTIONS ON NETWORK AND SERVICE MANAGEMENT, 2021, 18 (02): : 1718 - 1731
  • [4] Hybrid Decentralized Solution for Bitcoin Zero-Confirmation Transactions
    Arote, Prerna
    Kuri, Joy
    2019 11TH INTERNATIONAL CONFERENCE ON COMMUNICATION SYSTEMS & NETWORKS (COMSNETS), 2019, : 31 - 35
  • [5] Characterizing Orphan Transactions in the Bitcoin Network
    Imtiaz, Muhammad Anas
    Starobinski, David
    Trachtenberg, Ari
    2020 IEEE INTERNATIONAL CONFERENCE ON BLOCKCHAIN AND CRYPTOCURRENCY (IEEE ICBC), 2020,
  • [6] Prediction of Bitcoin Transactions Included in the Next Block
    Ko, Kyungchan
    Jeong, Taeyeol
    Maharjan, Sajan
    Lee, Chaehyeon
    Hong, James Won-Ki
    BLOCKCHAIN AND TRUSTWORTHY SYSTEMS, BLOCKSYS 2019, 2020, 1156 : 591 - 597
  • [7] Double-spending prevention for Bitcoin zero-confirmation transactions
    Perez-Sola, Cristina
    Delgado-Segura, Sergi
    Navarro-Arribas, Guillermo
    Herrera-Joancomarti, Jordi
    INTERNATIONAL JOURNAL OF INFORMATION SECURITY, 2019, 18 (04) : 451 - 463
  • [8] A Novel GSP Auction Mechanism for Dynamic Confirmation Games on Bitcoin Transactions
    Li, Juanjuan
    Ni, Xiaochun
    Yuan, Yong
    Wang, Fei-Yue
    IEEE TRANSACTIONS ON SERVICES COMPUTING, 2022, 15 (03) : 1436 - 1447
  • [9] Double-spending prevention for Bitcoin zero-confirmation transactions
    Cristina Pérez-Solà
    Sergi Delgado-Segura
    Guillermo Navarro-Arribas
    Jordi Herrera-Joancomartí
    International Journal of Information Security, 2019, 18 : 451 - 463
  • [10] Bitcoin Transaction Confirmation Time Prediction: A Classification View
    Zhang, Limeng
    Zhou, Rui
    Liu, Qing
    Xu, Jiajie
    Liu, Chengfei
    WEB INFORMATION SYSTEMS ENGINEERING - WISE 2022, 2022, 13724 : 155 - 169