Bitcoin risk modeling with blockchain graphs

被引:28
|
作者
Akcora, Cuneyt Gurcan [1 ]
Dixon, Matthew F. [2 ]
Gel, Yulia R. [3 ]
Kantarcioglu, Murat [1 ]
机构
[1] Univ Texas Dallas, Data Secur & Privacy Lab, Richardson, TX 75083 USA
[2] IIT, Stuart Sch Business, Finance & Stat, 565 W Adams St, Chicago, IL 60646 USA
[3] Univ Texas Dallas, Dept Math Sci, Richardson, TX 75083 USA
基金
美国国家科学基金会;
关键词
Cryptocurrencies; Graph analysis; Forecasting; Financial risk; ICOs;
D O I
10.1016/j.econlet.2018.07.039
中图分类号
F [经济];
学科分类号
02 ;
摘要
A key challenge for Bitcoin cryptocurrency holders is managing FX risk. We identify certain sub-graphs ('chainlets') which exhibit predictive influence on Bitcoin price and volatility and characterize the types of chainlets that signify extreme losses. (C) 2018 Published by Elsevier B.V.
引用
收藏
页码:138 / 142
页数:5
相关论文
共 50 条
  • [21] Beyond Bitcoin: The Rise of Blockchain World
    Beck, Roman
    COMPUTER, 2018, 51 (02) : 54 - 58
  • [22] Blockchain inefficiency in the Bitcoin peers network
    Giuseppe Pappalardo
    Tiziana Di Matteo
    Guido Caldarelli
    Tomaso Aste
    EPJ Data Science, 7
  • [23] Transaction Queuing Game in Bitcoin BlockChain
    Li, Juanjuan
    Yuan, Yong
    Wang, Shuai
    Wang, Fei-Yue
    2018 IEEE INTELLIGENT VEHICLES SYMPOSIUM (IV), 2018, : 114 - 119
  • [24] Data Insertion in Bitcoin's Blockchain
    Sward, Andrew
    Vecna, Ivy
    Stonedahl, Forrest
    LEDGER, 2018, 3 : 1 - 23
  • [25] On the Security and Scalability of Bitcoin's Blockchain
    Karame, Ghassan O.
    CCS'16: PROCEEDINGS OF THE 2016 ACM SIGSAC CONFERENCE ON COMPUTER AND COMMUNICATIONS SECURITY, 2016, : 1861 - 1862
  • [26] Realization and Addressing Analysis In Blockchain Bitcoin
    Daulay, Raja Sakti Arief
    Nasution, Surya Michrandi
    Paryasto, Marisa W.
    6TH INTERNATIONAL CONFERENCE ON MECHATRONICS (ICOM'17), 2017, 260
  • [27] Block Summarization and Compression in Bitcoin Blockchain
    Nadiya, Ulfah
    Mutijarsa, Kusprasapta
    Cahyo, Rizqi Y.
    2018 INTERNATIONAL SYMPOSIUM ON ELECTRONICS AND SMART DEVICES (ISESD 2018): SMART DEVICES FOR BIG DATA ANALYTIC AND MACHINE LEARNING, 2018, : 159 - 162
  • [28] The First Blockchain: Bitcoin, Entropy, Religion
    Damour, Frank
    ZYGON, 2024, 59 (01): : 280 - 301
  • [29] Blockchain: challenges and opportunities beyond bitcoin
    Psaila, Giuseppe
    Garcia-Bringas, Pablo
    DYNA, 2017, 92 (05): : 517 - 521
  • [30] Quantifying Event Impact on the Bitcoin Blockchain
    Luo, Anthony
    Xu, Dianxiang
    2021 IEEE 45TH ANNUAL COMPUTERS, SOFTWARE, AND APPLICATIONS CONFERENCE (COMPSAC 2021), 2021, : 268 - 273