Blockchain metrics and indicators in cryptocurrency trading

被引:1
|
作者
King, Juan C. [1 ]
Dale, Roberto [1 ]
Amigo, Jose M. [1 ]
机构
[1] Univ Miguel Hernandez, Ctr Invest Operat, Ave Univ s-n, Elche 03202, Spain
关键词
Time series; Blockchain; Bitcoin; Cryptocurrency; Hash ribbon; Hash rate; Algorithmic trading; Prediction; Machine learning; Adaptive markets; Fundamental analysis; Technical analysis; Mathematical indicators;
D O I
10.1016/j.chaos.2023.114305
中图分类号
O1 [数学];
学科分类号
0701 ; 070101 ;
摘要
The objective of this paper is the construction of new indicators that can be useful to operate in the cryptocurrency market. These indicators are based on public data obtained from the blockchain network, specifically from the nodes that make up Bitcoin mining. Therefore, our analysis is unique to that network. The results obtained with numerical simulations of algorithmic trading and prediction via statistical models and Machine Learning demonstrate the importance of variables such as the hash rate, the difficulty of mining or the cost per transaction when it comes to trade Bitcoin assets or predict the direction of price. Variables obtained from the blockchain network will be called here blockchain metrics. The corresponding indicators (inspired by the "Hash Ribbon") perform well in locating buy signals. From our results, we conclude that such blockchain indicators allow obtaining information with a statistical advantage in the highly volatile cryptocurrency market.
引用
收藏
页数:15
相关论文
共 50 条
  • [31] Cryptocurrency Trading Using Machine Learning
    Koker, Thomas E.
    Koutmos, Dimitrios
    [J]. JOURNAL OF RISK AND FINANCIAL MANAGEMENT, 2020, 13 (08)
  • [32] Cryptocurrency trading, gambling and problem gambling
    Delfabbro, Paul
    King, Daniel
    Williams, Jennifer
    Georgiou, Neophytos
    [J]. ADDICTIVE BEHAVIORS, 2021, 122
  • [33] Technical trading rules in the cryptocurrency market
    Grobys, Klaus
    Ahmed, Shaker
    Sapkota, Niranjan
    [J]. FINANCE RESEARCH LETTERS, 2020, 32
  • [34] Blockchain and Cryptocurrency Technology in the Saudi Arabia
    Elhag S.
    Alshehri S.D.
    [J]. SN Computer Science, 4 (3)
  • [35] New Blockchain Standards for Cryptocurrency Exchanges
    Au, Edward
    [J]. IEEE VEHICULAR TECHNOLOGY MAGAZINE, 2019, 14 (04): : 111 - 112
  • [36] Cryptocurrency, a successful application of blockchain technology
    Joo, Mohammad Hashemi
    Nishikawa, Yuka
    Dandapani, Krishnan
    [J]. MANAGERIAL FINANCE, 2020, 46 (06) : 715 - 733
  • [37] Rise of Blockchain Technology: Beyond Cryptocurrency
    Hasil-E-Hayaat
    Priya, Anu
    Khatri, Aanchal
    Dixit, Prashant
    [J]. APPLICATIONS OF COMPUTING AND COMMUNICATION TECHNOLOGIES, ICACCT 2018, 2018, 899 : 286 - 299
  • [38] Beyond Bitcoin Cryptocurrency, Blockchain in Education
    Al-Omari, Ahmad H.
    [J]. INTERNATIONAL JOURNAL OF COMPUTER SCIENCE AND NETWORK SECURITY, 2019, 19 (12): : 126 - 131
  • [39] Blockchain in Industrie 4.0: Beyond cryptocurrency
    Laabs, Martin
    Dukanovic, Sinisa
    [J]. IT-INFORMATION TECHNOLOGY, 2018, 60 (03): : 143 - 153
  • [40] Blockchain applications beyond the cryptocurrency casino: The Punishment not Reward blockchain architecture
    Banach, Richard
    [J]. CONCURRENCY AND COMPUTATION-PRACTICE & EXPERIENCE, 2021, 33 (01):