Comparative analysis of profits from Bitcoin and its derivatives using artificial intelligence for hedge

被引:1
|
作者
Zhu, Qing [1 ,2 ]
Che, Jianhua [1 ,2 ]
Liu, Shan [2 ]
机构
[1] Shaanxi Normal Univ, Int Business Sch, Xian 710061, Peoples R China
[2] Xi An Jiao Tong Univ, Management Sch, Xian 710049, Peoples R China
基金
中国国家自然科学基金;
关键词
Digital currency; Data labeling; Complex systems; Trading system; Data splicing technology; STOCK-MARKET VOLATILITY; EXCHANGE-TRADED FUNDS; IDIOSYNCRATIC VOLATILITY; NEURAL-NETWORKS; ETFS INCREASE; TIME-SERIES; RISK;
D O I
10.1016/j.physa.2024.130159
中图分类号
O4 [物理学];
学科分类号
0702 ;
摘要
Because there is a discrepancy between how individual investors and investment institutions choose Bitcoin and its new derivatives and Exchange-Traded Funds (ETFs), this paper used Bitcoin and ProShares Bitcoin Strategy ETF (BITO) data and a mixed variational mode decomposition and bidirectional gated cycle unit model to examine the interconnections between Bitcoin and its new derivative ETFs, from which actionable recommendations were developed. As well as conducting financial simulation trading using Bitcoin and BITO, the study expanded to examine other major ETFs. It was found that: (1) Bitcoin data could be employed to forecast and describe BITO; (2) under T +0 trading, Bitcoin was more volatile, profitable, and risky than BITO; and (3) under T +1 trading, Bitcoin was less volatile, profitable, and risky than BITO; however, the T +1 trading was found to have higher volatility, profits, and risk than T +0 trading. This study, therefore, builds a bridge from theory to practice for the prediction and description of new ETFs. Different from previous studies, this study explored the relationships between Bitcoin and BITO using Artificial Intelligence and quantitative financial simulations, which extends the practical and theoretical understanding of the Bitcoin market.
引用
收藏
页数:19
相关论文
共 50 条
  • [1] Bitcoin as Hedge or Safe Haven: Evidence from Stock, Currency, Bond and Derivatives Markets
    Kang, Sang Hoon
    Yoon, Seong-Min
    Bekiros, Stelios
    Uddin, Gazi S.
    COMPUTATIONAL ECONOMICS, 2020, 56 (02) : 529 - 545
  • [2] Bitcoin as Hedge or Safe Haven: Evidence from Stock, Currency, Bond and Derivatives Markets
    Sang Hoon Kang
    Seong-Min Yoon
    Stelios Bekiros
    Gazi S. Uddin
    Computational Economics, 2020, 56 : 529 - 545
  • [3] A Comparative Analysis of Sediment Concentration Using Artificial Intelligence and Empirical Equations
    Khalid, Muhammad Ashraf
    Ghumman, Abdul Razzaq
    Pasha, Ghufran Ahmed
    HYDROLOGY, 2024, 11 (05)
  • [4] Analysis of IoT Security Challenges and Its Solutions Using Artificial Intelligence
    Mazhar, Tehseen
    Talpur, Dhani Bux
    Shloul, Tamara Al
    Ghadi, Yazeed Yasin
    Haq, Inayatul
    Ullah, Inam
    Ouahada, Khmaies
    Hamam, Habib
    BRAIN SCIENCES, 2023, 13 (04)
  • [5] Comparative Analysis of Solving Traveling Salesman Problem using Artificial Intelligence Algorithms
    Brucal, Stanley Glenn E.
    Dadios, Elmer P.
    2017 IEEE 9TH INTERNATIONAL CONFERENCE ON HUMANOID, NANOTECHNOLOGY, INFORMATION TECHNOLOGY, COMMUNICATION AND CONTROL, ENVIRONMENT AND MANAGEMENT (IEEE HNICEM), 2017,
  • [6] Online Price Forecasting Model using Artificial Intelligence for Cryptocurrencies as Bitcoin, Ethereum and Ripple
    Atlan, Furkan
    Pence, Ihsan
    Cesmeli, Melike Siseci
    2020 28TH SIGNAL PROCESSING AND COMMUNICATIONS APPLICATIONS CONFERENCE (SIU), 2020,
  • [7] Comparative Analysis of Artificial Intelligence Methods for Streamflow Forecasting
    Wei, Yaxing
    Bin Hashim, Huzaifa
    Lai, Sai Hin
    Chong, Kai Lun
    Huang, Yuk Feng
    Ahmed, Ali Najah
    Sherif, Mohsen
    El-Shafie, Ahmed
    IEEE ACCESS, 2024, 12 : 10865 - 10885
  • [8] Natural and Artificial Intelligence: A Comparative Analysis of Cognitive Aspects
    Abbate, Francesco
    MINDS AND MACHINES, 2023, 33 (04) : 791 - 815
  • [9] Contracting with Artificial Intelligence A Comparative Analysis of the Intent to Contract
    Herbosch, Maarten
    RABELS ZEITSCHRIFT FUR AUSLANDISCHES UND INTERNATIONALES PRIVATRECHT, 2023, 87 (04):
  • [10] Performance Comparative Analysis of Artificial Intelligence Chip Technology
    Gao, Ruize
    Song, Mo
    2021 2ND INTERNATIONAL CONFERENCE ON COMPUTER ENGINEERING AND INTELLIGENT CONTROL (ICCEIC 2021), 2021, : 149 - 153