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
  • [21] Comparative Analysis of Human and Artificial Intelligence Planning in Production Processes
    Roblek, Matjaz
    Kern, Tomaz
    Andrasec, Eva Krhac
    Brezavscek, Alenka
    PROCESSES, 2024, 12 (10)
  • [22] The hopes and fears of artificial intelligence: a comparative computational discourse analysis
    Elmholdt, Kasper Trolle
    Nielsen, Jeppe Agger
    Florczak, Christoffer Koch
    Jurowetzki, Roman
    Hain, Daniel
    AI & SOCIETY, 2025,
  • [23] Navigating the Power of Artificial Intelligence in Risk Management: A Comparative Analysis
    Yazdi, Mohammad
    Zarei, Esmaeil
    Adumene, Sidum
    Beheshti, Amin
    SAFETY, 2024, 10 (02)
  • [24] Analysis of the Status Quo of Artificial Intelligence and Its Countermeasures
    Xiong, Xinyun
    PROCEEDINGS OF THE 2018 INTERNATIONAL WORKSHOP ON EDUCATION REFORM AND SOCIAL SCIENCES (ERSS 2018), 2018, 300 : 495 - 498
  • [25] Sediment core analysis using artificial intelligence
    Di Martino A.
    Carlini G.
    Castellani G.
    Remondini D.
    Amorosi A.
    Scientific Reports, 13 (1)
  • [26] Root Cause Analysis using Artificial Intelligence
    Chigurupati, Asha
    Lassar, Noah
    2017 ANNUAL RELIABILITY AND MAINTAINABILITY SYMPOSIUM, 2017,
  • [27] A Comparative Analysis of Information and Artificial Intelligence Toward National Security
    Al-Suqri, Mohammed Nasser
    Gillani, Maryam
    IEEE ACCESS, 2022, 10 : 64420 - 64434
  • [28] P HILOSOPHY OF SOCIAL INTERCOURSE AND ARTIFICIAL INTELLIGENCE: A COMPARATIVE ANALYSIS
    Rezaev, Andrey V.
    Tregubova, Natalia D.
    EPISTEMOLOGY & PHILOSOPHY OF SCIENCE-EPISTEMOLOGIYA I FILOSOFIYA NAUKI, 2024, 61 (02): : 134 - 156
  • [29] A Comparative Analysis of Artificial Intelligence for Power Transformer Differential Protection
    Afrasiabi, Shahabodin
    Behdani, Behzad
    Afrasiabi, Mousa
    Mohammadi, Mohammad
    Liu, Yang
    Gheisari, Mehdi
    2021 21ST IEEE INTERNATIONAL CONFERENCE ON ENVIRONMENT AND ELECTRICAL ENGINEERING AND 2021 5TH IEEE INDUSTRIAL AND COMMERCIAL POWER SYSTEMS EUROPE (EEEIC/I&CPS EUROPE), 2021,
  • [30] Parental and Artificial Intelligence Perspectives on Adolescent Sexting: A Comparative Analysis
    Ricon, Tsameret
    Dolev-Cohen, Michal
    ARCHIVES OF SEXUAL BEHAVIOR, 2025,