Forecasting Bitcoin returns: is there a role for the US-China trade war?

被引:16
|
作者
Plakandaras, Vasilios [1 ]
Bouri, Elie [2 ]
Gupta, Rangan [3 ]
机构
[1] Democritus Univ Thrace, Dept Econ, Univ Campus, Komotini 69100, Greece
[2] Lebanese Amer Univ, Adnan Kassar Sch Business, Beirut 11022801, Lebanon
[3] Univ Pretoria, Dept Econ, ZA-0002 Pretoria, South Africa
来源
JOURNAL OF RISK | 2021年 / 23卷 / 03期
关键词
Bitcoin; forecasting; machine learning; US-China trade war; SAFE-HAVEN; SELECTION; UNCERTAINTY; INVESTMENT; ECONOMICS; HEDGE; RISK;
D O I
10.21314/JOR.2021.001
中图分类号
F8 [财政、金融];
学科分类号
0202 ;
摘要
Previous studies have provided evidence that trade-related uncertainty tends to predict an increase in Bitcoin returns. In this paper, we extend the related literature by examining whether the information on the US-China trade war can be used to forecast the future path of Bitcoin returns, controlling for various explanatory variables. We apply ordinary least square (OLS) regression, support vector regression (SVR) and least absolute shrinkage and selection operator (LASSO) techniques that stem from the field of machine learning, and we find weak evidence of the role of the trade war in forecasting Bitcoin returns. Given that out-of-sample tests are more reliable than in-sample tests, our results tend to suggest that future Bitcoin returns are unaffected by trade-related uncertainties, and investors can use Bitcoin as a safe haven in this context.
引用
收藏
页码:75 / 93
页数:19
相关论文
共 50 条
  • [21] Trade diversion effects of the US-China trade war on Vietnam
    Choi, Bo-Young
    Nguyen, Thuy Linh
    PACIFIC ECONOMIC REVIEW, 2023, 28 (04) : 570 - 588
  • [22] US-China Trade War: Is Winter Coming for Global Trade?
    Tu, Xinquan
    Du, Yingxin
    Lu, Yue
    Lou, Chengrong
    JOURNAL OF CHINESE POLITICAL SCIENCE, 2020, 25 (02) : 199 - 240
  • [23] Forecasting Realized Volatility of Bitcoin: The Role of the Trade War
    Bouri, Elie
    Gkillas, Konstantinos
    Gupta, Rangan
    Pierdzioch, Christian
    COMPUTATIONAL ECONOMICS, 2021, 57 (01) : 29 - 53
  • [24] Forecasting Realized Volatility of Bitcoin: The Role of the Trade War
    Elie Bouri
    Konstantinos Gkillas
    Rangan Gupta
    Christian Pierdzioch
    Computational Economics, 2021, 57 : 29 - 53
  • [25] The US-China Trade War and China's Strategic Future
    Lukin, Alexander
    SURVIVAL, 2019, 61 (01) : 23 - 50
  • [26] US-China currency and trade war: round one to China!
    Murthy, K. V. Bhanu
    Kalsie, Anjala
    TRANSNATIONAL CORPORATIONS REVIEW, 2019, 11 (04) : 290 - 297
  • [27] Comment on "Evaluating the Impact of the US-China Trade War"
    Tsutsumi, Masahiko
    ASIAN ECONOMIC POLICY REVIEW, 2020, 15 (01) : 94 - 95
  • [28] The US-China trade war and Phase One agreement
    Bown, Chad P.
    JOURNAL OF POLICY MODELING, 2021, 43 (04) : 805 - 843
  • [29] Consumer brand engagement in the US-China trade war
    Lee, Yi Hsuan
    Wei, Chiou-Fong
    Lee, Bruce C. Y.
    Cheng, Ya-Yun
    Chen, Yao
    ASIA PACIFIC JOURNAL OF MARKETING AND LOGISTICS, 2022, 34 (01) : 75 - 90
  • [30] Americans' Attitudes toward the US-China Trade War
    Jin, Yongai
    Dorius, Shawn
    Xie, Yu
    JOURNAL OF CONTEMPORARY CHINA, 2022, 31 (133) : 17 - 37