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

机译:预测比特币回归:是美国 - 中国贸易战的作用吗?

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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.
机译:以前的研究提供了证据表明,与贸易相关的不确定性倾向于预测比特币回报的增加。在本文中,我们通过审查有关美国 - 中国贸易战争的信息来预测比特币回报的未来路径,控制各种解释性变量的信息。我们应用普通的最小二乘(OLS)回归,支持向量回归(SVR)和最低绝对的收缩和选择操作员(套索)技术,这些技术源于机器学习领域,我们发现贸易战在预测中的作用缺乏证据比特币回归。鉴于样品超出试验比样品测试更可靠,我们的结果倾向于表明未来的比特币回报不受贸易相关的不确定性的影响,投资者可以在这种情况下使用比特币作为一个安全的避风港。

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