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

dc.contributor.authorPlakandaras, Vasilios
dc.contributor.authorBouri, Elie
dc.contributor.authorGupta, Rangan
dc.date.accessioned2022-05-04T10:14:56Z
dc.date.available2022-05-04T10:14:56Z
dc.date.issued2021-02
dc.description.abstractPrevious 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.en_US
dc.description.departmentEconomicsen_US
dc.description.librarianhj2022en_US
dc.description.urihttps://www.risk.net/journal-of-risken_US
dc.identifier.citationPlakandaras, V., Bouri, E. & Gupta, R. 2021, 'Forecasting Bitcoin returns : is there a role for the US-China trade war?', Journal of Risk, vol. 23, no. 3, pp. 75-93, doi : 10.21314/JOR.2021.001.en_US
dc.identifier.issn1465-1211 (print)
dc.identifier.issn1755-2842 (online)
dc.identifier.other10.21314/JOR.2021.001
dc.identifier.urihttps://repository.up.ac.za/handle/2263/85025
dc.language.isoenen_US
dc.publisherInfopro Digital Servicesen_US
dc.rights© 2021 Infopro Digital Risk (IP) Limited.en_US
dc.subjectBitcoinen_US
dc.subjectForecastingen_US
dc.subjectMachine learningen_US
dc.subjectU.S. – China trade waren_US
dc.subjectOrdinary least square (OLS) regressionen_US
dc.subjectSupport vector regression (SVR)en_US
dc.subjectLeast absolute shrinkage and selection operator (LASSO)en_US
dc.titleForecasting Bitcoin returns : is there a role for the US-China trade war?en_US
dc.typePreprint Articleen_US

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