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Bitcoin and investor sentiment: Statistical characteristics and predictability

Cheoljun Eom, Taisei Kaizoji (), Sang Hoon Kang and Lukas Pichl

Physica A: Statistical Mechanics and its Applications, 2019, vol. 514, issue C, 511-521

Abstract: This study empirically investigates the statistical characteristics and predictability of Bitcoin return and volatility. The distribution of Bitcoin returns and volatility display a fat right tail and high central parts. Bitcoin does not show the dynamic property of volatility persistence, contrary to stylized facts in financial time series. Also, the autoregressive model using past volatility does not well work in predicting changes in Bitcoin volatility for future periods. Investor sentiment regarding Bitcoin has a significant information value for explaining changes in Bitcoin volatility for future periods. These results suggest that Bitcoin appears to be an investment asset with high volatility and dependence on investor sentiment rather than a monetary asset.

Keywords: Virtual currency; Bitcoin; Investor sentiment; Statistical properties; Predictability (search for similar items in EconPapers)
Date: 2019
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Citations: View citations in EconPapers (46)

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Persistent link: https://EconPapers.repec.org/RePEc:eee:phsmap:v:514:y:2019:i:c:p:511-521

DOI: 10.1016/j.physa.2018.09.063

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Physica A: Statistical Mechanics and its Applications is currently edited by K. A. Dawson, J. O. Indekeu, H.E. Stanley and C. Tsallis

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