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Predictive role of online investor sentiment for cryptocurrency market: Evidence from happiness and fears

机译:在线投资者对加密货币市场的预测作用:来自幸福和恐惧的证据

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We examine the predictive ability of online investor sentiment for six major cryptocurrency returns. For this, we use two proxies, the FEARS index of Da et al. (2015) and Twitter Happiness sentiment, applying the bivariate cross-quantilogram of Han et al. (2016). Happiness sentiment index significantly predicts Bitcoin return as well as other major cryptocurrencies at the two extreme states of the market and for extreme levels of sentiment. Hence, investors should readjust their portfolios according to the market sentiment and limit their decision on the safe-haven property of Bitcoin. As to FEARS, predictability also exists but is rather pronounced for a low level of sentiment. Overall, Happiness sentiment reveals to be a persistent and robust predictor for most cryptocurrency returns. FEARS index also shows significant predictability of returns, but the predictability is weaker and mainly in the short-term. In summary, our findings provide evidence that online investor sentiment is a significant nonlinear predictor for most major cryptocurrencies returns, suggesting though the superiority of Twitter to Google-based online investor sentiment proxy. Moreover, cryptocurrency returns seem to be driven more by sentiment transmitted through social media than with macroeconomic news, which is in line with the nature of cryp-tocurrency participants, mainly young individuals computer enthusiasts.
机译:我们研究了在线投资者情绪六大加密货币回报的预测能力。为此,我们使用两个代理,恐惧da等人的指数。 (2015)和Twitter幸福情绪,应用了Han等人的双抗汇率。 (2016)。幸福情绪指数显着预测了比特币回报以及市场的两个极端国家和极端情绪的其他主要加密货币。因此,投资者应根据市场情绪重新调整他们的投资组合,并限制他们对比特币的安全避风港的决定。至于担心,可预测性也存在,但对低水平的情绪相当宣称。总的来说,幸福情绪显示出对大多数加密货币回报的持久性和强大的预测因子。恐惧指数也显示出返回的显着可预测性,但可预测性较弱,主要是短期内。总之,我们的调查结果提供了证据,即在线投资者情绪是大多数主要加密货币的重要非线性预测因子,虽然推特对基于谷歌的在线投资者情绪代理的优势。此外,通过社交媒体传播的情绪比宏观经理新闻传播的情绪更像是宏观经济新闻,这符合Cryp-tocurry参与者的性质,主要是年轻人计算机爱好者的性感。

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