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加密货币不确定性与贵金属期货市场波动率预测

Cryptocurrency uncertainty and volatility forecasting of precious metal futures markets

Journal of Commodity Markets · 2022
被引 58 · 同刊同年前 6%
ABS 3

中文导读

本文利用GARCH-MIDAS模型,研究加密货币政策与价格不确定性对COMEX黄金和白银期货市场波动率的预测能力,发现其具有显著的解释和预测作用。

Abstract

Several common properties shared by cryptocurrencies and precious metals, such as safe haven, hedge and diversification for risk assets, have been widely discussed since Bitcoin was created in 2008. However, no studies have explored whether cryptocurrency market uncertainties can help to explain and forecast volatilities in precious metal markets. By using the GARCH-MIDAS model incorporating cryptocurrency policy and price uncertainty, as well as several other commonly used uncertainty measures, this paper compares the in-sample impacts and out-of-sample predictive abilities of these uncertainties on volatility forecasts of COMEX gold and silver futures markets. The in-sample results demonstrate the significant impacts of cryptocurrency uncertainty on the volatilities of precious metal futures markets, and the out-of-sample evidence further confirms the superior predictive power of cryptocurrency uncertainty on volatility forecasting of the precious metal market. Our conclusions are robust through various model evaluation approaches based not only on predicting errors but also on forecasting directions across different forecasting time horizons.

加密货币贵金属期货波动率预测GARCH-MIDAS模型