Heavy-Tailed Distributions, Volatility Clustering and Asset Prices of the Precious Metal

Wei Ma
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引用次数: 2

Abstract

In the years of 21st century, the world palladium demand has increased steadily and dramatically. However, its spot price still has not reached the peak level observed in January 17, 2001. In 2008, a single-day increase of the palladium spot price has exceeded 37%, which witnesses significant risk for investments in the world palladium market. In this paper, we apply the GARCH model with heavy-tailed distributions into the palladium spot returns series for risk management purpose. We compare empirical performance of the Student’s t distribution and the normal reciprocal inverse Gaussian (NRIG) distribution. Our results show the newly-developed distribution, the NRIG, cannot outperform the older fashion one, the Student’s t distribution. Nevertheless, our results do demonstrate that it is important to incorporate conditional heavy tails for precious metals’ spot return modelling.
重尾分布、波动聚类与贵金属资产价格
进入21世纪以来,世界钯的需求量稳步增长。然而,现货价格仍未达到2001年1月17日的峰值水平。2008年,钯现货价格单日涨幅超过37%,世界钯市场的投资风险很大。本文将具有重尾分布的GARCH模型应用于钯现货收益序列的风险管理。我们比较了学生t分布和正态倒数反高斯分布(NRIG)的经验表现。我们的研究结果表明,新发展的NRIG分布不能胜过旧的流行分布Student 's t分布。然而,我们的结果确实表明,将条件重尾纳入贵金属现货回报模型是很重要的。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
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