MULTIFRACTAL BEHAVIOR IN PRECIOUS METALS: WAVELET COHERENCY AND FORECASTING BY VARIMA AND V-FARIMA MODELS

IF 2 0 ECONOMICS Annals of Financial Economics Pub Date : 2019-04-21 DOI:10.1142/S2010495219500064
Itir Doğangün, G. Unal
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Abstract

We introduce a new approach to improve the forecasting performance by investigating the multifractal features and the dynamic correlations of return on spot prices of precious metals, namely, gold and platinum. The Hölder exponent of multifractal time series is employed to detect the critical fluctuations during the financial crises through measuring the multifractal behavior. We also consider co-movement of Hölder exponents and forecast the Hölder exponents of multifractal precious metal time series on coherent time periods. The results indicate that forecasting of multiple wavelet coherence of Hölder exponents of multifractal precious metal time series is efficiently improved by using Vector FARIMA and VARIMA models.
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贵金属的多重分形行为:小波相干性及VARIMA和V-FARIMA模型预测
本文通过研究贵金属(黄金和铂金)现货价格收益率的多重分形特征和动态相关性,提出了一种提高预测效果的新方法。利用多重分形时间序列的Hölder指数,通过测量多重分形行为来检测金融危机期间的临界波动。我们还考虑了Hölder指数的共同运动,并预测了多重分形贵金属时间序列在相干时间段上的Hölder指数。结果表明,Vector FARIMA和VARIMA模型有效地改善了多重分形贵金属时间序列Hölder指数的多小波相干性预测。
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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来源期刊
CiteScore
6.60
自引率
55.00%
发文量
30
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