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Preliminary Analysis on Hybrid Box-Jenkins - GARCH Modeling In Forecasting Gold Price

机译:混合Box-Jenkins-GARCH建模在金价预测中的初步分析

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摘要

Gold has been regarded as a valuable precious metal and the most popular commodity as a healthy return investment. Hence, the analysis and prediction of gold price become very significant to investors. This study is a preliminary analysis on gold price and its volatility that focuses on the performance of hybrid Box-Jenkins models together with GARCH in analyzing and forecasting gold price. The Box-Cox formula is used as the data transformation method due to its potential best practice in normalizing data, stabilizing variance and reduces heteroscedasticity using 41-year daily gold price data series starting 2nd January 1973. Our study indicates that the proposed hybrid model ARIMA-GARCH with t-innovation can be a new potential approach in forecasting gold price. This finding proves the strength of GARCH in handling volatility in the gold price as well as overcomes the non-linear limitation in the Box-Jenkins modeling.
机译:黄金一直被认为是有价值的贵金属,而最受欢迎的商品则被视为健康的回报投资。因此,黄金价格的分析和预测对投资者来说变得非常重要。这项研究是对黄金价格及其波动性的初步分析,重点是混合Box-Jenkins模型与GARCH在分析和预测黄金价格方面的性能。由于使用Box-Cox公式进行数据归一化,稳定方差并降低1973年1月2日开始的41年日金价数据序列的异方差性,因此被用作数据转换方法。我们的研究表明,提出的混合模型ARIMA进行t创新的-GARCH可能是预测金价的一种新的潜在方法。这一发现证明了GARCH在应对金价波动中的优势,并克服了Box-Jenkins建模中的非线性限制。

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