马来西亚黄金价格建模与预测的参数估计

N. Miswan, Pung Yean Ping, Maizah Hura Ahmad
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引用次数: 19

摘要

在建立时间序列模型中,参数估计是关键步骤之一。常用的估计方法有矩量法(MME)、普通最小二乘估计(OLS)和极大似然估计(MLE)。当前研究的目的是利用Box-Jenkins方法对马来西亚黄金kijang emas的价格进行建模和预测。为了找到最佳模型,使用OLS和MLE计算参数估计。基于赤池信息准则(AIC)和平均绝对百分比误差(MAPE),发现OLS估计的模型具有更好的性能。Kijang Emas是由马来西亚皇家造币厂铸造的马来西亚官方金币。Kijang emas的价格波动很大。波动性是指条件方差在极高值和极低值之间变化的情况。的预测
本文章由计算机程序翻译,如有差异,请以英文原文为准。
On parameter estimation for malaysian gold prices modelling and forecasting
Abstract In developing a time series model, parameter estimation is one of the crucial steps. Common methods of estimation include method of moment (MME), ordinary least square estimation (OLS) and maximum likelihood estimation (MLE). The purpose of the current study is to model and forecast the prices of Malaysian gold called kijang emas using Box-Jenkins methodology. To find the best model, parameter estimates using OLS and MLE were computed. Based on the Akaike information criteria (AIC) and mean absolute percentage error (MAPE), the model estimated with OLS was found to perform better. Keywords : parameter estimation, ordinary least square estimation, maximum likelihood estimation 1 Introduction Kijang Emas is the official Malaysian gold bullion coin minted by the Royal Mint of Malaysia. Kijang emas prices are volatile with huge price swings. Volatility refers to a condition where the conditional variance changes between extremely high and low values. The forecasting of
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