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Forecast on silver futures linked with structural breaks and day-of-the-week effect
Affiliation:1. College of Economics and Academy of Financial Research, Zhejiang University, Hangzhou 310027, China;2. College of Economics, Zhejiang University, Hangzhou 310027, China;1. School of Finance, Dongbei University of Finance and Economics, Dalian, China;2. The Chinese Finance Research Institute, Southwestern University of Finance and Economics, Chengdu, China;3. School of Finance, Yunnan University of Finance and Economics, Kunming, China;4. School of Economics & Management, Southwest Jiaotong University, Chengdu, China;5. School of Statistics, Southwestern University of Finance and Economics, Chengdu, China
Abstract:Silver future is crucial to global financial markets. However, the existing literature rarely considers the impacts of structural breaks and day-of-the-week effect simultaneously on the volatility of silver future price. Based on heterogeneous autoregressive (HAR) theory, we establish six new type heterogeneous autoregressive (HAR) models by incorporating structural breaks and day-of-the-week effect to forecast the volatility. The empirical results indicate that new models’ accuracy is better than the original HAR model. We find that structural breaks and the day-of-the-week effect contain much forecasting information on silver forecasting. In addition, structural breaks have a positive effect on the silver futures’ volatility. Day-of-the-week effect has a significantly negative influence on silver futures’ price volatility, especially in the mid-term and the long-term. Our works is the first to combine the structural breaks and day-of-the-week effect to identify more market information. This paper provides a better forecasting method to predict silver future volatility.
Keywords:Volatility forecasting  HAR-type models  Silver futures market  Structural breaks  Day-of-the-week effect
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