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A fractionally cointegrated VAR model with deterministic trends and application to commodity futures markets

机译:具有确定性趋势的分数协整VaR模型,适用于商品期货市场

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摘要

We apply the fractionally cointegrated vector autoregressive (FCVAR) model to analyze the relationship between spot and futures prices in five commodity markets (aluminium, copper, lead, nickel, and zinc). To this end, we first extend the FCVAR model to accommodate de terministic trends in the levels of the processes. The methodological contribution is to provide representation theory for the FCVAR model with deterministic trends, where we show that the presence of the deterministic trend in the process induces both restricted and unrestricted constant terms in the vector error correction model. The consequences for the cointegration rank test are also brie y discussed. In our empirical application we use the data from Figuerola- Ferretti and Gonzalo (2010), who conduct a similar analysis using the usual (non-fractional) cointegrated VAR model. The main conclusion from the empirical analysis is that, when using the FCVAR model, there is more support for the cointegration vector (1,_1)' in the long-run equilibrium relationship between spot and futures prices, and hence less evidence of long-run backwardation, compared to the results from the non-fractional model. Specifically, we reject the hypothesis that the cointegration vector is (1,_1) using standard likelihood ratio tests only for the lead and nickel markets.
机译:我们使用分数协整矢量自回归(FCVAR)模型来分析五个商品市场(铝,铜,铅,镍和锌)的现货价格与期货价格之间的关系。为此,我们首先扩展FCVAR模型,以适应流程级别中的确定性趋势。方法论上的贡献是为具有确定性趋势的FCVAR模型提供表示理论,其中我们证明了过程中确定性趋势的存在会在矢量误差校正模型中同时引发约束和非约束常数项。还简要讨论了协整等级检验的结果。在我们的经验应用中,我们使用了Figuerola-Ferretti和Gonzalo(2010)的数据,他们使用常规的(非分数)协整VAR模型进行了类似的分析。实证分析的主要结论是,当使用FCVAR模型时,现货和期货价格之间的长期均衡关系中对协整向量(1,_1)'的支持更多,因此较少的长期证据支持。与非分数阶模型的结果相比,具体而言,我们拒绝仅针对铅和镍市场使用标准似然比检验进行协整向量为(1,_1)的假设。

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