Nonlinear Error Correction Models With an Application to Commodity Prices

M. C. Medeiros, Rafael Magri
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引用次数: 1

Abstract

Existing tests for nonlinearity in vector error correction models are highly intensive computationally and have nuisance parameters in the asymptotic distribution, what calls for cumbersome bootstrap calculations in order to assess the distribution. Our work proposes a consistent test which is implementable in any statistical package and has Chi-Squared asymptotics. Moreover,Monte Carlo experiments show that in small samples our test has nice size and power properties, often better than the preexisting tests. We also provide a condition under which a two step estimator for the model parameters is consistent and asymptotically normal. Application to international agricultural commodities prices show evidence of nonlinear adjustment to the long run equilibrium on the wheat prices.
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应用于商品价格的非线性误差修正模型
现有的矢量误差修正模型的非线性检验是高度密集的计算,并且在渐近分布中有麻烦的参数,这需要繁琐的自举计算来评估分布。我们的工作提出了一个一致性检验,它可以在任何统计包中实现,并且具有卡方渐近性。此外,蒙特卡罗实验表明,在小样本中,我们的测试具有良好的尺寸和功率特性,通常优于先前存在的测试。我们还给出了模型参数的两步估计量一致且渐近正态的一个条件。对国际农产品价格的应用表明,小麦价格对长期均衡存在非线性调整。
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