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Unified Tests for a Dynamic Predictive Regression

机译:动态预测回归的统一测试

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Testing for predictability of asset returns has been a long history in economics and finance. Recently, based on a simple predictive regression, Kostakis, Magdalinos, and Stamatogiannis derived a Wald type test based on the context of the extended instrumental variable (IVX) methodology for testing predictability of stock returns, and Demetrescu showed that the local power of the standard IVX-based test could be improved for some range of alternative hypotheses and the tuning parameter when a lagged predicted variable is added to the predictive regression on purpose, which poses an important question on whether the predictive model should include a lagged predicted variable. This article proposes novel robust procedures for testing both the existence of a lagged predicted variable and the predictability of asset returns regardless of regressors being stationary or nearly integrated or unit root and the AR model for regressors with or without an intercept. A simulation study confirms the good finite sample performance of the proposed tests before illustrating their practical usefulness in analyzing real financial datasets.
机译:资产回报可预测性的测试是经济学和金融的历史悠久。最近,基于简单的预测性回归,Kostakis,Magdalino和Stamatogiannis基于扩展工具变量(IVX)方法的沃尔德型测试,用于测试库存回报的可预测性,Demetrescu显示标准的局部电力当根据目的将滞后预测变量添加到预测性回归时,可以改善基于IVX的测试,这对预测性回归添加到预测性回归时,这是关于预测模型是否应包括滞后预测变量的重要问题。本文提出了用于测试滞后预测变量的存在的新型稳健程序,并且不管具有或没有截距的回归器的回归或单位根和AR模型,资产返回的可预测性返回的可预测性。仿真研究证实了所提出的测试的良好有限样本性能,然后显示其在分析真实金融数据集的实际有用性之前。

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