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Efficient Tests for General Persistent Time Variation in Regression Coefficients

机译:回归系数一般持续时间变化的有效检验

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摘要

There are a large number of tests for instability or breaks in coefficients in regression models designed for different possible departures from the stable model.We make two contributions to this literature.First,we consider a large class of persistent breaking processes that lead to asymptotically equivalent efficient tests.Our class allows for many or relatively few breaks,clustered breaks,regularly occurring breaks,or smooth transitions to changes in the regression coefficients.Thus,asymptotically nothing is gained by knowing the exact breaking process of the class.Second,we provide a test statistic that is simple to compute,avoids any need for searching over high dimensions when there are many breaks,is valid for a wide range of data-generating processes and has good power and size properties even in heteroscedastic models.
机译:为针对与稳定模型不同的偏离而设计的回归模型中有大量的关于不稳定性或系数破坏的检验。我们对文献做出了两点贡献。首先,我们考虑了一类导致渐进等效的持续性破坏过程有效的测试。我们的课程允许许多或相对较少的休息,群集休息,定期发生的休息或平滑过渡到回归系数变化的过渡。因此,渐近地了解该课程的确切休息过程不会获得任何好处。其次,我们提供一种易于计算的测试统计量,避免了在有许多中断的情况下在高维上进行搜索的需要,它适用于各种数据生成过程,即使在异方差模型中也具有良好的功效和大小属性。

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