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Marginal likelihood and unit roots

机译:边际可能性和单位根

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摘要

We develop new tests for the hypothesis of unit roots that are based on the marginal likelihood of the general linear model. The marginal likelihood allows the incorporation of invariance arguments in the likelihood function. It turns out that marginal likelihood tests for unit roots appear to be more powerful than other unit root tests. For some basic models power functions almost coincide with the power envelopes, even in small samples. General correlation structures can be incorporated, either bystandard likelihood procedures or by adjustments of the test statistics on the basis of asymptotic distributions.
机译:我们基于通用线性模型的边际可能性为单位根的假设开发了新的检验。边际似然允许将不变性参数并入似然函数。事实证明,针对单位根的边际似然检验似乎比其他单位根检验更强大。对于某些基本型号,即使在小样本中,功率函数也几乎与功率包络一致。可以通过标准似然程序或通过基于渐近分布的检验统计量的调整来引入一般的相关结构。

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