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Nonparametric infernce on structural breaks

机译:关于结构折断的非参数推断

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This paper proposes estimators of location and size of structural breaks in a, possibly dynamic, nonparametric regression model. The structural breaks can be located at given periods of time and/or they can be explained by the values taken by some regressor, as in threshold models. No previous knowledge of the underlying regression function is required. The paper also studies the case in which several regressors explain the breaks. We derive the rate of convergence and provide Central Limit Theorems for the estimators of the location(s) and size(s). A Monte Carlo experiment illustrates the performance of our estimators in small samples.
机译:本文提出了可能是动态的非参数回归模型中结构断裂的位置和大小的估算器。结构性断裂可以位于给定的时间段和/或可以由一些回归器采用的值来解释,如阈值模型中那样。不需要有关基础回归函数的先前知识。本文还研究了几个回归变量解释中断的情况。我们得出收敛速度,并为位置和大小的估计量提供中心极限定理。蒙特卡洛实验说明了在小样本中我们的估计量的性能。

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