Consistent Estimation of Multiple Breakpoints in Dependence Measures*

Marvin Borsch, Alexander Mayer, Dominik Wied
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Abstract

This paper proposes different methods to consistently detect multiple breaks in copula-based dependence measures, mainly focusing on Spearman's $\rho$. The leading model is a factor copula model due to its usefulness for analyzing data in high dimensions. Starting with the classical binary segmentation, also the more recent wild binary segmentation (WBS) and a procedure based on an information criterion are considered. For all procedures, consistency of the estimators for the location of the breakpoints as well as the number of breaks is proved. Monte Carlo simulations indicate that WBS performs best in many, but not in all, situations. A real data application on recent Euro Stoxx 50 data reveals the usefulness of the procedures.
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依赖测度中多断点的一致性估计*
本文提出了在基于copula的依赖测度中一致检测多个断裂的不同方法,主要关注Spearman的$\rho$。最主要的模型是因子联结模型,因为它对高维数据的分析很有用。从经典的二值分割开始,考虑了最近的野生二值分割(WBS)和基于信息准则的过程。对于所有过程,证明了断点位置估计量和断点数目的一致性。蒙特卡罗模拟表明,WBS在许多情况下表现最好,但不是在所有情况下。最近欧洲斯托克50指数的实际数据应用显示了这些程序的有效性。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
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