A study on the change-point of the mean of panel data based on the two-parameter CUSUM estimator

Hao Chen, Rongzhe Ke
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Abstract

In this paper, a CUSUM (Cumulative Sum) statistic containing two parameters is firstly proposed to estimate the location of the mean change-point, and the collinearity of the estimated quantity is proved. Secondly, the numerical simulation study presents satisfied result for the estimation of the mean change-point. Finally, by comparing with the other statistics, it is found that the two-parameter CUSUM statistic is more stable and the estimation of the mean change-point using this statistic is more accurate.
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基于双参数CUSUM估计量的面板数据均值变化点研究
本文首先提出了一个包含两个参数的CUSUM (Cumulative Sum)统计量来估计平均变点的位置,并证明了估计量的共线性。其次,通过数值模拟研究,对平均变点的估计得到了满意的结果。最后,通过与其他统计量的比较,发现双参数CUSUM统计量更稳定,使用该统计量对平均变点的估计更准确。
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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