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Robust Estimation of Parameter with One Half Rotating Panel

机译:半旋转面板的鲁棒参数估计

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摘要

In this paper, based on stationary panel data model with one-way error component, FGLS estimation with one half rotating panel is investigated. It has been found that standard errors of FGLS estimators lead to extreme overconfidence. Therefore, based on FGLS estimation and PCSEs, a new estimation method is proposed to correct exorbitant overconfidence and make the estimation of parameters confident. Under the assumed stationary conditions, we prove the consistency and the asymptotic normality. Monte Carlo simulation is conducted to analyze finite sample properties. Compare to FGLS estimation, the method proposed in the paper can decrease the overconfidences on the premise of remaining A-Bias and MSE the same basically.
机译:本文基于具有单向误差分量的固定面板数据模型,研究了具有一半旋转面板的FGLS估计。已经发现,FGLS估计量的标准误差会导致过度自信。因此,基于FGLS估计和PCSE,提出了一种新的估计方法,以纠正过高的过分自信并使参数的估计具有信心。在假定的平稳条件下,我们证明了一致性和渐近正态性。进行了蒙特卡洛模拟,以分析有限的样本属性。与FGLS估计相比,本文提出的方法可以在基本保持A-Bias和MSE相同的前提下,减少过度自信。

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