两级抽样回归模型中估计与检验的稳健性

ON THE ROBUSTNESS OF THE ESTIMATE AND F-TEST IN REGRESSION MODELS FOR TWO-STAGE SAMPLING

  • 摘要: 对于两级抽样(two-stage sampling)回归模型,协方差阵含有未知的类内相关系数(intraclustercorrelation)ρ本文研究在设计阵满足何种条件时,回归系数的估计与F-检验不受ρ的影响。即估计与F-检验关于协方差阵具有稳健性。本文对最小二乘估计与似然比F-检验统计量的稳健性分别给出了充要条件、充分条件和必要条件。

     

    Abstract: For a regression model for two-stage sampling, the covariance matrix of error vector contains an intracluster correlation ρ. The purpose of this paper is to study the robustness of the least squares estimate (LSE) and that of the likelihood ratio test stutisties (LRTS) with respect to ρ. A set of necessary and sufficient conditions for the robustness of the LSE and a necessary condition and a sufficient condition for that of the LRTS are given respectively.

     

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