Robust estimation with exponential squared loss for partially linear panel data model with fixed effects

被引:0
|
作者
He, Ping [1 ,2 ]
Yang, Yiping [1 ,2 ]
Zhao, Peixin [1 ]
机构
[1] Chongqing Technol & Business Univ, Sch Math & Stat, Chongqing 400067, Peoples R China
[2] Chongqing Key Lab Social Econ & Appl Stat, Chongqing 400067, Peoples R China
关键词
Panel data; partially linear model; exponential squared loss; EMPIRICAL LIKELIHOOD INFERENCE; VARIABLE SELECTION;
D O I
10.1080/03610926.2023.2226274
中图分类号
O21 [概率论与数理统计]; C8 [统计学];
学科分类号
020208 ; 070103 ; 0714 ;
摘要
In this article, a robust estimation method is proposed for a partially linear panel data model with fixed effects. We eliminate the fixed effects based on auxiliary linear regression, then approximate the unknown non parametric component with B-spline function, and obtain the robust estimators of the parametric and non parametric components by combining projection matrix with exponential squared loss function. Under some regularity conditions, the asymptotic properties of the resulting estimators are proved. Some simulation studies illustrate that the proposed method is more robust than the semiparametric least squares dummy variable estimator. The proposed procedure is illustrated by a real data application.
引用
收藏
页码:5638 / 5656
页数:19
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