Shrinkage estimation of semi-parametric spatial autoregressive panel data model with fixed effects

被引:2
作者
Liu, Yu [1 ]
Zhuang, Xiaoyang [2 ]
机构
[1] Shanghai Normal Univ, Coll Math & Sci, Shanghai 200234, Peoples R China
[2] Huaqiao Univ, Coll Stat, Xiamen 361021, Peoples R China
关键词
Shrinkage; Semi-parametric model; Spatial autoregressive; Panel data; VARIABLE SELECTION; LIKELIHOOD;
D O I
10.1016/j.spl.2022.109746
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 paper, we develop a shrinkage estimator for semi-parametric spatial autoregres-sive panel data model with fixed effects. Its asymptotic and oracle properties are proved and its finite-sample performance is investigated. The method is also verified with one real data.(c) 2022 Elsevier B.V. All rights reserved.
引用
收藏
页数:8
相关论文
共 19 条
[1]   Estimation of partially specified spatial panel data models with fixed-effects [J].
Ai, Chunrong ;
Zhang, Yuanqing .
ECONOMETRIC REVIEWS, 2017, 36 (1-3) :6-22
[2]   SPATIAL PATTERNS IN HOUSEHOLD DEMAND [J].
CASE, AC .
ECONOMETRICA, 1991, 59 (04) :953-965
[3]  
Chen J.B., 2017, STAT RES, V34, P118
[4]   GMM Estimation of a Partially Linear Additive Spatial Error Model [J].
Chen, Jianbao ;
Cheng, Suli .
MATHEMATICS, 2021, 9 (06)
[5]   Estimation of partially linear single-index spatial autoregressive model [J].
Cheng, Suli ;
Chen, Jianbao .
STATISTICAL PAPERS, 2021, 62 (01) :495-531
[6]   GMM estimation of partially linear single-index spatial autoregressive model [J].
Cheng, Suli ;
Chen, Jianbao ;
Liu, Xuan .
SPATIAL STATISTICS, 2019, 31
[7]   Variable selection via nonconcave penalized likelihood and its oracle properties [J].
Fan, JQ ;
Li, RZ .
JOURNAL OF THE AMERICAN STATISTICAL ASSOCIATION, 2001, 96 (456) :1348-1360
[8]   A weak-signal-assisted procedure for variable selection and statistical inference with an informative subsample [J].
Fang, Fang ;
Zhao, Jiwei ;
Ahmed, S. Ejaz ;
Qu, Annie .
BIOMETRICS, 2021, 77 (03) :996-1010
[9]   Post selection shrinkage estimation for high-dimensional data analysis [J].
Gao, Xiaoli ;
Ahmed, S. E. ;
Feng, Yang .
APPLIED STOCHASTIC MODELS IN BUSINESS AND INDUSTRY, 2017, 33 (02) :97-120
[10]   Weak signals in high-dimensional regression: Detection, estimation and prediction [J].
Li, Yanming ;
Hong, Hyokyoung G. ;
Ahmed, S. Ejaz ;
Li, Yi .
APPLIED STOCHASTIC MODELS IN BUSINESS AND INDUSTRY, 2019, 35 (02) :283-298