Tests for time-varying coefficient spatial autoregressive panel data model with fixed effects

被引:0
|
作者
Tian, Lingling [1 ]
Su, Yunan [2 ]
Wei, Chuanhua [2 ]
机构
[1] Beijing Univ Technol, Sch Math Stat & Mech, Beijing 100124, Peoples R China
[2] Minzu Univ China, Sch Sci, Beijing 100081, Peoples R China
关键词
Time-varying coefficient model; Spatial autoregressive panel data model; Profile quasi-maximum likelihood method; Profile generalized likelihood ratio test; Bootstrap method;
D O I
10.1007/s00362-024-01607-4
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
As an extension of the spatial autoregressive panel data model and the time-varying coefficient panel data model, the time-varying coefficient spatial autoregressive panel data model is useful in analysis of spatial panel data. While research has addressed the estimation problem of this model, less attention has been given to hypotheses tests. This paper studies two tests for this semiparametric spatial panel data model. One considers the existence of the spatial lag term, and the other determines whether some time-varying coefficients are constants. We employ the profile generalized likelihood ratio test procedure to construct the corresponding test statistic, and the residual-based bootstrap procedure is used to derive the p-value of the tests. Some simulations are conducted to evaluate the performance of the proposed test method, the results show that the proposed methods have good finite sample properties. Finally, we apply the proposed test methods to the provincial carbon emission data of China. Our findings suggest that the partially linear time-varying coefficients spatial autoregressive panel data model provides a better fit for the carbon emission data.
引用
收藏
页数:21
相关论文
共 50 条
  • [1] Semiparametric Spatial Autoregressive Panel Data Model with Fixed Effects and Time-Varying Coefficients
    Liang, Xuan
    Gao, Jiti
    Gong, Xiaodong
    [J]. JOURNAL OF BUSINESS & ECONOMIC STATISTICS, 2022, 40 (04) : 1784 - 1802
  • [2] Fixed effects spatial panel data models with time-varying spatial dependence
    Guo, Juncong
    Qu, Xi
    [J]. ECONOMICS LETTERS, 2020, 196
  • [3] SPECIFICATION TESTS FOR TIME-VARYING COEFFICIENT PANEL DATA MODELS
    Atak, Alev
    Tao, Thomas Yang
    Zhang, Yonghui
    Zhou, Qiankun
    [J]. ECONOMETRIC THEORY, 2023,
  • [4] Trending Time-Varying Coefficient Spatial Panel Data Models
    Chang, Hsuan-Yu
    Song, Xiaojun
    Yu, Jihai
    [J]. JOURNAL OF BUSINESS & ECONOMIC STATISTICS, 2024,
  • [5] Testing for covariance matrices in time-varying coefficient panel data models with fixed effects
    Chen, Ranran
    Li, Gaorong
    Feng, Sanying
    [J]. JOURNAL OF THE KOREAN STATISTICAL SOCIETY, 2020, 49 (01) : 82 - 116
  • [6] Testing for covariance matrices in time-varying coefficient panel data models with fixed effects
    Ranran Chen
    Gaorong Li
    Sanying Feng
    [J]. Journal of the Korean Statistical Society, 2020, 49 : 82 - 116
  • [7] Non-parametric time-varying coefficient panel data models with fixed effects
    Li, Degui
    Chen, Jia
    Gao, Jiti
    [J]. ECONOMETRICS JOURNAL, 2011, 14 (03): : 387 - 408
  • [8] Testing for sphericity in a fixed effects panel data model with time-varying variances
    Peng, Bin
    Shen, Xinyuan
    Ye, Jinqi
    [J]. ECONOMICS LETTERS, 2019, 181 : 85 - 89
  • [9] A nonparametric time-varying coefficient model for panel count data
    Zhao, Huadong
    Tu, Wanzhu
    Yu, Zhangsheng
    [J]. JOURNAL OF NONPARAMETRIC STATISTICS, 2018, 30 (03) : 640 - 661
  • [10] Statistical Inference for Partially Linear Varying Coefficient Spatial Autoregressive Panel Data Model
    Feng, Sanying
    Tong, Tiejun
    Chiu, Sung Nok
    [J]. MATHEMATICS, 2023, 11 (22)