Estimation in a semiparametric panel data model with nonstationarity

被引:2
作者
Dong, Chaohua [1 ]
Gao, Jiti [2 ]
Peng, Bin [3 ]
机构
[1] Zhongnan Univ Econ & Law, Sch Stat & Math, Wuhan, Hubei, Peoples R China
[2] Monash Univ, Dept Econometr & Business Stat, Melbourne, Vic, Australia
[3] Univ Bath, Dept Econ, Bath BA2 7JP, Avon, England
基金
澳大利亚研究理事会; 中国国家自然科学基金;
关键词
Asymptotic theory; closed-form estimate; orthogonal series method; partially linear panel data model; UNIT-ROOT TESTS; TIME-SERIES; NONPARAMETRIC REGRESSION; DEPENDENCE; INFERENCE; TRENDS;
D O I
10.1080/07474938.2018.1514021
中图分类号
F [经济];
学科分类号
02 ;
摘要
In this paper, we consider a partially linear panel data model with nonstationarity and certain cross-sectional dependence. Accounting for the explosive feature of the nonstationary time series, we particularly employ Hermite orthogonal functions in this study. Under a general spatial error dependence structure, we then establish some consistent closed-form estimates for both the unknown parameters and the unknown functions for the cases where N and T go jointly to infinity. Rates of convergence and asymptotic normalities are established for the proposed estimators. Both the finite sample performance and the empirical applications show that the proposed estimation methods work well.
引用
收藏
页码:961 / 977
页数:17
相关论文
共 43 条
[1]  
Anderson T. W., 1971, The statistical analysis of time series
[2]   HETEROSKEDASTICITY AND AUTOCORRELATION CONSISTENT COVARIANCE-MATRIX ESTIMATION [J].
ANDREWS, DWK .
ECONOMETRICA, 1991, 59 (03) :817-858
[3]  
[Anonymous], 2005, Nonlinear Time Series: Nonparametric and Parametric Methods
[4]   A panic attack on unit roots and cointegration [J].
Bai, JS ;
Ng, S .
ECONOMETRICA, 2004, 72 (04) :1127-1177
[5]   PANEL UNIT ROOT TESTS WITH CROSS-SECTION DEPENDENCE: A FURTHER INVESTIGATION [J].
Bai, Jushan ;
Ng, Serena .
ECONOMETRIC THEORY, 2010, 26 (04) :1088-1114
[6]   PANEL DATA MODELS WITH INTERACTIVE FIXED EFFECTS [J].
Bai, Jushan .
ECONOMETRICA, 2009, 77 (04) :1229-1279
[7]   Panel cointegration with global stochastic trends [J].
Bai, Jushan ;
Kao, Chihwa ;
Ng, Serena .
JOURNAL OF ECONOMETRICS, 2009, 149 (01) :82-99
[8]   Structural Changes, Common Stochastic Trends, and Unit Roots in Panel Data [J].
Bai, Jushan ;
Carrion-I-Silvestre, Josep Lluis .
REVIEW OF ECONOMIC STUDIES, 2009, 76 (02) :471-501
[9]   Basic Properties of Strong Mixing Conditions. A Survey and Some Open Questions [J].
Bradley, Richard C. .
PROBABILITY SURVEYS, 2005, 2 :107-144
[10]   Trending time-varying coefficient time series models with serially correlated errors [J].
Cai, Zongwu .
JOURNAL OF ECONOMETRICS, 2007, 136 (01) :163-188