Kernel-based time-varying IV estimation: handle with care

被引:3
作者
Lucchetti, Riccardo [1 ]
Valentini, Francesco [1 ]
机构
[1] Univ Politecn Marche, DISES, Piazzale R Martelli 8, I-60121 Ancona, AN, Italy
关键词
Instrumental variables; Time-varying parameters; Hausman test; Phillips curve; REGRESSION; INFERENCE;
D O I
10.1007/s00181-023-02450-6
中图分类号
F [经济];
学科分类号
02 ;
摘要
Giraitis et al. (J Econom 224(2):394-415, 2021) proposed a kernel-based time-varying coefficients IV estimator. By using entirely different code, we broadly replicate the simulation results and the empirical application on the Phillips curve, but we note that a possible oversight might have affected some of the reported results. Further, we extend the results by using a different sample and a wider choice of smoothing kernels, including data-based ones; we find that the estimator is remarkably robust across a wide range of smoothing choices, but the effect of outliers may be less obvious than expected.
引用
收藏
页码:3001 / 3026
页数:26
相关论文
共 16 条
[1]   Computation and analysis of multiple structural change models [J].
Bai, J ;
Perron, P .
JOURNAL OF APPLIED ECONOMETRICS, 2003, 18 (01) :1-22
[2]   Trending time-varying coefficient time series models with serially correlated errors [J].
Cai, Zongwu .
JOURNAL OF ECONOMETRICS, 2007, 136 (01) :163-188
[3]  
Cai ZW, 2000, ENVIRONMETRICS, V11, P341
[4]   TESTS OF EQUALITY BETWEEN SETS OF COEFFICIENTS IN 2 LINEAR REGRESSIONS [J].
CHOW, GC .
ECONOMETRICA, 1960, 28 (03) :591-605
[5]  
Durbin J., 2012, Time Series Analysis by State Space Methods, DOI DOI 10.1093/ACPROF:OSO/9780199641178.001.0001
[6]   Inference on stochastic time-varying coefficient models [J].
Giraitis, L. ;
Kapetanios, G. ;
Yates, T. .
JOURNAL OF ECONOMETRICS, 2014, 179 (01) :46-65
[7]   Time-varying instrumental variable estimation [J].
Giraitis, Liudas ;
Kapetanios, George ;
Marcellino, Massimiliano .
JOURNAL OF ECONOMETRICS, 2021, 224 (02) :394-415
[8]   Inference on Multivariate Heteroscedastic Time Varying Random Coefficient Models [J].
Giraitis, Liudas ;
Kapetanios, George ;
Yates, Tony .
JOURNAL OF TIME SERIES ANALYSIS, 2018, 39 (02) :129-149
[9]  
Hamilton J., 1994, Time Series Econometrics
[10]  
Harvey AC., 1990, Forecasting, Structural time Series Model and Kalman Filter, DOI [10.1017/CBO9781107049994, DOI 10.1017/CBO9781107049994]