Linear models with time-varying parameters: a comparison of different approaches

被引:3
|
作者
Lucchetti, Riccardo Jack [1 ]
Valentini, Francesco [1 ]
机构
[1] Univ Politecn Marche, Dipartimento Sci Econ & Sociali, Piazzale R Martelli 8, I-60121 Ancona, Italy
关键词
Time-varying parameters; Linear model; Gretl; SERIES MODELS; SPECIFICATION; INFERENCE;
D O I
10.1007/s00180-023-01452-3
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
Estimation of linear models with time-varying parameters can be accomplished in a variety of ways, each making different assumptions, with varying degrees of accuracy and computational complexity. In this paper, we compare different gretl packages by means of simulated and real data focusing on both statistical and computational aspects. Our findings show that all the estimators provide similar results under ideal conditions, but the practitioner's choice could be far from obvious.
引用
收藏
页码:3523 / 3545
页数:23
相关论文
共 50 条
  • [11] Long Memory of Financial Time Series and Hidden Markov Models with Time-Varying Parameters
    Nystrup, Peter
    Madsen, Henrik
    Lindstrom, Erik
    JOURNAL OF FORECASTING, 2017, 36 (08) : 989 - 1002
  • [12] Multiway clustering with time-varying parameters
    Roy Cerqueti
    Raffaele Mattera
    Germana Scepi
    Computational Statistics, 2024, 39 : 51 - 92
  • [13] Statistical learning with time-varying parameters
    McGough, B
    MACROECONOMIC DYNAMICS, 2003, 7 (01) : 119 - 139
  • [14] Multiway clustering with time-varying parameters
    Cerqueti, Roy
    Mattera, Raffaele
    Scepi, Germana
    COMPUTATIONAL STATISTICS, 2024, 39 (01) : 51 - 92
  • [15] On time-varying panel data models with time-varying interactive fixed effects
    Wang, Xia
    Jin, Sainan
    Li, Yingxing
    Qian, Junhui
    Su, Liangjun
    JOURNAL OF ECONOMETRICS, 2025, 249
  • [16] A Randomised Test to Distinguish Time-Varying Coefficient Models
    Wang, Xia
    Sui, Xueqiang
    Wang, Ying
    Zhang, Xingtong
    OXFORD BULLETIN OF ECONOMICS AND STATISTICS, 2025,
  • [17] Efficient semiparametric estimation in time-varying regression models
    Truquet, Lionel
    STATISTICS, 2018, 52 (03) : 590 - 618
  • [18] Forecasting UK GDP growth and inflation under structural change. A comparison of models with time-varying parameters
    Barnett, Alina
    Mumtaz, Haroon
    Theodoridis, Konstantinos
    INTERNATIONAL JOURNAL OF FORECASTING, 2014, 30 (01) : 129 - 143
  • [19] Robust output feedback control for linear stochastic systems in continuous time with time-varying parameters
    Taksar, MI
    Poznyak, AS
    Iparraguirre, A
    IEEE TRANSACTIONS ON AUTOMATIC CONTROL, 1998, 43 (08) : 1133 - 1136
  • [20] INFERENCE OF TIME-VARYING REGRESSION MODELS
    Zhang, Ting
    Wu, Wei Biao
    ANNALS OF STATISTICS, 2012, 40 (03) : 1376 - 1402