Parametric and Semi-Parametric Efficient Tests for Parameter Instability

被引:3
|
作者
Lee, Dong Jin [1 ]
机构
[1] Bank Korea, Res Dept, Seoul, South Korea
关键词
Adaptive test; asymptotic optimal test; parameter instability; semi-parametric power envelope; structural break; TIME-SERIES MODELS; ASYMPTOTICALLY LINEAR ESTIMATORS; ADAPTIVE ESTIMATION; STRUCTURAL-CHANGE; COEFFICIENTS; REGRESSION;
D O I
10.1111/jtsa.12169
中图分类号
O1 [数学];
学科分类号
0701 ; 070101 ;
摘要
This article examines asymptotically point optimal tests for parameter instability in realistic circumstances when little information about the unstable parameter process and error distribution is available. We first show that, under a correctly specified error distribution, if the unstable parameter processes converge weakly to a Wiener process, then any asymptotic optimal tests for structural breaks and time-varying parameters are asymptotically equivalent. Our finding is then extended to a semi-parametric set-up in which the error distribution is treated as an unknown infinite-dimensional nuisance parameter. We find that semi-parametric tests can be adaptive without further restrictive conditions on the error distribution.
引用
收藏
页码:451 / 475
页数:25
相关论文
共 50 条
  • [31] Variable selection in semi-parametric models
    Zhang, Hongmei
    Maity, Arnab
    Arshad, Hasan
    Holloway, John
    Karmaus, Wilfried
    STATISTICAL METHODS IN MEDICAL RESEARCH, 2016, 25 (04) : 1736 - 1752
  • [32] A semi-parametric approach to risk management
    Bingham, NH
    Kiesel, R
    Schmidt, R
    QUANTITATIVE FINANCE, 2003, 3 (06) : 426 - 441
  • [33] Bayesian semi-parametric ROC analysis
    Erkanli, Alaattin
    Sung, Minje
    Costello, E. Jane
    Angold, Adrian
    STATISTICS IN MEDICINE, 2006, 25 (22) : 3905 - 3928
  • [34] Observed information in semi-parametric models
    Murphy, SA
    Van der Vaart, AW
    BERNOULLI, 1999, 5 (03) : 381 - 412
  • [35] Semi-parametric modelling of temperature records
    Mills, Terence C.
    JOURNAL OF APPLIED STATISTICS, 2012, 39 (02) : 361 - 383
  • [36] Sparse Semi-Parametric Chirp Estimation
    Sward, Johan
    Brynolfsson, Johan
    Jakobsson, Andreas
    Hansson-Sandsten, Maria
    CONFERENCE RECORD OF THE 2014 FORTY-EIGHTH ASILOMAR CONFERENCE ON SIGNALS, SYSTEMS & COMPUTERS, 2014, : 1236 - 1240
  • [37] Semi-Parametric Models - An Application in Medicine
    Pereira, J. A.
    Pereira, A. L.
    Oliveira, T. A.
    INTERNATIONAL CONFERENCE ON NUMERICAL ANALYSIS AND APPLIED MATHEMATICS ICNAAM 2019, 2020, 2293
  • [38] Semi-parametric classification of noisy curves
    Glendinning, RH
    Goode, AJ
    PATTERN RECOGNITION, 2003, 36 (01) : 35 - 44
  • [39] Semi-parametric learning for visual odometry
    Guizilini, Vitor
    Ramos, Fabio
    INTERNATIONAL JOURNAL OF ROBOTICS RESEARCH, 2013, 32 (05): : 526 - 546
  • [40] Semi-Parametric Forecasting of Realized Volatility
    Becker, Ralf
    Clements, Adam E.
    Hurn, Stan
    STUDIES IN NONLINEAR DYNAMICS AND ECONOMETRICS, 2011, 15 (03):