A SPECIFICATION TEST FOR NONLINEAR NONSTATIONARY MODELS

被引:53
|
作者
Wang, Qiying [1 ]
Phillips, Peter C. B.
机构
[1] Univ Sydney, Sch Math & Stat, Sydney, NSW 2006, Australia
来源
ANNALS OF STATISTICS | 2012年 / 40卷 / 02期
基金
澳大利亚研究理事会;
关键词
Intersection local time; kernel regression; nonlinear nonparametric model; nonstationary time series; specification tests; weak convergence; ASYMPTOTIC THEORY; NONPARAMETRIC-ESTIMATION; TIME-SERIES; FUNCTIONALS; CONVERGENCE;
D O I
10.1214/12-AOS975
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
We provide a limit theory for a general class of kernel smoothed U-statistics that may be used for specification testing in time series regression with nonstationary data. The test framework allows for linear and nonlinear models with endogenous regressors that have autoregressive unit roots or near unit roots. The limit theory for the specification test depends on the self-intersection local time of a Gaussian process. A new weak convergence result is developed for certain partial sums of functions involving nonstationary time series that converges to the intersection local time process. This result is of independent interest and is useful in other applications. Simulations examine the finite sample performance of the test.
引用
收藏
页码:727 / 758
页数:32
相关论文
共 50 条
  • [31] Estimation and specification test for diffusion models with stochastic volatility
    Lopez-Perez, A.
    Febrero-Bande, M.
    Gonzalez-Manteiga, W.
    STATISTICAL PAPERS, 2025, 66 (02)
  • [32] Testing nonstationary and absolutely regular nonlinear time series models
    Ngatchou-Wandji, Joseph
    Puri, Madan L.
    Harel, Michel
    Elharfaoui, Echarif
    STATISTICAL INFERENCE FOR STOCHASTIC PROCESSES, 2019, 22 (03) : 557 - 593
  • [33] Testing nonstationary and absolutely regular nonlinear time series models
    Joseph Ngatchou-Wandji
    Madan L. Puri
    Michel Harel
    Echarif Elharfaoui
    Statistical Inference for Stochastic Processes, 2019, 22 : 557 - 593
  • [34] Multi-regime models for nonlinear nonstationary time series
    Battaglia, Francesco
    Protopapas, Mattheos K.
    COMPUTATIONAL STATISTICS, 2012, 27 (02) : 319 - 341
  • [35] Constrained specification-based test stimulus generation for analog circuits using nonlinear performance prediction models
    Bhattacharya, S
    Chatterjee, A
    FIRST IEEE INTERNATION WORKSHOP ON ELECTRONIC DESIGN, TEST AND APPLICATIONS, PROCEEDINGS, 2002, : 25 - 29
  • [36] On the asymptotic t-test for large nonstationary panel models
    Trapani, Lorenzo
    COMPUTATIONAL STATISTICS & DATA ANALYSIS, 2012, 56 (11) : 3286 - 3306
  • [37] Specification test for panel data models with interactive fixed effects
    Su, Liangjun
    Jin, Sainan
    Zhang, Yonghui
    JOURNAL OF ECONOMETRICS, 2015, 186 (01) : 222 - 244
  • [38] Specification Test for Segmented Time-varying Diffusion Models
    Cai, Jing-wei
    Chen, Ping
    PROCEEDINGS OF THE 5TH INTERNATIONAL ASIA CONFERENCE ON INDUSTRIAL ENGINEERING AND MANAGEMENT INNOVATION (IEMI2014), 2015, : 149 - 153
  • [39] A consistent specification test for functional linear quantile regression models
    Xia, Lili
    Zhang, Zhongzhan
    Shi, Gongming
    STATISTICS AND ITS INTERFACE, 2024, 17 (04) : 649 - 667
  • [40] A simple specification test for models with many conditional moment inequalities
    Marcoux, Mathieu
    Russell, Thomas M.
    Wan, Yuanyuan
    JOURNAL OF ECONOMETRICS, 2024, 242 (01)