A new method of testing for a unit root in the INAR(1) model based on variances

被引:0
|
作者
Lin, Fuming [1 ,2 ]
Shi, Daimin [3 ]
机构
[1] Shanghai Univ Finance & Econ, Sch Stat & Management, Shanghai 200433, Peoples R China
[2] Sichuan Univ Sci & Engn, Sch Math & Stat, Zigong, Sichuan, Peoples R China
[3] SouthWestern Univ Finance & Econ, Sch Stat, Chengdu, Sichuan, Peoples R China
关键词
Discrete-valued time series; Integer-valued autoregression model; Non-stationary time series; Testing based on variances; Unit root test; LEAST-SQUARES ESTIMATOR; RANDOM-WALK; REGRESSION; SERIES;
D O I
10.1080/03610918.2020.1788584
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 present a new method of testing for unit roots in the INAR(1) model based on estimated variances. We present detailed simulation evidence regarding the performance of the new test statistics that show that our method is more powerful than the Dickey-Fuller tests especially in nearly unit root circumstances. We evaluate the presence of a unit root in two empirical time series, namely, the number of schools for the blind, deaf, and the developmentally disabled people as well as the number of teachers in such schools. We find evidence of a unit root in either series.
引用
收藏
页码:5915 / 5932
页数:18
相关论文
共 50 条
  • [1] On the variances of a spatial unit root model*
    Sándor Baran
    Lithuanian Mathematical Journal, 2011, 51 : 122 - 140
  • [2] ON THE VARIANCES OF A SPATIAL UNIT ROOT MODEL
    Baran, Sandor
    LITHUANIAN MATHEMATICAL JOURNAL, 2011, 51 (02) : 122 - 140
  • [3] A New Approach to Unit Root Testing
    Helmut Herwartz
    Florian Siedenburg
    Computational Economics, 2010, 36 : 365 - 384
  • [4] A New Approach to Unit Root Testing
    Herwartz, Helmut
    Siedenburg, Florian
    COMPUTATIONAL ECONOMICS, 2010, 36 (04) : 365 - 384
  • [5] UNIT ROOT TESTING ON BUFFERED AUTOREGRESSIVE MODEL
    Wang, Di
    Li, Wai Keung
    STATISTICA SINICA, 2020, 30 (02) : 977 - 1003
  • [6] Asymptotic inference for moderate deviations from a unit root of nearly unstable INAR(1) processes
    Liu, Congmin
    Liu, Chang
    Bai, Yansong
    Wang, Dehui
    JOURNAL OF STATISTICAL COMPUTATION AND SIMULATION, 2023, 93 (08) : 1318 - 1336
  • [7] A Mixed Thinning Based Geometric INAR(1) Model
    Nastic, Aleksandar S.
    Ristic, Miroslav M.
    Janjic, Ana D.
    FILOMAT, 2017, 31 (13) : 4009 - 4022
  • [8] Unit root testing based on BLUS residuals
    Vougas, Dimitrios V.
    STATISTICS & PROBABILITY LETTERS, 2008, 78 (13) : 1943 - 1947
  • [9] A New Bivariate Random Coefficient INAR(1) Model with Applications
    Li, Qi
    Chen, Huaping
    Liu, Xiufang
    SYMMETRY-BASEL, 2022, 14 (01):
  • [10] A new INAR model based on Poisson-BE2 innovations
    Zhang, Jiayue
    Zhu, Fukang
    Khan, Naushad Mamode
    COMMUNICATIONS IN STATISTICS-THEORY AND METHODS, 2023, 52 (17) : 6063 - 6077