bootUR: An R Package for Bootstrap Unit Root Tests

被引:3
|
作者
Smeekes, Stephan [1 ]
Wilms, Ines [1 ]
机构
[1] Maastricht Univ, Sch Business & Econ, Quantitat Econ, Tongersestraat 53, NL-6211 LM Maastricht, Netherlands
来源
JOURNAL OF STATISTICAL SOFTWARE | 2023年 / 106卷 / 12期
关键词
bootstrap; R; time series; unit roots; AUTOREGRESSIVE TIME-SERIES; LAG LENGTH SELECTION; FALSE DISCOVERY RATE; PANEL-DATA; SIEVE BOOTSTRAP; WILD BOOTSTRAP; UNCERTAINTY; TREND;
D O I
10.18637/jss.v106.i12
中图分类号
TP39 [计算机的应用];
学科分类号
081203 ; 0835 ;
摘要
Unit root tests form an essential part of any time series analysis. We provide practi-tioners with a single, unified framework for comprehensive and reliable unit root testing in the R package bootUR. The package's backbone is the popular augmented Dickey -Fuller test paired with a union of rejections principle, which can be performed directly on single time series or multiple (including panel) time series. Accurate inference is ensured through the use of bootstrap methods. The package addresses the needs of both novice users, by providing user-friendly and easy-to-implement functions with sensible default options, as well as expert users, by giving full user-control to adjust the tests to one's desired settings. Our parallelized C++ implementation ensures that all unit root tests are scalable to datasets containing many time series.
引用
收藏
页码:1 / 39
页数:39
相关论文
共 50 条
  • [31] Unit-root tests for explosive behavior
    Baum, Christopher F.
    Otero, Jesus
    STATA JOURNAL, 2021, 21 (04) : 999 - 1020
  • [32] UNIT ROOT TESTS WITH WAVELETS
    Fan, Yanqin
    Gencay, Ramazan
    ECONOMETRIC THEORY, 2010, 26 (05) : 1305 - 1331
  • [33] Kenward-Roger Approximation and Parametric Bootstrap Methods for Tests in Linear Mixed Models - The R Package pbkrtest
    Halekoh, Ulrich
    Hojsgaard, Soren
    JOURNAL OF STATISTICAL SOFTWARE, 2014, 59 (09): : 1 - 32
  • [34] The complementarity of unit root tests
    Cook, S
    Manning, N
    JOURNAL OF STATISTICAL COMPUTATION AND SIMULATION, 2004, 74 (12) : 913 - 915
  • [35] Unit root tests and their challenges
    Kim, Seul Gee
    Park, Cheolyong
    Hwang, Sun-Young
    Ha, Jeongcheol
    Park, Inho
    Kim, Tae Yoon
    COMMUNICATIONS IN STATISTICS-THEORY AND METHODS, 2024, 53 (08) : 2840 - 2847
  • [36] Bootstrap tests for unit roots based on LAD estimation
    Moreno, M
    Romo, J
    JOURNAL OF STATISTICAL PLANNING AND INFERENCE, 2000, 83 (02) : 347 - 367
  • [37] Bounds, Breaks and Unit Root Tests
    Lluis Carrion-I-Silvestre, Josep
    Dolores Gadea, Maria
    JOURNAL OF TIME SERIES ANALYSIS, 2016, 37 (02) : 165 - 181
  • [38] Asymptotic properties of the bootstrap unit root test statistic under possibly infinite variance
    Fu, Ke-Ang
    Li, Jie
    Yang, Xiao-Rong
    COMMUNICATIONS IN STATISTICS-THEORY AND METHODS, 2016, 45 (11) : 3158 - 3167
  • [39] Bootstrap seasonal unit root test under periodic variation
    Zou, Nan
    Politis, Dimitris N.
    ECONOMETRICS AND STATISTICS, 2021, 19 : 1 - 21
  • [40] Commodity prices and unit root tests
    Wang, Dabin
    Tomek, William G.
    AMERICAN JOURNAL OF AGRICULTURAL ECONOMICS, 2007, 89 (04) : 873 - 889