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.
机构:
Korea Inst Oriental Med, Dajeon, South KoreaKorea Inst Oriental Med, Dajeon, South Korea
Kim, Seul Gee
Park, Cheolyong
论文数: 0引用数: 0
h-index: 0
机构:
Keimyung Univ, Dept Stat, Daegu, South KoreaKorea Inst Oriental Med, Dajeon, South Korea
Park, Cheolyong
Hwang, Sun-Young
论文数: 0引用数: 0
h-index: 0
机构:
Sookmyung Womens Univ, Dept Stat, Seoul, South KoreaKorea Inst Oriental Med, Dajeon, South Korea
Hwang, Sun-Young
Ha, Jeongcheol
论文数: 0引用数: 0
h-index: 0
机构:
Keimyung Univ, Dept Stat, Daegu, South KoreaKorea Inst Oriental Med, Dajeon, South Korea
Ha, Jeongcheol
Park, Inho
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h-index: 0
机构:
Pukyong Natl Univ, Dept Stat, Pusan 5991, South Korea
Pukyong Univ, Dept Stat, Pusan 48513, South KoreaKorea Inst Oriental Med, Dajeon, South Korea
Park, Inho
Kim, Tae Yoon
论文数: 0引用数: 0
h-index: 0
机构:
Keimyung Univ, Dept Stat, Daegu, South KoreaKorea Inst Oriental Med, Dajeon, South Korea