Perform unit root test on one quantitative variable. A single group factor can be taken into account.
unirootTest(x, group = NULL, time = NULL, data, test = "adf", combine = "choi",
k = 0, lshort = TRUE)
The name of the quantitative variable to be tested.
The name of a group factor (optional). If NULL
, no groups are considered.
The name of a time factor (optional). If NULL
and group
is not NULL
, data are assumed temporally ordered within each group.
If both group
and time
are NULL
, data are assumed temporally ordered.
An object of class data.frame
containing the variables to be differenced,
the group factor if group
is not NULL
, and the time factor if time
is not NULL
.
The test to use, that can be either "adf"
(Augmented Dickey-Fuller, see Dickey and Fuller, 1981)
or "kpss"
(KPSS, see Kwiatkowski et al., 1992). Default is "adf"
.
The method to combine p-values of different groups, that can be either "choi"
(Choi, 2001) or "demetrescu"
(Demetrescu, 2006).
Ignored if group
is NULL
. Default is "choi"
.
The lag order to calculate the statistic of the Augmented Dickey-Fuller test. Ignored if test
="kpss"
. Default is 0.
Logical. If TRUE
, the short version of the truncation lag parameter is used in the KPSS test. Ignored if test
="adf"
. Default is TRUE
.
A list containing the following components:
The value of the test statistic.
The alternative hypothesis.
The z-value of the test.
The p-value of the test.
The test used.
The method used to combine p-values of different groups. NULL
if group
is NULL
.
The number of observations per group.
I. Choi (2001). Unit Root Tests for Panel Data. Journal of International Money and Finance, 20, 249-272. DOI: 10.1016/S0261-5606(00)00048-6
M. Demetrescu, U. Hassler, and A. Tarcolea (2006). Combining Significance of Correlated Statistics with Application to Panel Data. Oxford Bulletin of Economics and Statistics, 68(5), 647-663. DOI: 10.1111/j.1468-0084.2006.00181.x
D. A. Dickey, and W. A. Fuller (1981). Likelihood Ratio Statistics for Autoregressive Time Series with a Unit Root. Econometrica, 49: 1057-1072. DOI: 10.2307/1912517
D. Kwiatkowski, P. C. B. Phillips, P. Schmidt, and Y. Shin (1992). Testing the Null Hypothesis of Stationarity against the Alternative of a Unit Root. Journal of Econometrics, 54 (1-3): 159-178. DOI: 10.1016/0304-4076(92)90104-Y
# NOT RUN {
data(industry)
unirootTest("Job",group="Region",data=industry,k=1)
# }
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