LRurpar.test {partsm} | R Documentation |
Likelihood Ratio Test for a Single Unit Root in a PAR(p) Model
Description
This function performs the likelihood ratio test for a single unit root in a PAR(p) model up to order 2.
Usage
LRurpar.test (wts, detcomp, p)
Arguments
wts |
a univariate time series object. |
detcomp |
a vector indicating the deterministic components included in the auxiliary regression. See
the corresponding item in |
p |
the order of the PAR model. In this version first and second order models are considered. |
Details
In a quarterly time series, the PAR(1) model, y_t = \alpha_{s,1} y_{t-1} + \epsilon_t
with
\epsilon_t ID(0,1)
, contains a unit root if g(\alpha) = \Pi_{s=1}^4 \alpha_{s,1} = 1
. To test
this hypothesis, a likelihood ratio test, LR
, is built as the logarithm of the ratio between the
residual sum of squares in the unrestricted and the restricted model, weighted by the number of
observations.
The unrestricted PAR model is estimated by OLS, whereas the model in which the null hypothesis is
imposed, i.e. \Pi_{s=1}^4 \alpha_{s,1} = 1
, is estimated by nonlinear least squares.
The critical values are reported in Osterwald-Lenum (1992), table 1.1 (for the case where p-r=1
).
In this version, PAR models up to order 2 with seasonal intercepts are considered, since the function
fit.piar
does not allow for higher orders.
Value
An object of class LRur.partsm-class
containing the LR statistics and a one-side test
constructed as sign(g(\hat{\alpha}) - 1) * LR^{1/2}
, where g(\hat{\alpha})
is the product of
the periodic differencing filter parameters estimated under the alternative.
Author(s)
Javier Lopez-de-Lacalle javlacalle@yahoo.es.
References
H.P. Boswijk and P.H. Franses (1996), Unit roots in periodic autoregressions. Journal of Time series Analysis, 17, pp. 221-245.
P.H. Franses: Periodicity and Stochastic Trends in Economic Time Series (Oxford University Press, 1996).
Osterwald-Lenum, M. (1992), A Note with Quantiles of the Asymptotic Distribution of the Maximum Likelihood Cointegration Rank Test Statistics: Four Cases. Oxford Bulletin of Economics and Statistics, 54, pp.461-472.
See Also
fit.ar.par
, fit.piar
, and LRur.partsm-class
.
Examples
## Test for a single unit root in a PAR(2) model with seasonal intercepts for the
## logarithms of the Real GNP in Germany.
data("gergnp")
lgergnp <- log(gergnp, base=exp(1))
detcomp <- list(regular=c(0,0,0), seasonal=c(1,0), regvar=0)
out <- LRurpar.test(wts=lgergnp, detcomp=detcomp, p=2)