[R] Fitting VAR and doing Johansen's cointegration test in R
Owe Jessen
list at econinfo.de
Mon Aug 23 17:12:42 CEST 2010
Am 23.08.2010 05:09, schrieb Aditya Damani:
> Hi,
>
> Could someone please tell me the R codes for fitting VAR(p) (Vector
> Auto Regressive) models and doing the Johansen’s cointegration tests.
>
> TIA
> Aditya
>
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> and provide commented, minimal, self-contained, reproducible code.
>
Just feeling like doing some homework for free...
require(vars)
require(urca)
reps <- 1000 # length of time series
A <- matrix(NA,nrow=reps,ncol=3)
colnames(A) <- c("a","b","c")
A[1,] <- rnorm(3) # starting values
for(i in 2:reps){# generate time series
A[i,] <- c(0.1+0.2*i+0.7*A[i-1,1]+0.1*A[i-1,2]+0.1*A[i-1,3]+rnorm(1),
0.5+0.1*i+0.6*A[i-1,2]-0.2*A[i-1,1]-0.2*A[i-1,3]+rnorm(1),
0.9+0.2*i+A[i-1,3]+0.1*A[i-1,1]+0.15*A[i-1,2]+rnorm(1)
)
}
(a.ct <- ur.df(A[,"a"],type="trend"))
(b.ct <- ur.df(A[,"b"],type="trend"))
(c.ct <- ur.df(A[,"c"],type="trend"))
VARselect(A,type="both")
var.p1 <- VAR(A,1,type="both")
summary(var.p1)
jo <- ca.jo(A)
summary(jo)
--
Owe Jessen
Nettelbeckstr. 5
24105 Kiel
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