I have the following R function that calculates EWMA volatility for given securities:
EWMAvol = function(returns, lambda, rollwindow){
EWMA.mat = matrix(NA, nrow = nrow(returns), ncol = ncol(returns))
for (k in 1 : ncol(returns)){
for (j in rollwindow : nrow(returns)){
td = returns
data = as.matrix(td[(j - rollwindow + 1) : j, k])
ewmaVar.mat = matrix()
ewmaVar.mat[1] = 0
for (i in 2 : rollwindow){
ewmaVar.mat[i] = lambda * ewmaVar.mat[i-1]+ (1 - lambda) * data[i]^2
}
EWMA.mat[j, k] = sqrt(ewmaVar.mat[length(ewmaVar.mat)])
}
}
return(EWMA.mat)
}
The data that this function relies on is:
> class(rets)
[1] "xts" "zoo"
which is coming from the Return.calculate()
function from PerformanceAnalytics
package.
The output that I currently get is:
> class(EWMAvol)
[1] "matrix"
Is it possible to return a xts
or zoo
object/data from my code?
Also, I would like to keep the column names. How can I achieve that?
Thank you.
The Return.calculate
function returns an xts
, so you can use the index
of that to convert your final return value to an xts
.
I'd do it by substituting the last line of your function
return(EWMA.mat)
with the following:
EWMA.xts = xts::xts(EWMA.mat, order.by = zoo::index(returns))
colnames(EWMA.xts) = colnames(returns) # to preserve column names
return(EWMA.xts)