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st: tssmooth hw smoothing - not synchronised?
From
Dave Mare <[email protected]>
To
"[email protected]" <[email protected]>
Subject
st: tssmooth hw smoothing - not synchronised?
Date
Thu, 21 Jul 2011 19:09:51 +1200
I have been using the Holt Winter smoothing algorithm available in tssmooth. The smoothed series that I create seem to be one period out, and slightly inflated relative to the original series.
The following code reproduces the problem:
webuse bsales, clear
tssmooth hwinters hw1=sales
tsline sales hw1 /* looks unsynchronised */
gen fhw1=f.hw1
tsline sales fhw1 /* looks synchronised, but slightly inflated */
/** The impact of the problem is evident in the following graphs: */
/** I repeatedly smooth the smoothed series */
foreach n of numlist 2 (1) 10 {
local p=`n'-1
tssmooth hwinters hw`n'=hw`p', iter(30) /* fails to converge for some - perhaps unsurprisingly! */
gen fhw`n'=f`n'.hw`n'
}
/** Here are the smoothed series, showing the increasing misalignment */
tsline sales hw*
/** However, if I use the realigned series, the level is increasingly inflated */
tsline sales fhw*
Am I doing something wrong?
Dave Mare
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