[rrd-users] Holt-Winters Forecasting
John P. Rouillard
rouilj at cs.umb.edu
Wed Jun 9 01:08:53 CEST 2010
In message <AANLkTiny3a_zeu9R7WY-aBQ2TSktJbhmmESXg3l1An04 at mail.gmail.com>,
John huysing writes:
>Can the Holt-Winter Forecasting handle the fluctuating traffic flow
>that occurs over a seven day period. The traffic pattern on the
>weekend is quite different that during the week. But the pattern from
>week to week is the same
When I was testing this I did get it to work on a 7 and larger
periods. The problem is it's kind of hit or miss on setting alpha and
beta.
What I did to test was create a perl script to generate cyclic data on
a 7 day period and then added some aberrant data on a random
basis. Then I played with the alpha and beta parms to get it to
recognize the anomolies. This was 6 years ago at another employer so I
don't have the tools anymore.
The data generating script reported how may anomolies it inserted, so
I could dump the rrdfile and count one of the parameters (failures
maybe) to see how many anomolies it detected. That means I could run
it automatically and not have to manually look at graphs to get the
best parameters.
>Also are there any more example of using "Aberrant Behavior
>Detection with Holt-Winters Forecasting"
Not that I know of. If you come across any I would love to see them.
--
-- rouilj
John Rouillard
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