[R] smooth function advice
Bert Gunter
gunter.berton at gene.com
Fri Oct 31 18:37:01 CET 2008
RSiteSearch("ewma",rest="func")
would have told you there already exists an ewma implementation in the qcc
package.
-- Bert Gunter
-----Original Message-----
From: r-help-bounces at r-project.org [mailto:r-help-bounces at r-project.org] On
Behalf Of tolga.i.uzuner at jpmorgan.com
Sent: Friday, October 31, 2008 10:04 AM
To: tolga.i.uzuner at jpmorgan.com
Cc: r-help at r-project.org
Subject: Re: [R] smooth function advice
Thanks to Mark Leeds for an implementation of exponentially weighted
moving averages as follows which solves this problem. This also resmooths
recursively.
ewma<-function(x,lambda = .5, init = (1-lambda)*.raw[good.ind][1],order=1)
{
.raw <- unclass(coredata(x))
good.ind <- !is.na(.raw) # determine good values
if(order>1)
ewma(ewma(x,lambda,init,order=1),lambda,init,order=order-1)
else {
# work with 'non-zoo' data for speed and then recombine
.raw[good.ind] <- filter(lambda * .raw[good.ind], filter=(1-lambda),
method='recursive',init=coredata(init))
zoo(.raw, index(x)) # create zoo object for return
}
}
Tolga I Uzuner/JPMCHASE
30/10/2008 15:36
To
r-help at r-project.org
cc
Subject
smooth function advice
Dear R Users,
I am looking for a smoothing function with the following characteristics
for a time series of data:
- at each date, should only use data up to that date (so, right aligned
and not centered)
- should return a smoothed series of length equal to the original time
series:
- for a one-day time series, just returns that day
- this means the front part of the series will not be as smooth...
that's ok
- if the original time series has length 10, the returned smoothed
time series has length 10
- there should be some control over smoothness
Any suggestions for a specific approach/package in R ?
Thanks,
Tolga
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