s-news
[Top] [All Lists]

Re: [S] Time Series Arima Models

To: Mark Lehr <mlehr@pacbell.net>
Subject: Re: [S] Time Series Arima Models
From: Prof Brian D Ripley <ripley@stats.ox.ac.uk>
Date: Tue, 20 Jul 1999 14:32:55 +0100 (BST)
Cc: S-news@wubios.wustl.edu
In-reply-to: <199907192229.PAA19549@mail-gw3.pacbell.net>
Sender: owner-s-news@wubios.wustl.edu
On Mon, 19 Jul 1999, Mark Lehr wrote:

> Help
>         For those of you who use the Splus Function
>                 ARIMA.MLE
>         there are many outputs from this routine but
> one seems to be lacking.  The time series model 
> returned provides the AR and MA coefficient estimates 
> with their covariance matrix.
>         Also returned is the innovation variance but is
> there a variance of this term calculated.  In other 
> words the variance of the variance.  It is an 
> estimated parameter just like the AR and MA 
> coefficients and I would expect this as well.  Maybe 

When you estimate a regression, you get a residual
variance, but no variance for (the estimator of) that term.
This is exactly the same (just an autoregression, not a regression).

As far as I know the same reasoning applies (it certainly does
in the AR(p) case):

n s^2/sigma^2 ~ chisq_n

where n is approximately the length of the series, and this gives
you an approximate variance for s^2. As in regression, the
estimators of the coefficients and s^2 are approximately uncorrelated.

If this matters, please check the asymptotic theory in, for example,
Brockwell & Davis.

-- 
Brian D. Ripley,                  ripley@stats.ox.ac.uk
Professor of Applied Statistics,  http://www.stats.ox.ac.uk/~ripley/
University of Oxford,             Tel:  +44 1865 272861 (self)
1 South Parks Road,                     +44 1865 272860 (secr)
Oxford OX1 3TG, UK                Fax:  +44 1865 272595

-----------------------------------------------------------------------
This message was distributed by s-news@wubios.wustl.edu.  To unsubscribe
send e-mail to s-news-request@wubios.wustl.edu with the BODY of the
message:  unsubscribe s-news

<Prev in Thread] Current Thread [Next in Thread>