[R-sig-Geo] Need help understanding the spatial correlation structure applied in lme

Ing. Agr. Agustín Alesso calesso at fca.unl.edu.ar
Tue Feb 22 13:04:31 CET 2011


Dear Arnaud,

First at all, I'm not an expert but your question maybe help me, so my
apologies about that. 
The plot you posted is from Normalised residuals of a fitted lme.object
that already take account for correlation?
Can you submit your code for that plot?

Regards,


Agustin

El mar, 22-02-2011 a las 12:00 +0100, r-sig-geo-request at r-project.org
escribió:
> Dear Users,
> 
> I apologize to resubmit this question to your brains, but I need to
> understand some of my results to be sure that I did not make errors
> setting
> my analysis.
> So, even (and particularly) if the answer is "You are totally wrong",
> please
> let me know !
> 
> >From previous analysis (semi-variograms using package gstat), I found
> spatial autocorrelation in my dataset.
> The best fitted model to this spatial correlation structure is the
> Gaussian
> model (Spherical, Exponential, Linear tested and comparison done by
> Sum of
> Square errors).
> So I used corGaus function to define this spatial autocorrelation in
> my lme
> model using the option "correlation".
> 
> Example: lme( Y ~ X1 + X2 + ... + X3,  random = ~ 1 | RandomFactor,
> correlation = corGaus(form = ~ X + Y | RandomFactor )
> 
> The Variogram function (package nlme) used on a lme object calculates
> the
> semi-variogram for the within-group residuals and add the
> semi-variogram of
> the corSpatial element (corGaus in my case) included in my model ...
> so far
> no problem.
> 
> I was surprised, however, to see on the plot of the semi-variogram
> issued
> from the Variogram function, (see figure at http://imm.io/3OLe) the
> low
> range value (~1600 meters) used in the corGaus structure included in
> the lme
> object.
> When I fitted the same corGaus structure manually or using the
> fit.variogram
> function (package gstat) on the data of each group defined in lme, it
> gaves
> me ranges between 2050 and 2700 meters (mean 2350 meters).
> 
> Can anyone explain me those differences ?
> 
> Note: As I mentioned in a previous message (
> http://markmail.org/message/gjgag4ohjopevgax), I tried to define a
> different
> range in the corGaus function directly in the lme function, but it is
> not
> taken into account.
> 
> Arnaud
> 
>         [[alternative HTML version deleted]]
> 
> 
> 
> ------------------------------ 
-- 
Ing. Agr. Agustín Alesso
Dpto. de Ciencias del Ambiente
Fac. Ciencias Agrarias - UNL
Kreder 2805 - S3080HOF - Esperanza
Tel: 03496-426400 ext 256



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