automap model defaults
Mark Connolly wrote:
On 04/15/2010 07:42 AM, Paul Hiemstra wrote:
Mark Connolly wrote:
I was wondering what is behind the selection of the default models
tried by autofitVariogram (model=c("Sph","Exp","Gau","Ste")). For
example, why was linear model left out?
Thanks
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Hi Mark, These models are the models that are most often used, so it seemed logical to use these ones. But why do you want to include the linear model specifically? cheers, Paul
Only because it sometimes results in a lower SSError.
But probably the result in terms of kriging prediction is almost the same between a spherical with a very large range and a linear variogram.
I guess that is my real question: why wouldn't I want to try the linear model in the set? The field I am looking at is a layered ag field in a coastal plain, and the five depth layers (which extend to less than a meter from the surface) I am looking at are often fairly homogeneous for specific properties. Some of property values I am fitting produce a linear model as the best fit in a specific layer. (Although sometimes when this is the case, the linear model is just barely better and than the next-best non-linear model.) I assume the selection of the default models is not arbitrary, but I lack the experience to include/exclude linear models in the best fit search. Best to stick with the default?
I would say yes, because the spherical includes (in practice) the linear variogram model as a special case. cheers, Paul
Thanks, Mark
Drs. Paul Hiemstra Department of Physical Geography Faculty of Geosciences University of Utrecht Heidelberglaan 2 P.O. Box 80.115 3508 TC Utrecht Phone: +3130 274 3113 Mon-Tue Phone: +3130 253 5773 Wed-Fri http://intamap.geo.uu.nl/~paul http://nl.linkedin.com/pub/paul-hiemstra/20/30b/770