Zhang, Chaosheng wrote:
Dear all,

Happy New Year!

Can we regard "n=1" in the case of point kriging?
Yes, I guess that is the analogy.
I think there is a trap in the question: "How good is estimation using
kriging system that uses a nugget model?"

My understanding is that when the spatial autocorrelation of a variable
behaves like a nugget effect, any spatial estimation is not allowed, no
matter how "good" it declares. What you can do is only to "describe" it
using conventional statistics, and perhaps explain the results on a
point basis: e.g., on a symbol map, not a contour or distribution map.
There's two issues. First, using a symbol map will have on me the effect that I will look at the one (or few) nearest neighbour(s) for a given location to give me an idea of what I can expect, because giving a map implies there will be some degree of spatial correlation. Perhaps better not give this map when you're so sure spatial correlation is absent, not to me at least. Second, there may still be spatial correlation up to distances smaller than the shortest separation distance between any point pair. The variogram will not reveal this, but it might be there. How to tell from sample data?

Best wishes,
--
Edzer
Cheers,

Chaosheng
--------------------
Dr. Chaosheng Zhang
Lecturer in GIS
Department of Geography
National University of Ireland, Galway
IRELAND
Tel: +353-91- 49 2375
Fax: +353-91- 49 5505
Email: [EMAIL PROTECTED]
Web: http://www.nuigalway.ie/geography/gis


-----Original Message-----
From: [EMAIL PROTECTED] [mailto:[EMAIL PROTECTED] On
Behalf Of Edzer J. Pebesma
Sent: 02 January 2007 16:28
To: Isobel Clark
Cc: Mehari Tekeste; [email protected]
Subject: Re: AI-GEOSTATS: Re: Kriging using Nugget Model

For block kriging yes, for point kriging the prediction (standard) error

will be close to sigma.

And happy new year to everyone on ai-geostats!
--
Edzer

Isobel Clark wrote:
Mehari
If you use a semi-variogram which is just nugget, the kriging estimate

will be the arithmetic mean of the sample values and the standard error will be the standard sigma/root n of classical statistics. Isobel

*/Mehari Tekeste <[EMAIL PROTECTED]>/* wrote:

    Can I get some suggestion on this issue?

    How good is estimation using kriging system that uses a nugget
    model? I
    have a geodata and the semi-variogram was best fit using a nugget
    model
    (with semi-variance=C_0; where C_o is a nugget for all h (lag
    distance)
    values.

    Thanks.

    Mehari Z. Tekeste, Ph.D.
    Research Scientist
    Department of Agriculture
    Western Kentucky University
    1906 College Heights Blvd. #41066
    Bowling Green, KY 42101-1066
    Phone: 270-745-5972
    Fax: 270 745 5972

    "And God said, Let us make man in our image, after our likeness:
and
    let them have authority over the fish of the sea, and over the
    fowl of
    the air, and over the cattle, and over all the earth, and over
every
    creeping thing that creepeth upon the earth." Genesis 1: 26.
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