Hi Monica,

thanks for quick reply. The interpolated data is a
different data set with is by its nature (speaking
about geological properties) should be correlated with
the sparse one. 
This is a geological data over not huge area - around
20x30 kilometers. It should have at least some spatial
correlation. The variogram is not of striking beauty
:) but it is not a pure nugget effect, though. 
The only other way meaningfully interpolate between
those sparse points, it seems to use the simple linear
regression between those two datasets.
The literature about kriging/interpolating for very
sparse data would definitely help, if anybody know
about, please let know. 

Thanks,

Gali


--- Monica Palaseanu-Lovejoy
<[EMAIL PROTECTED]> wrote:
> Hi,
> 
> I am not sure i understood correctly your question.
> Fist of all, do 
> the interpolated data have come from your sparse
> data 
> interpolation? What method of interpolation did you
> use in this 
> case?
> 
> After Burrough and McDonnel, 2000, you need at least
> 50 points to 
> have reliable results through kriging. Certainly you
> can do it on less 
> data, but until now i never saw a study considering
> this problem in 
> depth (maybe there is literature out there, and if
> it does and 
> anybody knows about it - i would like to know it
> also ;-))
> 
> Secondly, if you know the outlier is not an error,
> but you interpret it 
> as representing a different combination of
> properties than the rest 
> of your data - i am not very sure it is wise to use
> it together with 
> your rest of the data in any interpolation exercise.
> The outlier may 
> represent a different population and in this case i
> cannot see any 
> "physical" reason to treat all your data together if
> parts of the data 
> represent different things. At least this is my
> opinion.
> 
> Besides, if your data is not only sparse (5 or 6
> data points .... it is 
> really very sparse i think) but also far away in
> space, they can be 
> at distances grater than the spatial correlation
> range, and in this 
> case i really don't think you can use kriging ....
> you will have either 
> a pure nugget effect or a very high nugget value and
> not a too high 
> spatial correlation.
> 
> Monica


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