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On counting the number of data pairs for semivariogram estimation
Authors:Max D Morris
Institution:(1) Mathematical Sciences Section, EPM Division, Oak Ridge National Laboratory, Building 6012, P.O. Box 2008, 37831-6367 Oak Ridge, Tennessee
Abstract:In planning spatial sampling studies for the purpose of estimating the semivariogram, the number of data pairs separated by a given distance is sometimes used as a comparative index of the precision which can be expected from a given sampling design. Because spatial data are correlated, this index can be unreliable. An alternative index which partially corrects for this correlation, themaximum equivalent uncorrelated pairs, is proposed for comparing spatial designs. The index is developed under the assumption that the underlying stochastic process is Gaussian and is appropriate when the (population) semivariogram is to be estimated by the sample semivariogram.
Keywords:kriging  multivariate Gaussian distribution  regionalized variable  sampling design
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