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Some exact sampling distributions for variogram estimators
Authors:Bruce M Davis and Leon E Borgman
Institution:(1) Tennessee Valley Authority, Nuclear Raw Materials Branch, P.O. Box 2957, 82602 Casper, Wyoming, USA;(2) Department of Statistics, University of Wyoming, 82070 Laramie, Wyoming, USA
Abstract:For equally spaced observations from a one-dimensional, stationary, Gaussian random function, the characteristic function of the usual variogram estimator 
$$\hat \gamma k$$
for a fixed lag k is derived. Because the characteristic function and the probability density function form a Fourier integral pair, it is possible to tabulate the sampling distribution of a function of a 
$$\hat \gamma k$$
using either analytic or numerical methods. An example of one such tabulation is given for an underlying model that is simple transitive.
Keywords:geostatistics  variogram estimation  sampling distributions
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