Article ID Journal Published Year Pages File Type
9741804 Journal of Statistical Planning and Inference 2005 17 Pages PDF
Abstract
The characterization of spatial dependence is an important component of a spatial modeling exercise. For reasons of convenience, model parsimony, or computational efficiency, the spatial covariance structure is often assumed to have directional invariance properties such as reflection symmetry or completely symmetry. We propose some diagnostic tests of reflection symmetry and complete symmetry that are based on the two-dimensional periodogram. An advantage of basing tests on the periodogram rather than the sample semivariogram or covariance function is that the periodogram ordinates corresponding to different frequencies are asymptotically independent, leading to simpler distribution theory. A simulation study and two examples illustrate the usefulness and limitations of the proposed tests.
Related Topics
Physical Sciences and Engineering Mathematics Applied Mathematics
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