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In this work, some properties of the L2-deviations of the Nadaraya–Watson variogram estimators are analyzed, for both the anisotropic and the isotropic settings. Their convergence in distribution is established, which provides the basis for addressing practical problems, such as the construction of goodness of fit tests for the variogram and, therefore, for modeling the spatial dependence. However,...
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