The aim of this work is to provide procedures to check if the theoretical semivariogram of an intrinsic and isotropic random process follows a parametric model. For this purpose, several tests based on measuring the L2 distance between the parametric fit and a nonparametric kernel semivariogram are proposed, which are proved to have normal limit distributions
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