We study the weak convergence (in the high-frequency limit) of the parameter estimators of power spectrum coefficients associated with spherical and isotropic Gaussian random fields. In particular, we introduce a Whittle-type approximate maximum likelihood estimator and we investigate its asympotic weak consistency and Gaussianity, in both parametric and semiparametric cases.
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