On the estimation of the spectral density for continuous spatial processes |
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Authors: | Rosa M. Crujeiras Rubén Fernández-Casal |
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Affiliation: | 1. Department of Statistics and OR , University of Santiago de Compostela , 15782, Spain rosa.crujeiras@usc.es;3. Department of Mathematics , University of A Coru?a , A Coru?a, Spain |
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Abstract: | In this work, we study the asymptotic properties of smoothed nonparametric kernel spectral density estimators for the spatial spectral density. We consider the case of continuous stationary spatial processes under a shrinking asymptotic framework. Expressions for the bias and the covariance structure are obtained and the implications for the edge effect bias of the choice of the kernel, bandwidth and spacing parameter in the design are also discussed, both for tapered and untapered estimates. Results are illustrated with a simulation study. |
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Keywords: | spatial spectral density continuous spatial process nonparametric estimation periodogram edge-effect tapering |
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