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Correcting the Smoothing Effect of Ordinary Kriging Estimates
Authors:Jorge Kazuo Yamamoto
Institution:(1) Department of Environmental and Sedimentary Geology, Institute of Geosciences, University of Sao Paulo, Rua do Lago, 562, CEP 05.508-900, Sao Paulo, SP, Brazil
Abstract:The smoothing effect of ordinary kriging is a well-known dangerous effect associated with this estimation technique. Consequently kriging estimates do not reproduce both histogram and semivariogram model of sample data. A four-step procedure for correcting the smoothing effect of ordinary kriging estimates is shown to be efficient for the reproduction of histogram and semivariogram without loss of local accuracy. Furthermore, this procedure provides a unique map sharing both local and global accuracies. Ordinary kriging with a proper correction for smoothing effect can be revitalized as a reliable estimation method that allows a better use of the available information.
Keywords:smoothing effect  global accuracy  interpolation variance  ordinary kriging
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