Smoothing and interpolation by kriging and with splines |
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Authors: | G. S. Watson |
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Affiliation: | (1) Department of Statistics, Princeton University, 08540 Princeton, NJ, USA |
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Abstract: | Let scalar measurements at distinct points x1, , xnbe y1, , yn.We may look for a smooth function f(x)that goes through or near the points (xi, yi).Kriging assumes f(x)is a random function with known (possibly estimable) covariance function (in the simplest case). Splines assume a definition of the smoothness of a nonrandom function f(x).An elementary explanation is given of the fact that spline approximations are special cases of the solution of a kriging problem. |
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Keywords: | kriging splines interpolation smoothing prediction Green's function |
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