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Smoothing and interpolation by kriging and with splines
Authors:G S Watson
Institution:(1) Department of Statistics, Princeton University, 08540 Princeton, NJ, USA
Abstract:Let scalar measurements at distinct points x1, ctdot, xn be y1, ctdot, 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.
Keywords:kriging  splines  interpolation  smoothing  prediction  Green's function
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