Dual kriging
unageek edited this page Mar 18, 2024
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Polatory can perform kriging prediction using RBF interpolation, known as dual kriging. Dual kriging solves the same problem as kriging but in a far more efficient way, and both methods should produce the same results. Here is the correspondence between the concepts of the both worlds:
Kriging | RBF interpolation |
---|---|
Prediction | Interpolation (fitting + evaluation) |
Covariance function | Positive definite basic function |
Generalized covariance function of order k | Conditionally positive definite basic function of order k + 1 |
Nugget effect model | Regularization/smoothing |
Simple kriging | Interpolant with no polynomial |
Ordinary kriging | Interpolant with a polynomial of degree 0 |
Universal kriging with polynomial trend | Interpolant with a polynomial of degree ≥ 1 |
Weights | (Not computed) |
Kriging variance | (Not computed) |
For the list of available (generalized) covariance functions, see List of basic functions.
- J. Chilès and P. Delfiner, Geostatistics: Modeling Spatial Uncertainty, Wiley Series in Probability and Statistics (2012). https://doi.org/10.1002/9781118136188