constrainedKriging: Constrained, Covariance-Matching Constrained and Universal Point or Block Kriging

Provides functions for efficient computation of non-linear spatial predictions with local change of support (Hofer, C. and Papritz, A. (2011) "constrainedKriging: An R-package for customary, constrained and covariance-matching constrained point or block kriging" <doi:10.1016/j.cageo.2011.02.009>). This package supplies functions for two-dimensional spatial interpolation by constrained (Cressie, N. (1993) "Aggregation in geostatistical problems" <doi:10.1007/978-94-011-1739-5_3>), covariance-matching constrained (Aldworth, J. and Cressie, N. (2003) "Prediction of nonlinear spatial functionals" <doi:10.1016/S0378-3758(02)00321-X>) and universal (external drift) Kriging for points or blocks of any shape from data with a non-stationary mean function and an isotropic weakly stationary covariance function. The linear spatial interpolation methods, constrained and covariance-matching constrained Kriging, provide approximately unbiased prediction for non-linear target values under change of support. This package extends the range of tools for spatial predictions available in R and provides an alternative to conditional simulation for non-linear spatial prediction problems with local change of support.

Version: 0.2-7
Depends: R (≥ 2.9), sp (≥ 0.9-60)
Imports: graphics, grDevices, methods, parallel, sf (≥ 1.0-14), spatialCovariance (≥ 0.6-4), stats
Suggests: spdep (≥ 0.5-43)
Published: 2023-12-19
DOI: NA
Author: Christoph Hofer [aut], Andreas Papritz [ctb, cre]
Maintainer: Andreas Papritz <papritz at retired.ethz.ch>
License: GPL-2 | GPL-3 [expanded from: GPL (≥ 2)]
NeedsCompilation: yes
Citation: constrainedKriging citation info
In views: Spatial
CRAN checks: constrainedKriging results

Documentation:

Reference manual: constrainedKriging.pdf

Downloads:

Package source: constrainedKriging_0.2-7.tar.gz
Windows binaries: r-devel: constrainedKriging_0.2-7.zip, r-release: constrainedKriging_0.2-7.zip, r-oldrel: constrainedKriging_0.2-7.zip
macOS binaries: r-release (arm64): constrainedKriging_0.2-7.tgz, r-oldrel (arm64): constrainedKriging_0.2-7.tgz, r-release (x86_64): constrainedKriging_0.2-7.tgz, r-oldrel (x86_64): constrainedKriging_0.2-7.tgz
Old sources: constrainedKriging archive

Reverse dependencies:

Reverse imports: georob

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