Package: constrainedKriging 0.2-8

Andreas Papritz

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.

Authors:Christoph Hofer [aut], Andreas Papritz [ctb, cre]

constrainedKriging_0.2-8.tar.gz
constrainedKriging_0.2-8.tar.gz(r-4.5-noble)constrainedKriging_0.2-8.tar.gz(r-4.4-noble)
constrainedKriging_0.2-8.tgz(r-4.4-emscripten)constrainedKriging_0.2-8.tgz(r-4.3-emscripten)
constrainedKriging.pdf |constrainedKriging.html
constrainedKriging/json (API)

# Install 'constrainedKriging' in R:
install.packages('constrainedKriging', repos = c('https://cran.r-universe.dev', 'https://cloud.r-project.org'))

Peer review:

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This package does not link to any Github/Gitlab/R-forge repository. No issue tracker or development information is available.

10 exports 0.49 score 16 dependencies 1 dependents 14 scripts 391 downloads

Last updated 24 days agofrom:5507cea1b1. Checks:OK: 2. Indexed: yes.

TargetResultDate
Doc / VignettesOKAug 25 2024
R-4.5-linux-x86_64OKAug 25 2024

Exports:ck.colorsCKrigecovmodelcovmodellistf.point.block.covKpreCKrigepreCKrigePointspreCKrigePolygonsshow

Dependencies:classclassIntDBIe1071KernSmoothlatticemagrittrMASSproxyRcpps2sfspspatialCovarianceunitswk

Readme and manuals

Help Manual

Help pageTopics
Nonlinear Spatial Kriging Predictions under Change of SupportconstrainedKriging-package constrainedKriging
Colour Paletteck.colors
Constrained, Covariance-matching Constrained and Universal KrigingCKrige CKrige,formula,data.frame,formula,preCKrigePoints-method CKrige,formula,data.frame,formula,preCKrigePolygons-method CKrige-methods CKrige.points CKrige.polygons print.CKrige.exout.points print.CKrige.exout.polygons summary.CKrige.exout.points summary.CKrige.exout.polygons
Create isotropic covariance modelcovmodel covmodellist print.covmodel
Meuse blockmeuse.blocks
Plotting a Polygon Neighbourhood Configurationplot.preCKrigePolygons
Spatial Variance-Covariance Matrices for Sets of Points and PolygonspreCKrige preCKrige,SpatialPoints,ANY,covmodel-method preCKrige,SpatialPointsDataFrame,ANY,covmodel-method preCKrige,SpatialPolygons,ANY,covmodel-method preCKrige,SpatialPolygonsDataFrame,ANY,covmodel-method preCKrige-methods preCKrige.points preCKrige.pointsDF preCKrige.polygons preCKrige.polygonsDF
Class "preCKrigePoints"preCKrigePoints preCKrigePoints-class print.preCKrigePoints show,preCKrigePoints-method summary.preCKrigePoints
Class preCKrigePolygonspreCKrigePolygons preCKrigePolygons-class print.preCKrigePolygons show,preCKrigePolygons-method show-methods summary.preCKrigePolygons