Package: georob 0.3-20
Andreas Papritz
georob: Robust Geostatistical Analysis of Spatial Data
Provides functions for efficiently fitting linear models with spatially correlated errors by robust (Kuensch et al. (2011) <doi:10.3929/ethz-a-009900710>) and Gaussian (Harville (1977) <doi:10.1080/01621459.1977.10480998>) (Restricted) Maximum Likelihood and for computing robust and customary point and block external-drift Kriging predictions (Cressie (1993) <doi:10.1002/9781119115151>), along with utility functions for variogram modelling in ad hoc geostatistical analyses, model building, model evaluation by cross-validation, (conditional) simulation of Gaussian processes (Davies and Bryant (2013) <doi:10.18637/jss.v055.i09>), unbiased back-transformation of Kriging predictions of log-transformed data (Cressie (2006) <doi:10.1007/s11004-005-9022-8>).
Authors:
georob_0.3-20.tar.gz
georob_0.3-20.tar.gz(r-4.5-noble)georob_0.3-20.tar.gz(r-4.4-noble)
georob_0.3-20.tgz(r-4.4-emscripten)georob_0.3-20.tgz(r-4.3-emscripten)
georob.pdf |georob.html✨
georob/json (API)
NEWS
| # Install 'georob' in R: |
| install.packages('georob', repos = c('https://cran.r-universe.dev', 'https://cloud.r-project.org')) |
This package does not link to any Github/Gitlab/R-forge repository. No issue tracker or development information is available.
Last updated 12 days agofrom:ac87e8481b. Checks:OK: 2. Indexed: yes.
| Target | Result | Date |
|---|---|---|
| Doc / Vignettes | OK | Sep 06 2024 |
| R-4.5-linux | OK | Sep 06 2024 |
Exports:bwd.transfcompresscondsimcontrol.condsimcontrol.fit.variogram.modelcontrol.georobcontrol.nleqslvcontrol.nlminbcontrol.optimcontrol.pcmpcontrol.predict.georobcontrol.rqcvdefault.anisodefault.fit.anisodefault.fit.paramdfwd.transfexpandfit.variogram.modelfixed.effectsfixeffwd.transfgencorrgeorobKlgnpplmrob.controlparam.boundsparam.namesparam.transfpmmprofilelogLikrandom.effectsranefsample.variogramstepvalidate.predictionswaldtest
Dependencies:abindclassclassIntconstrainedKrigingDBIDEoptimRdotCall64e1071fieldsKernSmoothlatticelmtestmagrittrmapsMASSMatrixMatrixModelsnleqslvnlmeproxyquantregRcpprobustbases2sfsnowsnowfallspspamSparseMspatialCovariancesurvivalunitsviridisLitewkzoo
Readme and manuals
Help Manual
| Help page | Topics |
|---|---|
| The georob Package | georob-package georobIntro georobPackage |
| Compact Storage of Symmetric and Triangular Matrices | compress expand |
| Control Parameters for georob | bwd.transf control.georob control.nleqslv control.nlminb control.optim control.rq dfwd.transf fwd.transf param.transf |
| Generic Cross-validation | cv |
| Cross-Validating a Spatial Linear Model Fitted by 'georob' | cv.georob |
| Setting Default Values of Variogram Parameters | default.aniso default.fit.aniso default.fit.param |
| Elevation Data | elevation |
| Fitting Model Functions to Sample Variograms | control.fit.variogram.model fit.variogram.model lines.fitted.variogram print.fitted.variogram print.summary.fitted.variogram summary.fitted.variogram |
| Variogram Models | gencorr |
| Robust Fitting of Spatial Linear Models | georob |
| S3 Methods for Stepwise Building Fixed-Effects Models for Class 'georob' | add1.georob deviance.georob drop1.georob extractAIC.georob georobModelBuilding logLik.georob step step.default step.georob waldtest waldtest.georob |
| Fitted georob Object | georobObject |
| Common S3 Methods for Class 'georob' | coef.georob fixed.effects fixed.effects.georob fixef fixef.georob georobMethods georobS3methods model.frame.georob model.matrix.georob nobs.georob print.coef.georob print.georob print.summary.georob random.effects random.effects.georob ranef ranef.georob resid.georob residuals.georob rstandard.georob summary.georob vcov.georob |
| Simulating Realizations of Gaussian Processes | condsim control.condsim georobSimulation |
| Unbiased Back-Transformations for Log-normal Kriging | lgnpp |
| Names and Permissible Ranges of Variogram Parameters | param.bounds param.names |
| Plot Methods for Class 'georob' | lines.georob plot.georob |
| Parallelized Matrix Multiplication | control.pcmp pmm |
| Predict Method for Robustly Fitted Spatial Linear Models | control.predict.georob predict.georob |
| Profile Likelihood | profilelogLik |
| Re-Exported Functions from R package imports | K lmrob.control |
| Computing (Robust) Sample Variograms of Spatial Data | plot.sample.variogram print.summary.sample.variogram sample.variogram sample.variogram.default sample.variogram.formula sample.variogram.georob summary.sample.variogram |
| Summary Statistics of (Cross-)Validation Prediction Errors | plot.cv.georob print.cv.georob print.summary.cv.georob summary.cv.georob validate.predictions |
| Wolfcamp Aquifer Data | wolfcamp |