ramps: Bayesian Geostatistical Modeling with RAMPS

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Bayesian geostatistical modeling of Gaussian processes using a reparameterized and marginalized posterior sampling (RAMPS) algorithm designed to lower autocorrelation in MCMC samples. Package performance is tuned for large spatial datasets.

Author
Brian J Smith [aut, cre], Jun Yan [aut], Mary Kathryn Cowles [aut]
Date of publication
2016-06-29 23:30:36
Maintainer
Brian J Smith <brian-j-smith@uiowa.edu>
License
GPL-2
Version
0.6-14
URLs

View on CRAN

Man pages

corRCauchy
Cauchy Spatial Correlation Structure
corRClasses
Spatial Correlation Structure Classes
corRExp
Exponential Spatial Correlation Structure
corRExp2
Non-Separable Exponential Spatio-Temporal Correlation...
corRExpwr
Powered Exponential Spatial Correlation Structure
corRExpwr2
Non-Separable Powered Exponential Spatio-Temporal Correlation...
corRExpwr2Dt
Non-Separable Temporally Integrated Powered Exponential...
corRGaus
Gaussian Spatial Correlation Structure
corRGneit
Gneiting Spatial Correlation Structure
corRLin
Linear Spatial Correlation Structure
corRMatern
Matern Spatial Correlation Structure
corRSpher
Spherical Spatial Correlation Structure
corRWave
Sine Wave Spatial Correlation Structure
DIC
Deviance Information Criterion
expand.chain
Expand MCMC Samples for georamps Model Fits
genUSStateGrid
Generating a Grid over a US State
genUSStateSites
Generating Random Sites in a US State
georamps
Bayesian Geostatistical Model Fitting with RAMPS
NURE
Dataset of USGS NURE Uranium Measurements
param
Initialization of georamps Model Parameters
plot
Posterior Spatial Distribution Plots
predict.ramps
Prediction Method for georamps Model Fits
ramps.control
Auxiliary for Controlling georamps Model Fitting
simJSS
Dataset of Simulated Measurements from JSS Publication
summary.ramps
Posterior Summaries of georamps Model Fits
window
Subsetting of MCMC Sampler Results

Files in this package

ramps
ramps/inst
ramps/inst/CITATION
ramps/NAMESPACE
ramps/data
ramps/data/simJSS.rda
ramps/data/NURE.rda
ramps/R
ramps/R/DIC.R
ramps/R/utils.R
ramps/R/corStruct.R
ramps/R/graphics.R
ramps/R/control.R
ramps/R/predict.R
ramps/R/georamps.R
ramps/R/mpdensity.R
ramps/R/simplex.R
ramps/R/engine.R
ramps/R/mpdpred.R
ramps/MD5
ramps/DESCRIPTION
ramps/man
ramps/man/corRExp.Rd
ramps/man/georamps.Rd
ramps/man/corRSpher.Rd
ramps/man/DIC.Rd
ramps/man/NURE.Rd
ramps/man/param.Rd
ramps/man/corRExpwr2.Rd
ramps/man/window.Rd
ramps/man/predict.ramps.Rd
ramps/man/corRClasses.Rd
ramps/man/summary.ramps.Rd
ramps/man/corRGneit.Rd
ramps/man/simJSS.Rd
ramps/man/corRCauchy.Rd
ramps/man/corRMatern.Rd
ramps/man/corRGaus.Rd
ramps/man/ramps.control.Rd
ramps/man/corRExpwr.Rd
ramps/man/corRWave.Rd
ramps/man/corRLin.Rd
ramps/man/genUSStateGrid.Rd
ramps/man/expand.chain.Rd
ramps/man/genUSStateSites.Rd
ramps/man/corRExpwr2Dt.Rd
ramps/man/plot.Rd
ramps/man/corRExp2.Rd