Package index

Core spatial models

spLM()

Function for fitting univariate Bayesian spatial regression models

spGLM()

Function for fitting univariate Bayesian generalized linear spatial regression models

spMvLM()

Function for fitting multivariate Bayesian spatial regression models

spMvGLM()

Function for fitting multivariate Bayesian generalized linear spatial regression models

spSVC()

Function for fitting univariate Bayesian spatially-varying coefficient regression models

spDynLM()

Function for fitting univariate Bayesian dynamic space-time regression models

Prediction, recovery, and diagnostics

spPredict()

Function for new locations given a model object

spRecover()

Function for recovering regression coefficients and spatial random effects for spLM, spMvLM, spMisalignLM, spSVC using composition sampling

spDiag()

Model fit diagnostics

mkSpCov()

Function for calculating univariate and multivariate covariance matrices

mkMvX()

Make a multivariate design matrix

iDist()

Euclidean distance matrix

pointsInPoly()

Finds points in a polygon

Bayesian regression utilities

bayesLMRef()

Simple Bayesian linear model with non-informative priors

bayesGeostatExact()

Simple Bayesian spatial linear model with fixed semivariogram parameters

bayesLMConjugate()

Simple Bayesian linear model via the Normal/inverse-Gamma conjugate

adaptMetropGibbs()

Adaptive Metropolis within Gibbs algorithm

Misaligned data models

spMisalignLM()

Function for fitting multivariate Bayesian spatial regression models to misaligned data

spMisalignGLM()

Function for fitting multivariate generalized linear Bayesian spatial regression models to misaligned data

Data

BEF.dat

Bartlett Experimental Forest inventory data

FBC07.dat

Synthetic multivariate data with spatial and non-spatial variance structures

FORMGMT.dat

Data used for illustrations

NETemp.dat

Monthly weather station temperature data across the Northeastern US

NYOzone.dat

Observations of ozone concentration levels.

PM10.dat

Observed and modeled PM10 concentrations across Europe

SVCMvData.dat

Synthetic data from a space-varying coefficients model

WEF.dat

Western Experimental Forest inventory data

Zurich.dat

Zurichberg Forest inventory data

PM10.poly

European countries used in PM10.dat