spTimer: Spatio-Temporal Bayesian Modelling Using R

Fits, spatially predicts and temporally forecasts large amounts of space-time data using [1] Bayesian Gaussian Process (GP) Models, [2] Bayesian Auto-Regressive (AR) Models, and [3] Bayesian Gaussian Predictive Processes (GPP) based AR Models for spatio-temporal big-n problems.

Author
K. Shuvo Bakar & Sujit K. Sahu
Date of publication
2015-08-18 08:56:00
Maintainer
Shuvo Bakar <shuvo.bakar@gmail.com>
License
GPL (>= 2)
Version
2.0-1

View on CRAN

Man pages

confint.spT
Credible intervals for model parameters.
fitted.spT
Extract model fitted values.
NYdata
Observations of ozone concentration levels, maximum...
plot.spT
Plots for spTimer output.
predict.spT
Spatial and temporal predictions for the spatio-temporal...
spT.check.locations
Distance Monitoring Function
spT.decay
Choice for sampling spatial decay parameter phi.
spT.geodist
Geodetic/geodesic Distance
spT.Gibbs
MCMC sampling for the spatio-temporal models.
spT.grid.coords
Grid Coordinates
spTimer-internal
Service functions and some undocumented functions for the...
spTimer-package
Spatio-Temporal Bayesian Modelling using R
spT.initials
Initial values for the spatio-temporal models.
spT.keep.morethan.dist
Present one coordinate in a defined area for presentation
spT.pCOVER
Nominal Coverage
spT.priors
Priors for the spatio-temporal models.
spT.segment.plot
Utility plot for prediction/forecast
spT.subset
Select a subset of Spatial data.
spT.time
Timer series information.
spT.validation
Validation Commands
summary.spT
Summary statistics of the parameters.

Files in this package

spTimer
spTimer/inst
spTimer/inst/CITATION
spTimer/inst/ChangeLog
spTimer/src
spTimer/src/main_gp.h
spTimer/src/header.h
spTimer/src/gibbs_ar.c
spTimer/src/equation_xb_gpp.c
spTimer/src/common.h
spTimer/src/gibbs_gpp.c
spTimer/src/forecast_xb_gp.c
spTimer/src/equation_xb_ar.c
spTimer/src/equation_xb_gp.c
spTimer/src/main_ar.h
spTimer/src/prediction_xb_ar.c
spTimer/src/forecast_xb_gpp.c
spTimer/src/main_gpp.h
spTimer/src/common.c
spTimer/src/prediction_xb_gp.c
spTimer/src/mathematics.h
spTimer/src/forecast_xb_ar.c
spTimer/src/gibbs_gp.c
spTimer/src/Print.h
spTimer/src/covariance.h
spTimer/src/covariance.c
spTimer/src/randgenerator.h
spTimer/src/randgenerator.c
spTimer/src/mathematics.c
spTimer/src/prediction_xb_gpp.c
spTimer/NAMESPACE
spTimer/demo
spTimer/demo/00Index
spTimer/demo/nyExample.R
spTimer/data
spTimer/data/NYgrid.txt.gz
spTimer/data/NYdata.txt.gz
spTimer/R
spTimer/R/spGP.r
spTimer/R/spAR.r
spTimer/R/spTfnc.R
spTimer/R/useful_commands.R
spTimer/R/spTimer.R
spTimer/R/spGPP.r
spTimer/MD5
spTimer/DESCRIPTION
spTimer/man
spTimer/man/confint.spT.Rd
spTimer/man/NYdata.Rd
spTimer/man/summary.spT.Rd
spTimer/man/spT.time.Rd
spTimer/man/spT.segment.plot.Rd
spTimer/man/spT.check.locations.Rd
spTimer/man/spT.keep.morethan.dist.Rd
spTimer/man/spT.geodist.Rd
spTimer/man/spT.grid.coords.Rd
spTimer/man/spT.Gibbs.Rd
spTimer/man/fitted.spT.Rd
spTimer/man/spT.decay.Rd
spTimer/man/spT.validation.Rd
spTimer/man/predict.spT.Rd
spTimer/man/plot.spT.Rd
spTimer/man/spTimer-internal.Rd
spTimer/man/spT.subset.Rd
spTimer/man/spTimer-package.Rd
spTimer/man/spT.initials.Rd
spTimer/man/spT.pCOVER.Rd
spTimer/man/spT.priors.Rd