spectralGP: Approximate Gaussian Processes Using the Fourier Basis
Version 1.3.3

Routines for creating, manipulating, and performing Bayesian inference about Gaussian processes in one and two dimensions using the Fourier basis approximation: simulation and plotting of processes, calculation of coefficient variances, calculation of process density, coefficient proposals (for use in MCMC). It uses R environments to store GP objects as references/pointers.

AuthorChris Paciorek <paciorek@alumni.cmu.edu>
Date of publication2015-07-01 06:11:48
MaintainerChris Paciorek <paciorek@alumni.cmu.edu>
LicenseGPL (>= 2)
Version1.3.3
URL http://www.jstatsoft.org/v19/a2
Package repositoryView on CRAN
InstallationInstall the latest version of this package by entering the following in R:
install.packages("spectralGP")

Popular man pages

expand.gpgrid.gp: Calculate grid locations for a spectral GP object.
gp: Create a new GP object
is.gp: Test if object is a spectral GP
logdensity.gp: Calculates log prior density of a spectral GP object
matern.specdens: Matern correlation spectral density function
print.gp: Spectral GP default print statement
rdist.earth: Great circle distance matrix
See all...

All man pages Function index File listing

Man pages

add.blocks.gp: Adds coefficient block structure to a spectral GP object
calc.variances.gp: Calculates prior variances of coefficients in a spectral GP...
change.param.gp: Changes correlation function parameter values of a spectral...
copy.gp: Copy a spectral GP object.
expand.gpgrid.gp: Calculate grid locations for a spectral GP object.
getgrid.gp: Calculates the gridpoints in a spectral GP object
Gibbs.sample.coeff.gp: Samples new coeffients via Gibbs sampling in a spectral GP...
gp: Create a new GP object
Hastings.coeff.gp: Calculates Hastings value of coefficients
image.plot: Draws image plot with a legend strip for the color scale.
is.gp: Test if object is a spectral GP
lines.gp: Add a line plot for a one-dimensional process based on a...
logdensity.gp: Calculates log prior density of a spectral GP object
lonlat2xy: Projects lon/lat coordinates to x/y Euclidean coordinate...
matern.specdens: Matern correlation spectral density function
names.gp: The names of the elements of a GP object
new.mapping: Map arbitrary locations to gridpoints of spectral GP object
plot.gp: Plot a process based on a spectral GP object
points.gp: Add points for a one-dimensional process based on a spectral...
predict.gp: Prediction from a spectral GP object
print.gp: Spectral GP default print statement
propose.coeff.gp: Proposes new coeffients in a spectral GP object.
rdist.earth: Great circle distance matrix
simulate.gp: Simulates a process realization from a spectral GP object
spectralGP: spectralGP - tools for specifying Gaussian processes using...
spectralGP-generic: spectralGP generic functions
updateprocess.gp: Recalculate process values in a spectral GP object
xy2unit: Scales locations to the unit hypercube for use in spectral GP
zero.coeff.gp: Sets coefficients to zero in a spectral GP object

Functions

Files

inst
inst/CITATION
NAMESPACE
NEWS
R
R/gp.R
R/logdensity.R
R/print.gp.R
R/copy.R
R/onLoad.R
R/calc.variances.R
R/propose.coeff.gp.R
R/is.gp.R
R/expand.gpgrid.R
R/image.plot.R
R/logdensity.gp.R
R/expand.gpgrid.gp.R
R/rdist.earth.R
R/lonlat2xy.R
R/propose.coeff.R
R/names.gp.R
R/Gibbs.sample.coeff.gp.R
R/xy2unit.R
R/change.param.gp.R
R/new.mapping.R
R/Gibbs.sample.coeff.R
R/copy.gp.R
R/updateprocess.R
R/image.plot.info.R
R/predict.gp.R
R/zero.coeff.R
R/matern.specdens.R
R/Hastings.coeff.R
R/getgrid.gp.R
R/zero.coeff.gp.R
R/plot.gp.R
R/add.blocks.gp.R
R/simulate.R
R/points.gp.R
R/calc.variances.gp.R
R/lines.gp.R
R/simulate.gp.R
R/getgrid.R
R/add.blocks.R
R/image.plot.plt.R
R/Hastings.coeff.gp.R
R/updateprocess.gp.R
R/change.param.R
MD5
DESCRIPTION
man
man/gp.Rd
man/points.gp.Rd
man/spectralGP.Rd
man/updateprocess.gp.Rd
man/xy2unit.Rd
man/image.plot.Rd
man/propose.coeff.gp.Rd
man/add.blocks.gp.Rd
man/matern.specdens.Rd
man/copy.gp.Rd
man/Gibbs.sample.coeff.gp.Rd
man/rdist.earth.Rd
man/logdensity.gp.Rd
man/Hastings.coeff.gp.Rd
man/simulate.gp.Rd
man/is.gp.Rd
man/plot.gp.Rd
man/new.mapping.Rd
man/change.param.gp.Rd
man/predict.gp.Rd
man/expand.gpgrid.gp.Rd
man/calc.variances.gp.Rd
man/spectralGP-generic.Rd
man/lonlat2xy.Rd
man/lines.gp.Rd
man/print.gp.Rd
man/zero.coeff.gp.Rd
man/getgrid.gp.Rd
man/names.gp.Rd
spectralGP documentation built on May 19, 2017, 1:42 p.m.

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