spatial.gev.bma: Hierarchical spatial generalized extreme value (GEV) modeling with Bayesian Model Averaging (BMA)

This package fits a hierarchical spatial model for the generalized extreme value distribution with the option of model averaging over the space of covariates.

Author
Alex Lenkoski
Date of publication
2014-05-21 16:58:48
Maintainer
Alex Lenkoski <alex@nr.no>
License
GPL
Version
1.0

View on CRAN

Man pages

dmvnorm
Log density of a multivariate normal distribution
f.double.prime
Second derivative of the posterior distribution of a spatial...
f.prime
First derivative of the posterior of a spatial GEV model with...
g.double.prime
The second derivative of a GEV distribution with respect to a...
gev.crps
Compute the Continuous Rank Probability Score (CRPS)
gev.impute
Given the output of the MCMC, return a number of samples for...
gev.init
Initilizes a state object for a Spatial GEV distribution
gev.like
The log likelihood of a GEV distribution
gev.logscore
Compute the Log Score
gev.process.results
Outputs some tables from the results of Spatial GEV MCMC run
gev.results.init
Initialize a results object for spatial.bma.gev
gev.update
Updates all the parameters in a spatial GEV model
gev.update.hyper
Updates the Gaussian Process hyperparameters in the Spatial...
gev.update.lambda
Update the lambda parameter in a Gaussian Process
gev.update.M
Sample a new model from the current model for any linear...
gev.update.tau.kappa
Update the random effects of the precision parameter in a...
gev.update.tau.mu
Internal function to update the random effects of the...
gev.update.tau.xi
Update the random effects for the shape parameter in a...
gev.update.theta
Update the linear parameters in a spatial GEV model
gev.z.p
Calculate the 1/p return level for a GEV distribution
gp.like.lambda
The likelihood of a Gaussian process used to initialize the...
g.prime
The first derivative of the posterior density of a spatial...
j.double.prime
The second derivative of a spatial GEV with respect to a...
j.prime
The first derivative of the posterior density of a spatial...
l.double.prime
The second derivative of a Gaussian process with respect to...
logdet
Returns the log determinant for a symmetric positive definite...
l.prime
First derivative of a GP with respect to lambda
make.D
Form the distance matrix for use in a Gaussian Process
norway
Extreme Precipitation Data at 69 Sites in Norway
spatial.gev.bma
Run an MCMC to fit a hierarchical spatial generalized extreme...
spatial.gev.bma-package
Fit a Hierarchical Spatial Generalized Extreme Value model...

Files in this package

spatial.gev.bma
spatial.gev.bma/NAMESPACE
spatial.gev.bma/data
spatial.gev.bma/data/norway.RData
spatial.gev.bma/R
spatial.gev.bma/R/gev.R
spatial.gev.bma/MD5
spatial.gev.bma/DESCRIPTION
spatial.gev.bma/man
spatial.gev.bma/man/gp.like.lambda.Rd
spatial.gev.bma/man/gev.impute.Rd
spatial.gev.bma/man/gev.init.Rd
spatial.gev.bma/man/f.double.prime.Rd
spatial.gev.bma/man/gev.results.init.Rd
spatial.gev.bma/man/g.double.prime.Rd
spatial.gev.bma/man/gev.update.hyper.Rd
spatial.gev.bma/man/g.prime.Rd
spatial.gev.bma/man/gev.update.lambda.Rd
spatial.gev.bma/man/gev.logscore.Rd
spatial.gev.bma/man/gev.update.Rd
spatial.gev.bma/man/gev.update.tau.mu.Rd
spatial.gev.bma/man/l.double.prime.Rd
spatial.gev.bma/man/j.double.prime.Rd
spatial.gev.bma/man/spatial.gev.bma-package.Rd
spatial.gev.bma/man/gev.update.M.Rd
spatial.gev.bma/man/gev.z.p.Rd
spatial.gev.bma/man/gev.update.tau.xi.Rd
spatial.gev.bma/man/gev.crps.Rd
spatial.gev.bma/man/f.prime.Rd
spatial.gev.bma/man/gev.update.tau.kappa.Rd
spatial.gev.bma/man/make.D.Rd
spatial.gev.bma/man/logdet.Rd
spatial.gev.bma/man/norway.Rd
spatial.gev.bma/man/l.prime.Rd
spatial.gev.bma/man/j.prime.Rd
spatial.gev.bma/man/dmvnorm.Rd
spatial.gev.bma/man/gev.like.Rd
spatial.gev.bma/man/gev.update.theta.Rd
spatial.gev.bma/man/gev.process.results.Rd
spatial.gev.bma/man/spatial.gev.bma.Rd