SpatialExtremes: Modelling Spatial Extremes

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Tools for the statistical modelling of spatial extremes using max-stable processes, copula or Bayesian hierarchical models.

Author
Mathieu Ribatet [aut, cre], Richard Singleton [ctb], R Core team [ctb]
Date of publication
2016-10-18 15:33:10
Maintainer
Mathieu Ribatet <mathieu.ribatet@umontpellier.fr>
License
GPL (>= 2)
Version
2.0-2
URLs

View on R-Forge

Man pages

anova
Anova Tables
concprob
Pairwise empirical and extremal concurrence probabilities
concurrencemap
Maps of concurrence probabilities/expected concurrence cell...
condmap
Produces a conditional 2D map from a fitted max-stable...
condrgp
Conditional simulation of Gaussian random fields
condrmaxlin
Conditional simulation of max-linear random fields
condrmaxstab
Conditional simulation of max-stable processes
covariance
Defines and computes covariance functions
cv
Estimates the penalty coefficient from the cross-validation...
DIC
Deviance Information Criterion
distances
Computes distance between pairs of locations
extcoeff
Plots the extremal coefficient
extcoeffemp
Non parametric estimators of the extremal coefficient...
fitcopula
Fit a copula-based model to spatial extremes
fitcovariance
Estimates the covariance function for the Schlather's model
fitcovmat
Estimates the covariance matrix for the Smith's model
fitmaxstab
Fits a max-stable process to data
fitspatgev
MLE for a spatial GEV model
fmadogram
Computes the F-madogram
gcv
Estimates the penalty coefficient from the generalized...
GEV
The Generalized Extreme Value Distribution
gev2frech
Transforms GEV data to unit Frechet ones and vice versa
GPD
The Generalized Pareto Distribution
internals
Internal functions and methods for the maxstable package.
kriging
Simple kriging interpolation
latentVariable
Bayesian hierarchical models for spatial extremes
lmadogram
Computes the lambda-madogram
logLik
Extracts Log-Likelihood
lsmaxstab
Estimates the spatial dependence parameter of a max-stable...
madogram
Computes madograms
map
Produces a 2D map from a fitted max-stable process
map.latent
Two dimensional map from a Bayesian hierarchical model
modeldef
Define a model for the spatial behaviour of the GEV...
plot.copula
Model checking of a fitted copula based model.
plot.maxstab
Model checking of a fitted max-stable model
predict
Prediction of the marginal parameters for various models
print
Printing objects of classes defined in the SpatialExtreme...
profile2d.maxstab
Method for profiling (in 2d) fitted max-stable objects
profile.maxstab
Method for profiling fitted max-stable objects
qqextcoeff
QQ-plot for the extremal coefficient
qqgev
QQ-plot for the GEV parameters
rainfall
Summer annual maxima precipitation in Switzerland
rb
Creates a model using penalized smoothing splines
rbpspline
Fits a penalized spline with radial basis functions to data
rcopula
Simulation from copula based models with unit Frechet margins
rgp
Gaussian Random Fields Simulation
rmaxlin
Simulation from max-linear models
simmaxstab
Simulation of Max-Stable Random Fields
SpatialExtremes-package
Analysis of Spatial Extremes
swiss
Map of the Switzerland.
swissalt
Elevation in Switzerland
symbolplot
Detecting spatial trends graphically
TIC
Takeuchi's information criterion
univfit
Fits univariate extreme value distributions to data
USHCNTemp
Summer/Winter annual maxima/minima temperature in continental...
variogram
Empirical variogram
vdc
Van der Corput Sequence
windgust
Annual maxima wind gusts in the Netherlands.

Files in this package

SpatialExtremes/ChangeLog
SpatialExtremes/DESCRIPTION
SpatialExtremes/NAMESPACE
SpatialExtremes/NEWS
SpatialExtremes/R
SpatialExtremes/R/brownresnick.R
SpatialExtremes/R/circulant.R
SpatialExtremes/R/concurrence.R
SpatialExtremes/R/condSimMaxStab.R
SpatialExtremes/R/conditionalSim.R
SpatialExtremes/R/copula.R
SpatialExtremes/R/covariance.R
SpatialExtremes/R/exploratoryAnalysis.R
SpatialExtremes/R/extcoeff.R
SpatialExtremes/R/extremalt.R
SpatialExtremes/R/fitcovmat.R
SpatialExtremes/R/fitmaxstable.R
SpatialExtremes/R/geomgauss.R
SpatialExtremes/R/kriging.R
SpatialExtremes/R/latentVariable.R
SpatialExtremes/R/madogram.R
SpatialExtremes/R/maxLinear.R
SpatialExtremes/R/methods.R
SpatialExtremes/R/modelChecking.R
SpatialExtremes/R/modeldef.R
SpatialExtremes/R/plots.R
SpatialExtremes/R/predict.R
SpatialExtremes/R/profile.R
SpatialExtremes/R/psplines.R
SpatialExtremes/R/randomlines.R
SpatialExtremes/R/schlather.R
SpatialExtremes/R/schlatherind.R
SpatialExtremes/R/selection.R
SpatialExtremes/R/simgaussproc.R
SpatialExtremes/R/simmaxstab.R
SpatialExtremes/R/smith.R
SpatialExtremes/R/spatgev.R
SpatialExtremes/R/standardErrors.R
SpatialExtremes/R/starting.values.R
SpatialExtremes/R/swiss.R
SpatialExtremes/R/univdist.R
SpatialExtremes/R/univfit.R
SpatialExtremes/R/utils.R
SpatialExtremes/build
SpatialExtremes/build/vignette.rds
SpatialExtremes/data
SpatialExtremes/data/USHCNTemp.RData
SpatialExtremes/data/rainfall.RData
SpatialExtremes/data/swissalt.RData
SpatialExtremes/data/wind.RData
SpatialExtremes/inst
SpatialExtremes/inst/Copyright
SpatialExtremes/inst/doc
SpatialExtremes/inst/doc/SpatialExtremesGuide.R
SpatialExtremes/inst/doc/SpatialExtremesGuide.Rnw
SpatialExtremes/inst/doc/SpatialExtremesGuide.pdf
SpatialExtremes/man
SpatialExtremes/man/DIC.Rd
SpatialExtremes/man/GEV.Rd
SpatialExtremes/man/GPD.Rd
SpatialExtremes/man/SpatialExtremes-package.Rd
SpatialExtremes/man/TIC.Rd
SpatialExtremes/man/USHCNTemp.Rd
SpatialExtremes/man/anova.Rd
SpatialExtremes/man/concprob.Rd
SpatialExtremes/man/concurrencemap.Rd
SpatialExtremes/man/condmap.Rd
SpatialExtremes/man/condrgp.Rd
SpatialExtremes/man/condrmaxlin.Rd
SpatialExtremes/man/condrmaxstab.Rd
SpatialExtremes/man/covariance.Rd
SpatialExtremes/man/cv.Rd
SpatialExtremes/man/distances.Rd
SpatialExtremes/man/extcoeff.Rd
SpatialExtremes/man/extcoeffemp.Rd
SpatialExtremes/man/fitcopula.Rd
SpatialExtremes/man/fitcovariance.Rd
SpatialExtremes/man/fitcovmat.Rd
SpatialExtremes/man/fitmaxstab.Rd
SpatialExtremes/man/fitspatgev.Rd
SpatialExtremes/man/fmadogram.Rd
SpatialExtremes/man/gcv.Rd
SpatialExtremes/man/gev2frech.Rd
SpatialExtremes/man/internals.Rd
SpatialExtremes/man/kriging.Rd
SpatialExtremes/man/latentVariable.Rd
SpatialExtremes/man/lmadogram.Rd
SpatialExtremes/man/logLik.Rd
SpatialExtremes/man/lsmaxstab.Rd
SpatialExtremes/man/madogram.Rd
SpatialExtremes/man/map.Rd
SpatialExtremes/man/map.latent.Rd
SpatialExtremes/man/modeldef.Rd
SpatialExtremes/man/plot.copula.Rd
SpatialExtremes/man/plot.maxstab.Rd
SpatialExtremes/man/predict.Rd
SpatialExtremes/man/print.Rd
SpatialExtremes/man/profile.maxstab.Rd
SpatialExtremes/man/profile2d.maxstab.Rd
SpatialExtremes/man/qqextcoeff.Rd
SpatialExtremes/man/qqgev.Rd
SpatialExtremes/man/rainfall.Rd
SpatialExtremes/man/rb.Rd
SpatialExtremes/man/rbpspline.Rd
SpatialExtremes/man/rcopula.Rd
SpatialExtremes/man/rgp.Rd
SpatialExtremes/man/rmaxlin.Rd
SpatialExtremes/man/simmaxstab.Rd
SpatialExtremes/man/swiss.Rd
SpatialExtremes/man/swissalt.Rd
SpatialExtremes/man/symbolplot.Rd
SpatialExtremes/man/univfit.Rd
SpatialExtremes/man/variogram.Rd
SpatialExtremes/man/vdc.Rd
SpatialExtremes/man/windgust.Rd
SpatialExtremes/src
SpatialExtremes/src/Makevars
SpatialExtremes/src/brownResnick.c
SpatialExtremes/src/circulant.c
SpatialExtremes/src/concurrence.c
SpatialExtremes/src/condsimMaxStab.c
SpatialExtremes/src/copula.c
SpatialExtremes/src/covariance.c
SpatialExtremes/src/direct.c
SpatialExtremes/src/extcoeff.c
SpatialExtremes/src/extremalt.c
SpatialExtremes/src/fft.c
SpatialExtremes/src/fitcovmat.c
SpatialExtremes/src/geomgauss.c
SpatialExtremes/src/header.h
SpatialExtremes/src/kriging.c
SpatialExtremes/src/latentVariable.c
SpatialExtremes/src/madogram.c
SpatialExtremes/src/maxLinear.c
SpatialExtremes/src/maxStableExactSimulation.c
SpatialExtremes/src/mcmc.c
SpatialExtremes/src/pairwiselik.c
SpatialExtremes/src/penalizations.c
SpatialExtremes/src/randomlines.c
SpatialExtremes/src/schlather.c
SpatialExtremes/src/schlatherind.c
SpatialExtremes/src/simBrownResnick.c
SpatialExtremes/src/simextremalt.c
SpatialExtremes/src/simgeometric.c
SpatialExtremes/src/simschlather.c
SpatialExtremes/src/simsmith.c
SpatialExtremes/src/smith.c
SpatialExtremes/src/smith3d.c
SpatialExtremes/src/spatgevlik.c
SpatialExtremes/src/standardErrors.c
SpatialExtremes/src/standardErrorsCommonPart.c
SpatialExtremes/src/turningbands.c
SpatialExtremes/src/univllik.c
SpatialExtremes/src/utils.c
SpatialExtremes/src/weightedPairwiselik.c
SpatialExtremes/tests
SpatialExtremes/tests/gradientPllik.R
SpatialExtremes/vignettes
SpatialExtremes/vignettes/Figures
SpatialExtremes/vignettes/Figures/Schlather2Sim.png
SpatialExtremes/vignettes/Figures/Smith2Sim.png
SpatialExtremes/vignettes/Figures/rmaxstabSmith.png
SpatialExtremes/vignettes/Figures/tbm.png
SpatialExtremes/vignettes/SpatialExtremesGuide.Rnw
SpatialExtremes/vignettes/layout.sty
SpatialExtremes/vignettes/references.bib