spcopula: Copula Driven Spatio-Temporal Analysis

We provide a framework to analyse spatial and spatio-temporal data via copulas and vine copulas. The data needs to be provided in the form of the sp and spacetime package respectively. Additionally, support for calculating different multivariate return periods based on copulas and vine copulas is implemented.

AuthorBenedikt Graeler [aut, cre], Marius Appel [ctb]
Date of publication2016-12-01 12:46:52
MaintainerBenedikt Graeler <ben.graeler@uni-muenster.de>
LicenseGPL-3
Version0.2-1
http://r-forge.r-project.org/projects/spcopula/

View on R-Forge

Man pages

asCopula: Constructor of an asymmetric copula with cubic and quadratic...

asCopula-class: Class '"asCopula"'

bivTailDepFun: Bivariate joint dependence functions

calcBins: A function calculating the spatial/spatio-temporal bins

calcSpTreeDists: Calculating the conditional spatial distances

composeSpCopula: Composing a bivariate Spatial Copula

condCovariate: Conditioning of a Covariate

condSpVine: Conditions a spatial vine copula for conditional prediction

condStCoVarVine: conditional distribution function of spatio-temporal...

condStVine: Conditions a spatio-temporal vine copula for conditional...

cqsCopula: Constructor of a symmetric copula with cubic quadratic...

cqsCopula-class: Class '"cqsCopula"'

criticalLevel: Calculating the critical level for a given Kendall Return...

criticalPair: Calculate Critical Pairs

criticalTriple: calculate critical triples

dduCopula: partial derivatives of copulas

dduCopula-methods: Methods for Function 'dduCopula' in Package 'spcopula'

ddvCopula-methods: Methods for Function 'ddvCopula' in Package 'spcopula'

dependencePlot: Kernel smoothed scatter plot

dropSpTree: Drops a spatial tree

dropStTree: Drops a spatio-temporal tree

empiricalCopula: Constructor of an empirical copula class

empiricalCopula-class: Class '"empiricalCopula"'

EU_RB: Daily mean PM10 concentrations over Europe in June and July...

EU_RB_2005: Daily mean PM10 concentrations over Europe in 2005 as used in...

fitCorFun: Automated fitting of a correlation function to the...

fitSpCopula: Spatial Copula Fitting

genEmpCop: Generate an empirical copula

genEmpKenFun: Generates an empirical Kendall distribution function

genInvKenFun: Generate the inverse Kendall distribution function

getKendallDistr: Retrieving the Kendall Distribution function for a given...

getNeighbours: Creating Local Neighbourhoods

getStNeighbours: Creating Local Spatio-Temporal Neighbourhoods

invdduCopula-methods: Methods for Function 'invdduCopula' in Package 'spcopula'

invddvCopula-methods: Methods for Function 'invddvCopula' in Package 'spcopula'

kendallDistribution: The Kendall distribution

kendall-methods: Methods for Function 'kendall'

kendallRP: calculating the Kendall Return Period

loglikByCopulasLags: Log-likelihoods by copula family and spatial lag class

loglikByCopulasStLags: Log-likelihoods by copula family and spatio-temporal lag...

mixtureCopula: Constructor of a mixture copula

mixtureCopula-class: Class '"mixtureCopula"'

neighbourhood: Constructor of the 'neighbourhood' class.

neighbourhood-class: Class 'neighbourhood'

qCopula_u: The inverse of a bivariate copula given u or v

rankTransform: rank order transformation of margins

reduceNeighbours: Selecting the strongest correlated neighbours

simulatedTriples: annual extreme rainfall triples

spCopDemo: workspace produced in 'demo(spCopula)'

spCopPredict: spatial prediction based on a spatial vine copula

spCopula: Spatial Copula

spCopula-class: Class '"spCopula"'

spcopula-package: Copula Driven Spatio-Temporal Analysis

spGaussCopPredict: spatial prediction using a Gaussian Copula

spGaussLogLik: Density evaluation for a spatial Gaussian Copula

spVineCopula: Constructor of the virtual super class 'spVineCopula'.

spVineCopula-class: Class '"spVineCopula"'

stCopPredict: Spatio-Temporal Prediction based on a Spatio-Temporal Vine...

stCopula: Spatio-Temporal Copula

stCopula-class: Class '"stCopula"'

stCoVarVineCopula: Constructor for 'stCoVarVineCopula'

stCoVarVineCopula-class: Class '"stCoVarVineCopula"'

stNeighbourhood: Constructor of the 'stNeighbourhood' class.

stNeighbourhood-class: Class '"stNeighbourhood"'

stVineCopula: Constructor of the class 'stVineCopula'.

stVineCopula-class: Class '"stVineCopula"'

tawn3pCopula: Tawn Copula Family constructor using all three parameters

tawn3pCopula-class: Class '"tawn3pCopula"'

unitScatter: A scatter plot on the unit-square

Files in this package

spcopula/DESCRIPTION
spcopula/NAMESPACE
spcopula/R
spcopula/R/Classes.R spcopula/R/KendallDistribution.R spcopula/R/asCopula.R spcopula/R/cqsCopula.R spcopula/R/empiricalCopula.R spcopula/R/leafCopula.R spcopula/R/mixtureCopula.R spcopula/R/partialDerivatives.R spcopula/R/returnPeriods.R spcopula/R/spCopula.R spcopula/R/spVineCopula.R spcopula/R/spatialGaussianCopula.R spcopula/R/spatialPreparation.R spcopula/R/spatio-temporalPreparation.R spcopula/R/stCoVarVineCopula.R spcopula/R/stCopula.R spcopula/R/stVineCopula.R spcopula/R/tailDependenceFunctions.R spcopula/R/tawn3pCopula.R spcopula/R/utilities.R spcopula/R/zzz.R
spcopula/build
spcopula/build/vignette.rds
spcopula/data
spcopula/data/EU_RB.RData
spcopula/data/EU_RB_2005.RData
spcopula/data/simulatedTriples.RData
spcopula/data/spCopDemo.RData
spcopula/demo
spcopula/demo/00Index
spcopula/demo/MRP.R
spcopula/demo/pureSpVineCopula.R
spcopula/demo/spCopula.R
spcopula/demo/stCoVarVineCop.R
spcopula/demo/stVineCopFit.R
spcopula/demo/tailDepFunctions.R
spcopula/inst
spcopula/inst/CITATION
spcopula/inst/doc
spcopula/inst/doc/bib_spcopula.bib
spcopula/inst/doc/spcopula.R
spcopula/inst/doc/spcopula.Rnw
spcopula/inst/doc/spcopula.pdf
spcopula/man
spcopula/man/EU_RB.Rd spcopula/man/EU_RB_2005.Rd spcopula/man/asCopula-class.Rd spcopula/man/asCopula.Rd spcopula/man/bivTailDepFun.Rd spcopula/man/calcBins.Rd spcopula/man/calcSpTreeDists.Rd spcopula/man/composeSpCopula.Rd spcopula/man/condCovariate.Rd spcopula/man/condSpVine.Rd spcopula/man/condStCoVarVine.Rd spcopula/man/condStVine.Rd spcopula/man/cqsCopula-class.Rd spcopula/man/cqsCopula.Rd spcopula/man/criticalLevel.Rd spcopula/man/criticalPair.Rd spcopula/man/criticalTriple.Rd spcopula/man/dduCopula-methods.Rd spcopula/man/dduCopula.Rd spcopula/man/ddvCopula-methods.Rd spcopula/man/dependencePlot.Rd spcopula/man/dropSpTree.Rd spcopula/man/dropStTree.Rd spcopula/man/empiricalCopula-class.Rd spcopula/man/empiricalCopula.Rd spcopula/man/fitCorFun.Rd spcopula/man/fitSpCopula.Rd spcopula/man/genEmpCop.Rd spcopula/man/genEmpKenFun.Rd spcopula/man/genInvKenFun.Rd spcopula/man/getKendallDistr.Rd spcopula/man/getNeighbours.Rd spcopula/man/getStNeighbours.Rd spcopula/man/invdduCopula-methods.Rd spcopula/man/invddvCopula-methods.Rd spcopula/man/kendall-methods.Rd spcopula/man/kendallDistribution.Rd spcopula/man/kendallRP.Rd spcopula/man/loglikByCopulasLags.Rd spcopula/man/loglikByCopulasStLags.Rd spcopula/man/mixtureCopula-class.Rd spcopula/man/mixtureCopula.Rd spcopula/man/neighbourhood-class.Rd spcopula/man/neighbourhood.Rd spcopula/man/qCopula_u.Rd spcopula/man/rankTransform.Rd spcopula/man/reduceNeighbours.Rd spcopula/man/simulatedTriples.Rd spcopula/man/spCopDemo.Rd spcopula/man/spCopPredict.Rd spcopula/man/spCopula-class.Rd spcopula/man/spCopula.Rd spcopula/man/spGaussCopPredict.Rd spcopula/man/spGaussLogLik.Rd spcopula/man/spVineCopula-class.Rd spcopula/man/spVineCopula.Rd spcopula/man/spcopula-package.Rd spcopula/man/stCoVarVineCopula-class.Rd spcopula/man/stCoVarVineCopula.Rd spcopula/man/stCopPredict.Rd spcopula/man/stCopula-class.Rd spcopula/man/stCopula.Rd spcopula/man/stNeighbourhood-class.Rd spcopula/man/stNeighbourhood.Rd spcopula/man/stVineCopula-class.Rd spcopula/man/stVineCopula.Rd spcopula/man/tawn3pCopula-class.Rd spcopula/man/tawn3pCopula.Rd spcopula/man/unitScatter.Rd
spcopula/src
spcopula/src/Rinterface.h
spcopula/src/spatialPreparation.c
spcopula/tests
spcopula/tests/Examples
spcopula/tests/Examples/spcopula-Ex.Rout.save
spcopula/tests/spCopulaTest.R
spcopula/tests/spCopulaTest.Rout.save
spcopula/tests/stCopulaTest.R
spcopula/tests/stCopulaTest.Rout.save
spcopula/vignettes
spcopula/vignettes/.install_extras
spcopula/vignettes/bib_spcopula.bib
spcopula/vignettes/figures
spcopula/vignettes/figures/BoxPlots.pdf
spcopula/vignettes/figures/FI00351_ts.pdf
spcopula/vignettes/figures/PM10_EMEP_correlation.pdf
spcopula/vignettes/figures/can_Vine.png
spcopula/vignettes/figures/condPredCDF.pdf
spcopula/vignettes/figures/copula_densities.pdf
spcopula/vignettes/figures/correlogram.pdf
spcopula/vignettes/figures/hist_PM10.pdf
spcopula/vignettes/figures/st-vine.png
spcopula/vignettes/spcopula.Rnw

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