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VineCopula (version 1.4)

Statistical Inference of Vine Copulas

Description

Tools for bivariate exploratory data analysis, bivariate copula selection and (vine) tree construction are provided. Vine copula models can be estimated either sequentially or by joint maximum likelihood estimation. Sampling algorithms and plotting methods are included. Data is assumed to lie in the unit hypercube (so-called copula data). For C- and D-vines links to the package CDVine are provided.

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Version

Install

install.packages('VineCopula')

Monthly Downloads

5,245

Version

1.4

License

GPL (>= 2)

Maintainer

Tobias Erhardt

Last Published

January 28th, 2015

Functions in VineCopula (1.4)

BiCopPar2Beta

Blomqvist's Beta Value of a Bivariate Copula
BiCopIndTest

Independence Test for Bivariate Copula Data
RVineMatrixNormalize

Normalization of R-Vine Matrix
BiCopHfunc

Conditional Distribution Function of a Bivariate Copula
BiCopChiPlot

Chi-plot for Bivariate Copula Data
RVinePar2Tau

Kendall's Tau Values of an R-Vine Copula Model
BiCopDeriv

Derivatives of a Bivariate Copula Density
surClaytonCopula-class

Classes "surClaytonCopula", "r90ClaytonCopula" and "r270ClaytonCopula"
dduCopula

Partial Derivatives of Copulas
RVineCopSelect

Sequential Pair-Copula Selection and Estimation for R-Vine Copula Models
BiCopVuongClarke

Scoring Goodness-of-Fit Test based on Vuong And Clarke Tests for Bivariate Copula Data
copulaFromFamilyIndex

Construction of a Copula Object from a VineCopula Family Index
BiCopKPlot

Kendall's Plot for Bivariate Copula Data
BB1Copula

Constructor of the BB1 Family and Rotated Versions thereof
surGumbelCopula

Survival and Rotated Gumbel Copulas
tawnT2Copula-class

Class "tawnT2Copula"
BetaMatrix

Matrix of Empirical Blomqvist's Beta Values
tawnT1Copula-class

Class "tawnT1Copula"
BiCopTau2Par

Parameter of a Bivariate Copula for a given Kendall's Tau Value
BiCopPDF

Density of a Bivariate Copula
BB6Copula

Constructor of the BB6 Family and Rotated Versions thereof
RVineMLE

Maximum Likelihood Estimation of an R-Vine Copula Model
BB7Copula-class

Classes "BB7Copula", "surBB7Copula", "r90BB7Copula" and "r270BB7Copula"
RVineMatrix

R-Vine Copula Model in Matrix Notation
RVineStructureSelect

Sequential Specification of R- and C-Vine Copula Models
BB1Copula-class

Classes "BB1Copula", "surBB1Copula", "r90BB1Copula" and "r270BB1Copula"
BB8Copula-class

Classes "BB8Copula", "surBB8Copula", "r90BB8Copula" and "r270BB8Copula"
BiCopLambda

Lambda-Function (Plot) for Bivariate Copula Data
BB6Copula-class

Classes "BB6Copula", "surBB6Copula", "r90BB6Copula" and "r270BB6Copula"
BiCopCDF

Distribution Function of a Bivariate Copula
BiCopMetaContour

Contour Plot of Bivariate Meta Distribution
tawnT1Copula

Constructor of the Tawn Type 1 Family and Rotated Versions thereof
RVineGofTest

Goodness-of-Fit Tests for R-Vine Copula Models
BiCopSelect

Selection and Maximum Likelihood Estimation of Bivariate Copula Families
BiCopPar2TailDep

Tail Dependence Coefficients of a Bivariate Copula
RVineGrad

Gradient of the Log-Likelihood of an R-Vine Copula Model
RVinePIT

Probability Integral Transformation for R-Vine Copula Models
RVineClarkeTest

Clarke Test Comparing Two R-Vine Copula Models
pobs

Pseudo-Observations
RVineSim

Simulation from an R-Vine Copula Model
daxreturns

Major German Stocks
joeBiCopula-class

Classes "joeBiCopula", "surJoeBiCopula", "r90JoeBiCopula" and "r270JoeBiCopula"
BiCopHfuncDeriv

Derivatives of the h-Function of a Bivariate Copula
BiCopSim

Simulation from a Bivariate Copula
RVineAIC/BIC

AIC and BIC of an R-Vine Copula Model
BiCopHfuncDeriv2

Second Derivatives of the h-Function of a Bivariate Copula
RVineVuongTest

Vuong Test Comparing Two R-Vine Copula Models
BiCopEst

Parameter Estimation for Bivariate Copula Data
joeBiCopula

Constructor of the Joe Family and Rotated Versions thereof
tawnT2Copula

Constructor of the Tawn Type 2 Family and Rotated Versions thereof
BiCopName

Bivariate Copula Family Names
C2RVine

Transform C-Vine to R-Vine Structure
RVineTreePlot

Visualisation of R-Vine Tree Structure
RVinePar2Beta

Blomqvist's Beta Values of an R-Vine Copula Model
surGumbelCopula-class

Classes "surGumbelCopula", "r90GumbelCopula" and "r270GumbelCopula"
VineCopula-package

Statistical Inference of Vine Copulas
vineCopula-class

Class "vineCopula"
RVineMatrixCheck

R-Vine Matrix Check
RVineSeqEst

Sequential Estimation of an R-Vine Copula Model
RVineLogLik

Log-Likelihood of an R-Vine Copula Model
D2RVine

Transform D-Vine to R-Vine Structure
RVineHessian

Hessian Matrix of the Log-Likelihood of an R-Vine Copula Model
BB7Copula

Constructor of the BB7 Family and Rotated Versions thereof
BB8Copula

Constructor of the BB8 Family and Rotated Versions thereof
BiCopDeriv2

Second Derivatives of a Bivariate Copula Density
BiCopGofTest

Goodness-of-Fit Test for Bivariate Copulas
TauMatrix

Matrix of Empirical Kendall's Tau Values
BiCopPar2Tau

Kendall's Tau Value of a Bivariate Copula
RVineCor2pcor

(Partial) Correlations for R-Vine Copula Models
surClaytonCopula

Survival and Rotated Clayton Copulas
vineCopula

Constructor of the Class vineCopula.