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VineCopula (version 1.6-1)

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

3,706

Version

1.6-1

License

GPL (>= 2)

Maintainer

Thomas Nagler

Last Published

November 9th, 2015

Functions in VineCopula (1.6-1)

BiCopEst

Parameter Estimation for Bivariate Copula Data
BiCopPar2Beta

Blomqvist's Beta Value of a Bivariate Copula
BiCopDeriv

Derivatives of a Bivariate Copula Density
BiCopPar2Tau

Kendall's Tau Value of a Bivariate Copula
BiCopSelect

Selection and Maximum Likelihood Estimation of Bivariate Copula Families
RVinePDF

PDF of an R-Vine Copula Model
BiCopIndTest

Independence Test for Bivariate Copula Data
C2RVine

Transform C-Vine to R-Vine Structure
RVineCor2pcor

(Partial) Correlations for R-Vine Copula Models
RVineClarkeTest

Clarke Test Comparing Two R-Vine Copula Models
D2RVine

Transform D-Vine to R-Vine Structure
joeBiCopula

Constructor of the Joe Family and Rotated Versions thereof
TauMatrix

Matrix of Empirical Kendall's Tau Values
RVineLogLik

Log-Likelihood of an R-Vine Copula Model
RVineSim

Simulation from an R-Vine Copula Model
RVineStructureSelect

Sequential Specification of R- and C-Vine Copula Models
surGumbelCopula

Survival and Rotated Gumbel Copulas
surClaytonCopula-class

Classes "surClaytonCopula", "r90ClaytonCopula" and "r270ClaytonCopula"
vineCopula-class

Class "vineCopula"
tawnT2Copula

Constructor of the Tawn Type 2 Family and Rotated Versions thereof
RVineAIC/BIC

AIC and BIC of an R-Vine Copula Model
RVinePIT

Probability Integral Transformation for R-Vine Copula Models
BiCopChiPlot

Chi-plot for Bivariate Copula Data
BiCopGofTest

Goodness-of-Fit Test for Bivariate Copulas
BiCopKPlot

Kendall's Plot for Bivariate Copula Data
RVineHessian

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

Normalization of R-Vine Matrix
as.copuladata

Copula Data Objects
BB1Copula-class

Classes "BB1Copula", "surBB1Copula", "r90BB1Copula" and "r270BB1Copula"
BiCopCDF

Distribution Function of a Bivariate Copula
BB6Copula-class

Classes "BB6Copula", "surBB6Copula", "r90BB6Copula" and "r270BB6Copula"
BB8Copula

Constructor of the BB8 Family and Rotated Versions thereof
BiCopHfunc

Conditional Distribution Function of a Bivariate Copula
BiCopDeriv2

Second Derivatives of a Bivariate Copula Density
BB7Copula-class

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

Bivariate Copula Family Names
pobs

Pseudo-Observations
RVineMLE

Maximum Likelihood Estimation of an R-Vine Copula Model
tawnT1Copula-class

Class "tawnT1Copula"
RVineSeqEst

Sequential Estimation of an R-Vine Copula Model
RVineCopSelect

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

Density of a Bivariate Copula
RVineVuongTest

Vuong Test Comparing Two R-Vine Copula Models
BB6Copula

Constructor of the BB6 Family and Rotated Versions thereof
BiCopLambda

Lambda-Function (Plot) for Bivariate Copula Data
BB1Copula

Constructor of the BB1 Family and Rotated Versions thereof
BiCopVuongClarke

Scoring Goodness-of-Fit Test based on Vuong And Clarke Tests for Bivariate Copula Data
RVinePar2Beta

Blomqvist's Beta Values of an R-Vine Copula Model
BB7Copula

Constructor of the BB7 Family and Rotated Versions thereof
BiCopMetaContour

Contour Plot of Bivariate Meta Distribution
BiCopSim

Simulation from a Bivariate Copula
BiCopTau2Par

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

Visualisation of R-Vine Tree Structure
tawnT2Copula-class

Class "tawnT2Copula"
surClaytonCopula

Survival and Rotated Clayton Copulas
RVineMatrix

R-Vine Copula Model in Matrix Notation
RVineMatrixCheck

R-Vine Matrix Check
dduCopula

Partial Derivatives of Copulas
VineCopula-package

Statistical Inference of Vine Copulas
surGumbelCopula-class

Classes "surGumbelCopula", "r90GumbelCopula" and "r270GumbelCopula"
vineCopula

Constructor of the Class vineCopula.
BB8Copula-class

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

Cunstructing BiCop-objects
BiCopHfuncDeriv2

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

Matrix of Empirical Blomqvist's Beta Values
RVineGrad

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

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

Derivatives of the h-Function of a Bivariate Copula
pairs.copuladata

Pairs Plot of Copula Data
joeBiCopula-class

Classes "joeBiCopula", "surJoeBiCopula", "r90JoeBiCopula" and "r270JoeBiCopula"
BiCopPar2TailDep

Tail Dependence Coefficients of a Bivariate Copula
RVinePar2Tau

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

Construction of a Copula Object from a VineCopula Family Index
tawnT1Copula

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

Major German Stocks
plot.BiCop

Plotting tools for BiCop objects
RVineStdError

Standard Errors of an R-Vine Copula Model