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copula (version 0.999-2)

Multivariate Dependence with Copulas

Description

Classes (S4) of commonly used elliptical, Archimedean, extreme value and some more copula families. Methods for density, distribution, random number generation, bivariate dependence measures, perspective and contour plots. Fitting copula models including variance estimates. Independence and serial (univariate and multivariate) independence tests, and other copula related tests. Goodness-of-fit tests for copulas based on multipliers, the parametric bootstrap with several transformation options. Merged former package 'nacopula' for nested Archimedean copulas: Efficient sampling algorithms, various estimators, goodness-of-fit tests and related tools and special functions.

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Version

Install

install.packages('copula')

Monthly Downloads

12,864

Version

0.999-2

License

GPL (>= 3)

Maintainer

Martin Maechler

Last Published

October 25th, 2012

Functions in copula (0.999-2)

emle

Maximum Likelihood Estimators for (Nested) Archimedean Copulas
fgmCopula-class

Class "fgmCopula"
generator

Generator Functions for Archimedean and Extreme-Value Copulas
Cn

Computes the Empirical Copula
Copula

Density, Evaluation, and Random Number Generation for Copula Functions
Stirling

Eulerian and Stirling Numbers of First and Second Kind
interval

Construct Simple "interval" Object
persp-methods

Methods for Function `persp' in Package `copula'
Bernoulli

Compute Bernoulli Numbers
absdPsiMC

Absolute Value of Generator Derivatives via Monte Carlo
evTestK

Bivariate Test of Extreme-Value Dependence Based on Kendall's Process
ellipCopula-class

Class "ellipCopula"
multIndepTest

Independence Test Among Continuous Random Vectors Based on the Empirical Copula Process
archmCopula

Construction of Archimedean Copula Class Object
gnacopula

Goodness-of-fit Testing for (Nested) Archimedean Copulas
nacopula-class

Class "nacopula" of Nested Archimedean Copulas
gofCopula

Goodness-of-fit Tests for Copulas
contour-methods

Methods for Function `contour' in Package `copula'
pnacopula

Evaluation of (Nested) Archimedean Copulas
archmCopula-class

Class "archmCopula"
fitCopula

Estimation of the Parameters in Copula Models
math-fun

Sinc, Zolotarev's, and Other Mathematical Utility Functions
loss

LOSS and ALAE Insurance Data
copula-internal

Internal Copula Functions
indepCopula

Construction of Independence Copula Class Objects
nacPairthetas

Pairwise Thetas of Nested Archimedean Copulas
Sibuya

Sibuya Distribution - Sampling and Probabilities
beta.Blomqvist

Sample and Population Version of Blomqvist's Beta for Archimedean Copulas
exchEVTest

Test of Exchangeability for Certain Bivariate Copulas
evCopula

Construction of Extreme-Value Copula Class Objects
polynEval

Evaluate Polynomials
copFamilies

Specific Archimedean Copula Families ("acopula" Objects)
estim.misc

Various Estimators for (Nested) Archimedean Copulas
evTestA

Bivariate Test of Extreme-Value Dependence Based on Pickands' Dependence Function
evTestC

Large-sample Test of Multivariate Extreme-Value Dependence
AssocMeasures

Dependence Measures for Copulas
cCopula

Conditional Copula Function
rnchild

Sampling Child 'nacopula's
show-methods

Methods for `show' in Package `copula'
initOpt

Initial Interval or Value for Parameter Estimation of Archimedean Copulas
evCopula-class

Classes Representing Extreme-Value Copulas
setTheta

Specify the Parameter(s) of a Copula
indepTest

Test Independence of Continuous Random Variables via Empirical Copula
ellipCopula

Construction of Elliptical Copula Class Object
nesdepth

Nesting Depth of a Nested Archimedean Copula ("nacopula")
dDiag

Density of the Diagonal of (Nested) Archimedean Copulas
Mvdc

Multivariate Distributions Constructed from Copulas
rlog

Sampling Logarithmic Distributions
multSerialIndepTest

Serial Independence Test for Multivariate Continuous Time Series Based on the Empirical Copula Process
serialIndepTest

Serial Independence Test for Continuous Time Series Based on the Empirical Copula Process
fitMvdc

Estimation of Multivariate Models Defined via Copulas
interval-class

Class "interval" of Simple Intervals
gtrafo

Goodness-of-fit Testing Transformations for (Nested) Archimedean Copulas
log1mexp

Compute f(a) = $\mathrm{log}$(1 - $\mathrm{exp}$(-a)) Numerically Optimally
mvdc-class

Class "mvdc"
exchTest

Test of Exchangeability for a Bivariate Copula
enacopula

Estimation Procedures for (Nested) Archimedean Copulas
opower

Outer Power Transformation of Archimedean Copulas
prob

Computing Probabilities of Hypercubes
rnacModel

Random nacopula Model
safeUroot

One-dimensional Root (Zero) Finding - Extra "Safety" for Convenience
gofEVCopula

Goodness-of-fit Tests for Bivariate Extreme-Value Copulas
getAcop

Get "acopula" Family Object by Name
copula-class

Mother Classes "Copula" and "copula" of All Copulas in the Package
polylog

Polylogarithm $\mathrm{Li_s(z)}$
An

Nonparametric Rank-based Estimators of the Pickands Dependence Function
pobs

Pseudo-Observations
uranium

Uranium Exploration Dataset of Cook & Johnson (1986)
rFFrankJoe

Sampling Distribution F for Frank and Joe
tauAMH

Ali-Mikhail-Haq ("AMH")'s and Joe's Kendall's Tau
plackettCopula

Construction of a Plackett Copula Class Object
acopula-class

Class "acopula" of Archimedean Copula Families
rdj

Daily Returns of Three Stocks in the Dow Jones
allComp

All Components of a (Inner or Outer) Nested Archimedean Copula
onacopula

Constructing (Outer) Nested Archimedean Copulas
dnacopula

Density Evaluation for (Nested) Archimedean Copulas
fgmCopula

Construction of a fgmCopula Class Object
splom2

Scatterplot Matrix (splom) with Nice Variable Names
K

Kendall Distribution Function for Archimedean Copulas
emde

Minimum Distance Estimators for (Nested) Archimedean Copulas
indepCopula-class

Class "indepCopula"
retstable

Sampling Exponentially Tilted Stable Distributions
rF01FrankJoe

Sample Univariate Distributions Involved in Nested Frank and Joe Copulas
timing

Timing for Sampling Nested Archimedean Copulas
printNacopula

Print Compact Overview of a Nested Archimedean Copula ("nacopula")
fitCopula-class

Classes of Fitted Multivariate Models: Copula, Mvdc
rnacopula

Sampling Nested Archimedean Copulas
rstable1

Random numbers from (Skew) Stable Distributions
copula-package

Multivariate Dependence Modeling with Copulas