Learn R Programming

CopulaGAMM (version 0.7.4)

Copula-Based Mixed Regression Models

Description

Estimation of 2-level factor copula-based regression models for clustered data where the response variable can be either discrete or continuous.

Copy Link

Version

Install

install.packages('CopulaGAMM')

Monthly Downloads

311

Version

0.7.4

License

GPL (>= 2)

Maintainer

Bruno Remillard

Last Published

September 13th, 2026

Functions in CopulaGAMM (0.7.4)

dbvncop

Normal copula density
ffrkders

Frank copula cdf/pdf and ders
dfrk

B3 bivariate Frank copula density
margins

Margins cdf/pdf and their derivatives
expcondinv

Inverse conditional expectation for a vector of probabilities
expcond

Conditional expectation
fpladers

Plackett copula cdf/pdf and ders
pcondfgm

Conditional FGM (B10)
dgal

B7 Galambos copula density, cpar>0
linkCop

Link to copula parameter
ftders

Student copula cdf/pdf and ders
pcondfrk

Conditional Frank (B3)
fjoeders

Joe copula cdf/pdf and ders
dpla

B2 Plackett copula density
mlecop.disc

Estimation of the parameter of a bivariate copula (Clayton, Frank, Gumbel) when the first observation is 0 or 1
pcond

Conditional cdf
dbvtcop

Student copula density
dmtcj

B4 MTCJ copula density, cpar>0
fgumders

Gumbel copula cdf/pdf and ders
mlecop

Estimation of the parameter of a bivariate copula (Clayton, Frank, Gumbel)
pcondcla

Conditional Clayton
invfunc

Inverse function
lapcpdf

Laplace cdf/pdf and ders
expcondinv1

Inverse conditional expectation for a single value
pseudosC

Estimation cdf, left-continuous cdf, and pseudo-observations
fnorders

Farlie-Gumbel-Morgenstern copula cdf/pdf and ders
pcondgal

Conditional Galambos (B7)
fmtcjders

Clayton copula cdf/pdf and ders
expcpdf

Exponential cdf/pdf and ders
pcondgum

Conditional Gumbel (B6)
multinomcpdf

Multinomial with p = 1/(1+exp(-th)) cdf/pdf and ders
multinomial

Simulated data
qcond

Inverse conditional cdf
poiscpdf

Poisson cdf/pdf and ders
qcondgal

Inverse Galambos
weibcpdf

Weibul cdf/pdf and ders
pcondpla

Conditional Plackett (B2)
pcondnor

Conditional Gaussian
qcondfra

Inverse Frank
tcpdf

Student cdf/pdf and ders
ftdersP

Student copula cdf/pdf and ders
nbinom1cpdf

Negative binomial cdf/pdf and ders
out.normal

EstContinuous object
qcondcla

Inverse clayton
nbinomcpdf

Negative binomial cdf/pdf and ders
geomcpdf

Geometric with p = 1/(1+exp(-th)) cdf/pdf and ders
qcondfgm

Inverse FGM (B10)
predictContinuous

Conditional expectation for a copula-based estimation of mixed regression models for continuous response
qlap

Laplace quantile
qcondt

Inverse Student
qcondpla

Inverse Plackett
sim.poisson

Simulated data
qcondhr

Inverse Huesler-Reiss
plap

Laplace cdf
qcondgum

Inverse Gumbel
pcondt

Conditional Student
qcondjoe

Inverse Joe
out.poisson

EstDiscrete object
qcondnor

Inverse Gaussian
normal

Simulated data
normcpdf

normal cdf/pdf and ders
predictCopulaGAMM

Conditional expectation for a copula-based estimation of mixed regression models for continuous or discrete response
predictDiscrete

Conditional expectation for a copula-based estimation of mixed regression models for discrete response
pcondhr

Conditional Huesler-Reiss (B8)
pcondjoe

Conditional Joe (B5)
EstContinuous

Copula-based estimation of mixed regression models for continuous response
coplik

Copula cdf/pdf and ders
EstDiscrete

Copula-based estimation of mixed regression models for discrete response
MAP.continuous

Estimation of latent variables in the continuous case
MAP.discrete

Estimation of latent variable in the dicrete case
EstCopulaGAMM

Copula-based estimation of mixed regression models for continuous or discrete response
dbvn

Normal density
dbvn2

Normal density (version 2)
cpar2param

Copula parameter to link
SimGenCluster

Simulation of clustered data
ffgmders

Farlie-Gumbel-Morgenstern copula cdf/pdf and ders
dfgm

Farlie-Gumbel-Morgenstern copula density, -1<= cpar<=
dcop

Copula pdf
dhr

B8 Huesler-Reiss copula density, cpar>0
berncpdf

Bernoulli with p = 1/(1+exp(-th)) cdf/pdf and derivatives
SimMultinomial

Simulation of multinomial clustered data
dlap

Laplace pdf
djoe

B5 Joe copula density
dgum

B6 Gumbel copula density, cpar>1